feat: bump version to 1.0.0a2

Co-authored-by: Greyson Lalonde <greyson.r.lalonde@gmail.com>

.github/codeql/codeql-config.yml

@@ -1,28 +0,0 @@
-name: "CodeQL Config"
-
-paths-ignore:
-  # Ignore template files - these are boilerplate code that shouldn't be analyzed
-  - "lib/crewai/src/crewai/cli/templates/**"
-  # Ignore test cassettes - these are test fixtures/recordings
-  - "lib/crewai/tests/cassettes/**"
-  - "lib/crewai-tools/tests/cassettes/**"
-  # Ignore cache and build artifacts
-  - ".cache/**"
-  # Ignore documentation build artifacts
-  - "docs/.cache/**"
-  # Ignore experimental code
-  - "lib/crewai/src/crewai/experimental/a2a/**"
-
-paths:
-  # Include all Python source code from workspace packages
-  - "lib/crewai/src/**"
-  - "lib/crewai-tools/src/**"
-  - "lib/devtools/src/**"
-  # Include tests (but exclude cassettes via paths-ignore)
-  - "lib/crewai/tests/**"
-  - "lib/crewai-tools/tests/**"
-  - "lib/devtools/tests/**"
-
-# Configure specific queries or packs if needed
-# queries:
-#   - uses: security-and-quality

.github/security.md

@@ -1,50 +1,27 @@
-## CrewAI Security Policy
+## CrewAI Security Vulnerability Reporting Policy
 
-We are committed to protecting the confidentiality, integrity, and availability of the CrewAI ecosystem. This policy explains how to report potential vulnerabilities and what you can expect from us when you do.
+CrewAI prioritizes the security of our software products, services, and GitHub repositories. To promptly address vulnerabilities, follow these steps for reporting security issues:
 
-### Scope
+### Reporting Process
+Do **not** report vulnerabilities via public GitHub issues.
 
-We welcome reports for vulnerabilities that could impact:
+Email all vulnerability reports directly to:  
+**security@crewai.com**
 
-- CrewAI-maintained source code and repositories
-- CrewAI-operated infrastructure and services
-- Official CrewAI releases, packages, and distributions
+### Required Information
+To help us quickly validate and remediate the issue, your report must include:
 
-Issues affecting clearly unaffiliated third-party services or user-generated content are out of scope, unless you can demonstrate a direct impact on CrewAI systems or customers.
+- **Vulnerability Type:** Clearly state the vulnerability type (e.g., SQL injection, XSS, privilege escalation).
+- **Affected Source Code:** Provide full file paths and direct URLs (branch, tag, or commit).
+- **Reproduction Steps:** Include detailed, step-by-step instructions. Screenshots are recommended.
+- **Special Configuration:** Document any special settings or configurations required to reproduce.
+- **Proof-of-Concept (PoC):** Provide exploit or PoC code (if available).
+- **Impact Assessment:** Clearly explain the severity and potential exploitation scenarios.
 
-### How to Report
+### Our Response
+- We will acknowledge receipt of your report promptly via your provided email.
+- Confirmed vulnerabilities will receive priority remediation based on severity.
+- Patches will be released as swiftly as possible following verification.
 
-- **Please do not** disclose vulnerabilities via public GitHub issues, pull requests, or social media.
-- Email detailed reports to **security@crewai.com** with the subject line `Security Report`.
-- If you need to share large files or sensitive artifacts, mention it in your email and we will coordinate a secure transfer method.
-
-### What to Include
-
-Providing comprehensive information enables us to validate the issue quickly:
-
-- **Vulnerability overview** — a concise description and classification (e.g., RCE, privilege escalation)
-- **Affected components** — repository, branch, tag, or deployed service along with relevant file paths or endpoints
-- **Reproduction steps** — detailed, step-by-step instructions; include logs, screenshots, or screen recordings when helpful
-- **Proof-of-concept** — exploit details or code that demonstrates the impact (if available)
-- **Impact analysis** — severity assessment, potential exploitation scenarios, and any prerequisites or special configurations
-
-### Our Commitment
-
-- **Acknowledgement:** We aim to acknowledge your report within two business days.
-- **Communication:** We will keep you informed about triage results, remediation progress, and planned release timelines.
-- **Resolution:** Confirmed vulnerabilities will be prioritized based on severity and fixed as quickly as possible.
-- **Recognition:** We currently do not run a bug bounty program; any rewards or recognition are issued at CrewAI's discretion.
-
-### Coordinated Disclosure
-
-We ask that you allow us a reasonable window to investigate and remediate confirmed issues before any public disclosure. We will coordinate publication timelines with you whenever possible.
-
-### Safe Harbor
-
-We will not pursue or support legal action against individuals who, in good faith:
-
-- Follow this policy and refrain from violating any applicable laws
-- Avoid privacy violations, data destruction, or service disruption
-- Limit testing to systems in scope and respect rate limits and terms of service
-
-If you are unsure whether your testing is covered, please contact us at **security@crewai.com** before proceeding.
+### Reward Notice
+Currently, we do not offer a bug bounty program. Rewards, if issued, are discretionary.

.github/workflows/build-uv-cache.yml

@@ -7,8 +7,6 @@ on:
     paths:
       - "uv.lock"
       - "pyproject.toml"
-  schedule:
-    - cron: "0 0 */5 * *"  # Run every 5 days at midnight UTC to prevent cache expiration
   workflow_dispatch:
 
 permissions:

.github/workflows/codeql.yml

@@ -73,7 +73,6 @@ jobs:
       with:
         languages: ${{ matrix.language }}
         build-mode: ${{ matrix.build-mode }}
-        config-file: ./.github/codeql/codeql-config.yml
         # If you wish to specify custom queries, you can do so here or in a config file.
         # By default, queries listed here will override any specified in a config file.
         # Prefix the list here with "+" to use these queries and those in the config file.

.github/workflows/linter.yml

@@ -55,7 +55,6 @@ jobs:
          echo "${{ steps.changed-files.outputs.files }}" \
            | tr ' ' '\n' \
            | grep -v 'src/crewai/cli/templates/' \
-           | grep -v '/tests/' \
            | xargs -I{} uv run ruff check "{}"
 
       - name: Save uv caches

.github/workflows/publish.yml

@@ -7,6 +7,7 @@ on:
 
 jobs:
   build:
+    if: github.event.release.prerelease == true
     name: Build packages
     runs-on: ubuntu-latest
     permissions:
@@ -34,6 +35,7 @@ jobs:
           path: dist/
 
   publish:
+    if: github.event.release.prerelease == true
     name: Publish to PyPI
     needs: build
     runs-on: ubuntu-latest
@@ -63,19 +65,7 @@ jobs:
         env:
           UV_PUBLISH_TOKEN: ${{ secrets.PYPI_API_TOKEN }}
         run: |
-          failed=0
           for package in dist/*; do
-            if [[ "$package" == *"crewai_devtools"* ]]; then
-              echo "Skipping private package: $package"
-              continue
-            fi
             echo "Publishing $package"
-            if ! uv publish "$package"; then
-              echo "Failed to publish $package"
-              failed=1
-            fi
+            uv publish "$package"
           done
-          if [ $failed -eq 1 ]; then
-            echo "Some packages failed to publish"
-            exit 1
-          fi

.pre-commit-config.yaml

@@ -3,25 +3,19 @@ repos:
     hooks:
       - id: ruff
         name: ruff
-        entry: bash -c 'source .venv/bin/activate && uv run ruff check --config pyproject.toml "$@"' --
+        entry: uv run ruff check
         language: system
-        pass_filenames: true
         types: [python]
+        exclude: ^lib/crewai/
       - id: ruff-format
         name: ruff-format
-        entry: bash -c 'source .venv/bin/activate && uv run ruff format --config pyproject.toml "$@"' --
+        entry: uv run ruff format
         language: system
-        pass_filenames: true
         types: [python]
+        exclude: ^lib/crewai/
       - id: mypy
         name: mypy
-        entry: bash -c 'source .venv/bin/activate && uv run mypy --config-file pyproject.toml "$@"' --
+        entry: uv run mypy
         language: system
-        pass_filenames: true
         types: [python]
-        exclude: ^(lib/crewai/src/crewai/cli/templates/|lib/crewai/tests/|lib/crewai-tools/tests/)
-  - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.9.3
-    hooks:
-      - id: uv-lock
-
+        exclude: ^lib/crewai/

docs/docs.json

@@ -134,7 +134,6 @@
                 "group": "MCP Integration",
                 "pages": [
                   "en/mcp/overview",
-                  "en/mcp/dsl-integration",
                   "en/mcp/stdio",
                   "en/mcp/sse",
                   "en/mcp/streamable-http",
@@ -276,7 +275,6 @@
                   "en/observability/overview",
                   "en/observability/arize-phoenix",
                   "en/observability/braintrust",
-                  "en/observability/datadog",
                   "en/observability/langdb",
                   "en/observability/langfuse",
                   "en/observability/langtrace",
@@ -363,20 +361,10 @@
                   "en/enterprise/integrations/github",
                   "en/enterprise/integrations/gmail",
                   "en/enterprise/integrations/google_calendar",
-                  "en/enterprise/integrations/google_contacts",
-                  "en/enterprise/integrations/google_docs",
-                  "en/enterprise/integrations/google_drive",
                   "en/enterprise/integrations/google_sheets",
-                  "en/enterprise/integrations/google_slides",
                   "en/enterprise/integrations/hubspot",
                   "en/enterprise/integrations/jira",
                   "en/enterprise/integrations/linear",
-                  "en/enterprise/integrations/microsoft_excel",
-                  "en/enterprise/integrations/microsoft_onedrive",
-                  "en/enterprise/integrations/microsoft_outlook",
-                  "en/enterprise/integrations/microsoft_sharepoint",
-                  "en/enterprise/integrations/microsoft_teams",
-                  "en/enterprise/integrations/microsoft_word",
                   "en/enterprise/integrations/notion",
                   "en/enterprise/integrations/salesforce",
                   "en/enterprise/integrations/shopify",
@@ -409,7 +397,6 @@
                   "en/enterprise/guides/kickoff-crew",
                   "en/enterprise/guides/update-crew",
                   "en/enterprise/guides/enable-crew-studio",
-                  "en/enterprise/guides/capture_telemetry_logs",
                   "en/enterprise/guides/azure-openai-setup",
                   "en/enterprise/guides/tool-repository",
                   "en/enterprise/guides/react-component-export",
@@ -434,7 +421,6 @@
                   "en/api-reference/introduction",
                   "en/api-reference/inputs",
                   "en/api-reference/kickoff",
-                  "en/api-reference/resume",
                   "en/api-reference/status"
                 ]
               }
@@ -572,7 +558,6 @@
                 "group": "Integração MCP",
                 "pages": [
                   "pt-BR/mcp/overview",
-                  "pt-BR/mcp/dsl-integration",
                   "pt-BR/mcp/stdio",
                   "pt-BR/mcp/sse",
                   "pt-BR/mcp/streamable-http",
@@ -701,7 +686,6 @@
                   "pt-BR/observability/overview",
                   "pt-BR/observability/arize-phoenix",
                   "pt-BR/observability/braintrust",
-                  "pt-BR/observability/datadog",
                   "pt-BR/observability/langdb",
                   "pt-BR/observability/langfuse",
                   "pt-BR/observability/langtrace",
@@ -787,20 +771,10 @@
                   "pt-BR/enterprise/integrations/github",
                   "pt-BR/enterprise/integrations/gmail",
                   "pt-BR/enterprise/integrations/google_calendar",
-                  "pt-BR/enterprise/integrations/google_contacts",
-                  "pt-BR/enterprise/integrations/google_docs",
-                  "pt-BR/enterprise/integrations/google_drive",
                   "pt-BR/enterprise/integrations/google_sheets",
-                  "pt-BR/enterprise/integrations/google_slides",
                   "pt-BR/enterprise/integrations/hubspot",
                   "pt-BR/enterprise/integrations/jira",
                   "pt-BR/enterprise/integrations/linear",
-                  "pt-BR/enterprise/integrations/microsoft_excel",
-                  "pt-BR/enterprise/integrations/microsoft_onedrive",
-                  "pt-BR/enterprise/integrations/microsoft_outlook",
-                  "pt-BR/enterprise/integrations/microsoft_sharepoint",
-                  "pt-BR/enterprise/integrations/microsoft_teams",
-                  "pt-BR/enterprise/integrations/microsoft_word",
                   "pt-BR/enterprise/integrations/notion",
                   "pt-BR/enterprise/integrations/salesforce",
                   "pt-BR/enterprise/integrations/shopify",
@@ -829,12 +803,6 @@
                 "group": "Triggers",
                 "pages": [
                   "pt-BR/enterprise/guides/automation-triggers",
-                  "pt-BR/enterprise/guides/gmail-trigger",
-                  "pt-BR/enterprise/guides/google-calendar-trigger",
-                  "pt-BR/enterprise/guides/google-drive-trigger",
-                  "pt-BR/enterprise/guides/outlook-trigger",
-                  "pt-BR/enterprise/guides/onedrive-trigger",
-                  "pt-BR/enterprise/guides/microsoft-teams-trigger",
                   "pt-BR/enterprise/guides/slack-trigger",
                   "pt-BR/enterprise/guides/hubspot-trigger",
                   "pt-BR/enterprise/guides/salesforce-trigger",
@@ -859,7 +827,6 @@
                   "pt-BR/api-reference/introduction",
                   "pt-BR/api-reference/inputs",
                   "pt-BR/api-reference/kickoff",
-                  "pt-BR/api-reference/resume",
                   "pt-BR/api-reference/status"
                 ]
               }
@@ -993,7 +960,6 @@
                 "group": "MCP 통합",
                 "pages": [
                   "ko/mcp/overview",
-                  "ko/mcp/dsl-integration",
                   "ko/mcp/stdio",
                   "ko/mcp/sse",
                   "ko/mcp/streamable-http",
@@ -1134,7 +1100,6 @@
                   "ko/observability/overview",
                   "ko/observability/arize-phoenix",
                   "ko/observability/braintrust",
-                  "ko/observability/datadog",
                   "ko/observability/langdb",
                   "ko/observability/langfuse",
                   "ko/observability/langtrace",
@@ -1220,20 +1185,10 @@
                   "ko/enterprise/integrations/github",
                   "ko/enterprise/integrations/gmail",
                   "ko/enterprise/integrations/google_calendar",
-                  "ko/enterprise/integrations/google_contacts",
-                  "ko/enterprise/integrations/google_docs",
-                  "ko/enterprise/integrations/google_drive",
                   "ko/enterprise/integrations/google_sheets",
-                  "ko/enterprise/integrations/google_slides",
                   "ko/enterprise/integrations/hubspot",
                   "ko/enterprise/integrations/jira",
                   "ko/enterprise/integrations/linear",
-                  "ko/enterprise/integrations/microsoft_excel",
-                  "ko/enterprise/integrations/microsoft_onedrive",
-                  "ko/enterprise/integrations/microsoft_outlook",
-                  "ko/enterprise/integrations/microsoft_sharepoint",
-                  "ko/enterprise/integrations/microsoft_teams",
-                  "ko/enterprise/integrations/microsoft_word",
                   "ko/enterprise/integrations/notion",
                   "ko/enterprise/integrations/salesforce",
                   "ko/enterprise/integrations/shopify",
@@ -1262,12 +1217,6 @@
                 "group": "트리거",
                 "pages": [
                   "ko/enterprise/guides/automation-triggers",
-                  "ko/enterprise/guides/gmail-trigger",
-                  "ko/enterprise/guides/google-calendar-trigger",
-                  "ko/enterprise/guides/google-drive-trigger",
-                  "ko/enterprise/guides/outlook-trigger",
-                  "ko/enterprise/guides/onedrive-trigger",
-                  "ko/enterprise/guides/microsoft-teams-trigger",
                   "ko/enterprise/guides/slack-trigger",
                   "ko/enterprise/guides/hubspot-trigger",
                   "ko/enterprise/guides/salesforce-trigger",
@@ -1290,7 +1239,6 @@
                   "ko/api-reference/introduction",
                   "ko/api-reference/inputs",
                   "ko/api-reference/kickoff",
-                  "ko/api-reference/resume",
                   "ko/api-reference/status"
                 ]
               }

docs/en/api-reference/resume.mdx

@@ -1,6 +0,0 @@
----
-title: "POST /resume"
-description: "Resume crew execution with human feedback"
-openapi: "/enterprise-api.en.yaml POST /resume"
-mode: "wide"
----

docs/en/concepts/llms.mdx

@@ -7,7 +7,7 @@ mode: "wide"
 
 ## Overview
 
-CrewAI integrates with multiple LLM providers through providers native sdks, giving you the flexibility to choose the right model for your specific use case. This guide will help you understand how to configure and use different LLM providers in your CrewAI projects.
+CrewAI integrates with multiple LLM providers through LiteLLM, giving you the flexibility to choose the right model for your specific use case. This guide will help you understand how to configure and use different LLM providers in your CrewAI projects.
 
 
 ## What are LLMs?
@@ -113,104 +113,44 @@ In this section, you'll find detailed examples that help you select, configure,
 
 <AccordionGroup>
   <Accordion title="OpenAI">
-    CrewAI provides native integration with OpenAI through the OpenAI Python SDK.
+    Set the following environment variables in your `.env` file:
 
     ```toml Code
     # Required
     OPENAI_API_KEY=sk-...
 
     # Optional
-    OPENAI_BASE_URL=<custom-base-url>
+    OPENAI_API_BASE=<custom-base-url>
+    OPENAI_ORGANIZATION=<your-org-id>
     ```
 
-    **Basic Usage:**
+    Example usage in your CrewAI project:
     ```python Code
     from crewai import LLM
 
     llm = LLM(
-        model="openai/gpt-4o",
-        api_key="your-api-key",  # Or set OPENAI_API_KEY
-        temperature=0.7,
-        max_tokens=4000
-    )
-    ```
-
-    **Advanced Configuration:**
-    ```python Code
-    from crewai import LLM
-
-    llm = LLM(
-        model="openai/gpt-4o",
-        api_key="your-api-key",
-        base_url="https://api.openai.com/v1",  # Optional custom endpoint
-        organization="org-...",  # Optional organization ID
-        project="proj_...",  # Optional project ID
-        temperature=0.7,
-        max_tokens=4000,
-        max_completion_tokens=4000,  # For newer models
+        model="openai/gpt-4", # call model by provider/model_name
+        temperature=0.8,
+        max_tokens=150,
         top_p=0.9,
         frequency_penalty=0.1,
         presence_penalty=0.1,
         stop=["END"],
-        seed=42,  # For reproducible outputs
-        stream=True,  # Enable streaming
-        timeout=60.0,  # Request timeout in seconds
-        max_retries=3,  # Maximum retry attempts
-        logprobs=True,  # Return log probabilities
-        top_logprobs=5,  # Number of most likely tokens
-        reasoning_effort="medium"  # For o1 models: low, medium, high
+        seed=42
     )
     ```
 
-    **Structured Outputs:**
-    ```python Code
-    from pydantic import BaseModel
-    from crewai import LLM
-
-    class ResponseFormat(BaseModel):
-        name: str
-        age: int
-        summary: str
-
-    llm = LLM(
-        model="openai/gpt-4o",
-    )
-    ```
-
-    **Supported Environment Variables:**
-    - `OPENAI_API_KEY`: Your OpenAI API key (required)
-    - `OPENAI_BASE_URL`: Custom base URL for OpenAI API (optional)
-
-    **Features:**
-    - Native function calling support (except o1 models)
-    - Structured outputs with JSON schema
-    - Streaming support for real-time responses
-    - Token usage tracking
-    - Stop sequences support (except o1 models)
-    - Log probabilities for token-level insights
-    - Reasoning effort control for o1 models
-
-    **Supported Models:**
+    OpenAI is one of the leading providers of LLMs with a wide range of models and features.
 
     | Model               | Context Window   | Best For                                      |
     |---------------------|------------------|-----------------------------------------------|
-    | gpt-4.1             | 1M tokens        | Latest model with enhanced capabilities       |
-    | gpt-4.1-mini        | 1M tokens        | Efficient version with large context          |
-    | gpt-4.1-nano        | 1M tokens        | Ultra-efficient variant                       |
-    | gpt-4o              | 128,000 tokens   | Optimized for speed and intelligence          |
-    | gpt-4o-mini         | 200,000 tokens   | Cost-effective with large context             |
-    | gpt-4-turbo         | 128,000 tokens   | Long-form content, document analysis          |
-    | gpt-4               | 8,192 tokens     | High-accuracy tasks, complex reasoning        |
-    | o1                  | 200,000 tokens   | Advanced reasoning, complex problem-solving   |
-    | o1-preview          | 128,000 tokens   | Preview of reasoning capabilities             |
-    | o1-mini             | 128,000 tokens   | Efficient reasoning model                     |
-    | o3-mini             | 200,000 tokens   | Lightweight reasoning model                   |
-    | o4-mini             | 200,000 tokens   | Next-gen efficient reasoning                  |
-
-    **Note:** To use OpenAI, install the required dependencies:
-    ```bash
-    uv add "crewai[openai]"
-    ```
+    | GPT-4               | 8,192 tokens     | High-accuracy tasks, complex reasoning        |
+    | GPT-4 Turbo         | 128,000 tokens   | Long-form content, document analysis          |
+    | GPT-4o & GPT-4o-mini  | 128,000 tokens  | Cost-effective large context processing       |
+    | o3-mini             | 200,000 tokens   | Fast reasoning, complex reasoning             |
+    | o1-mini             | 128,000 tokens   | Fast reasoning, complex reasoning             |
+    | o1-preview          | 128,000 tokens   | Fast reasoning, complex reasoning             |
+    | o1                  | 200,000 tokens   | Fast reasoning, complex reasoning             |
   </Accordion>
 
   <Accordion title="Meta-Llama">
@@ -247,186 +187,69 @@ In this section, you'll find detailed examples that help you select, configure,
   </Accordion>
 
   <Accordion title="Anthropic">
-    CrewAI provides native integration with Anthropic through the Anthropic Python SDK.
-
     ```toml Code
     # Required
     ANTHROPIC_API_KEY=sk-ant-...
+
+    # Optional
+    ANTHROPIC_API_BASE=<custom-base-url>
     ```
 
-    **Basic Usage:**
+    Example usage in your CrewAI project:
     ```python Code
-    from crewai import LLM
-
     llm = LLM(
-        model="anthropic/claude-3-5-sonnet-20241022",
-        api_key="your-api-key",  # Or set ANTHROPIC_API_KEY
-        max_tokens=4096  # Required for Anthropic
+        model="anthropic/claude-3-sonnet-20240229-v1:0",
+        temperature=0.7
     )
     ```
-
-    **Advanced Configuration:**
-    ```python Code
-    from crewai import LLM
-
-    llm = LLM(
-        model="anthropic/claude-3-5-sonnet-20241022",
-        api_key="your-api-key",
-        base_url="https://api.anthropic.com",  # Optional custom endpoint
-        temperature=0.7,
-        max_tokens=4096,  # Required parameter
-        top_p=0.9,
-        stop_sequences=["END", "STOP"],  # Anthropic uses stop_sequences
-        stream=True,  # Enable streaming
-        timeout=60.0,  # Request timeout in seconds
-        max_retries=3  # Maximum retry attempts
-    )
-    ```
-
-    **Supported Environment Variables:**
-    - `ANTHROPIC_API_KEY`: Your Anthropic API key (required)
-
-    **Features:**
-    - Native tool use support for Claude 3+ models
-    - Streaming support for real-time responses
-    - Automatic system message handling
-    - Stop sequences for controlled output
-    - Token usage tracking
-    - Multi-turn tool use conversations
-
-    **Important Notes:**
-    - `max_tokens` is a **required** parameter for all Anthropic models
-    - Claude uses `stop_sequences` instead of `stop`
-    - System messages are handled separately from conversation messages
-    - First message must be from the user (automatically handled)
-    - Messages must alternate between user and assistant
-
-    **Supported Models:**
-
-    | Model                        | Context Window | Best For                                      |
-    |------------------------------|----------------|-----------------------------------------------|
-    | claude-3-7-sonnet            | 200,000 tokens | Advanced reasoning and agentic tasks          |
-    | claude-3-5-sonnet-20241022   | 200,000 tokens | Latest Sonnet with best performance           |
-    | claude-3-5-haiku             | 200,000 tokens | Fast, compact model for quick responses       |
-    | claude-3-opus                | 200,000 tokens | Most capable for complex tasks                |
-    | claude-3-sonnet              | 200,000 tokens | Balanced intelligence and speed               |
-    | claude-3-haiku               | 200,000 tokens | Fastest for simple tasks                      |
-    | claude-2.1                   | 200,000 tokens | Extended context, reduced hallucinations      |
-    | claude-2                     | 100,000 tokens | Versatile model for various tasks             |
-    | claude-instant               | 100,000 tokens | Fast, cost-effective for everyday tasks       |
-
-    **Note:** To use Anthropic, install the required dependencies:
-    ```bash
-    uv add "crewai[anthropic]"
-    ```
   </Accordion>
 
   <Accordion title="Google (Gemini API)">
-    CrewAI provides native integration with Google Gemini through the Google Gen AI Python SDK.
-
-    Set your API key in your `.env` file. If you need a key, check [AI Studio](https://aistudio.google.com/apikey).
+    Set your API key in your `.env` file. If you need a key, or need to find an
+    existing key, check [AI Studio](https://aistudio.google.com/apikey).
 
     ```toml .env
-    # Required (one of the following)
-    GOOGLE_API_KEY=<your-api-key>
+    # https://ai.google.dev/gemini-api/docs/api-key
     GEMINI_API_KEY=<your-api-key>
-
-    # Optional - for Vertex AI
-    GOOGLE_CLOUD_PROJECT=<your-project-id>
-    GOOGLE_CLOUD_LOCATION=<location>  # Defaults to us-central1
-    GOOGLE_GENAI_USE_VERTEXAI=true  # Set to use Vertex AI
     ```
 
-    **Basic Usage:**
+    Example usage in your CrewAI project:
     ```python Code
     from crewai import LLM
 
     llm = LLM(
         model="gemini/gemini-2.0-flash",
-        api_key="your-api-key",  # Or set GOOGLE_API_KEY/GEMINI_API_KEY
-        temperature=0.7
-    )
-    ```
-
-    **Advanced Configuration:**
-    ```python Code
-    from crewai import LLM
-
-    llm = LLM(
-        model="gemini/gemini-2.5-flash",
-        api_key="your-api-key",
         temperature=0.7,
-        top_p=0.9,
-        top_k=40,  # Top-k sampling parameter
-        max_output_tokens=8192,
-        stop_sequences=["END", "STOP"],
-        stream=True,  # Enable streaming
-        safety_settings={
-            "HARM_CATEGORY_HARASSMENT": "BLOCK_NONE",
-            "HARM_CATEGORY_HATE_SPEECH": "BLOCK_NONE"
-        }
     )
     ```
 
-    **Vertex AI Configuration:**
-    ```python Code
-    from crewai import LLM
-
-    llm = LLM(
-        model="gemini/gemini-1.5-pro",
-        project="your-gcp-project-id",
-        location="us-central1"  # GCP region
-    )
-    ```
-
-    **Supported Environment Variables:**
-    - `GOOGLE_API_KEY` or `GEMINI_API_KEY`: Your Google API key (required for Gemini API)
-    - `GOOGLE_CLOUD_PROJECT`: Google Cloud project ID (for Vertex AI)
-    - `GOOGLE_CLOUD_LOCATION`: GCP location (defaults to `us-central1`)
-    - `GOOGLE_GENAI_USE_VERTEXAI`: Set to `true` to use Vertex AI
-
-    **Features:**
-    - Native function calling support for Gemini 1.5+ and 2.x models
-    - Streaming support for real-time responses
-    - Multimodal capabilities (text, images, video)
-    - Safety settings configuration
-    - Support for both Gemini API and Vertex AI
-    - Automatic system instruction handling
-    - Token usage tracking
-
-    **Gemini Models:**
+    ### Gemini models
 
     Google offers a range of powerful models optimized for different use cases.
 
     | Model                          | Context Window | Best For                                                          |
     |--------------------------------|----------------|-------------------------------------------------------------------|
-    | gemini-2.5-flash               | 1M tokens      | Adaptive thinking, cost efficiency                                |
-    | gemini-2.5-pro                 | 1M tokens      | Enhanced thinking and reasoning, multimodal understanding         |
-    | gemini-2.0-flash               | 1M tokens      | Next generation features, speed, thinking                         |
-    | gemini-2.0-flash-thinking      | 32,768 tokens  | Advanced reasoning with thinking process                          |
+    | gemini-2.5-flash-preview-04-17 | 1M tokens      | Adaptive thinking, cost efficiency                                |
+    | gemini-2.5-pro-preview-05-06   | 1M tokens      | Enhanced thinking and reasoning, multimodal understanding, advanced coding, and more |
+    | gemini-2.0-flash               | 1M tokens      | Next generation features, speed, thinking, and realtime streaming |
     | gemini-2.0-flash-lite          | 1M tokens      | Cost efficiency and low latency                                   |
-    | gemini-1.5-pro                 | 2M tokens      | Best performing, logical reasoning, coding                        |
     | gemini-1.5-flash               | 1M tokens      | Balanced multimodal model, good for most tasks                    |
-    | gemini-1.5-flash-8b            | 1M tokens      | Fastest, most cost-efficient                                      |
-    | gemini-1.0-pro                 | 32,768 tokens  | Earlier generation model                                          |
-
-    **Gemma Models:**
-
-    The Gemini API also supports [Gemma models](https://ai.google.dev/gemma/docs) hosted on Google infrastructure.
-
-    | Model          | Context Window | Best For                           |
-    |----------------|----------------|------------------------------------|
-    | gemma-3-1b     | 32,000 tokens  | Ultra-lightweight tasks            |
-    | gemma-3-4b     | 128,000 tokens | Efficient general-purpose tasks    |
-    | gemma-3-12b    | 128,000 tokens | Balanced performance and efficiency|
-    | gemma-3-27b    | 128,000 tokens | High-performance tasks             |
-
-    **Note:** To use Google Gemini, install the required dependencies:
-    ```bash
-    uv add "crewai[google-genai]"
-    ```
+    | gemini-1.5-flash-8B            | 1M tokens      | Fastest, most cost-efficient, good for high-frequency tasks       |
+    | gemini-1.5-pro                 | 2M tokens      | Best performing, wide variety of reasoning tasks including logical reasoning, coding, and creative collaboration |
 
     The full list of models is available in the [Gemini model docs](https://ai.google.dev/gemini-api/docs/models).
+
+    ### Gemma
+
+    The Gemini API also allows you to use your API key to access [Gemma models](https://ai.google.dev/gemma/docs) hosted on Google infrastructure.
+
+    | Model          | Context Window |
+    |----------------|----------------|
+    | gemma-3-1b-it  | 32k tokens     |
+    | gemma-3-4b-it  | 32k tokens     |
+    | gemma-3-12b-it | 32k tokens     |
+    | gemma-3-27b-it | 128k tokens    |
+
   </Accordion>
   <Accordion title="Google (Vertex AI)">
     Get credentials from your Google Cloud Console and save it to a JSON file, then load it with the following code:
@@ -468,146 +291,43 @@ In this section, you'll find detailed examples that help you select, configure,
   </Accordion>
 
   <Accordion title="Azure">
-    CrewAI provides native integration with Azure AI Inference and Azure OpenAI through the Azure AI Inference Python SDK.
-
     ```toml Code
     # Required
     AZURE_API_KEY=<your-api-key>
-    AZURE_ENDPOINT=<your-endpoint-url>
+    AZURE_API_BASE=<your-resource-url>
+    AZURE_API_VERSION=<api-version>
 
     # Optional
-    AZURE_API_VERSION=<api-version>  # Defaults to 2024-06-01
+    AZURE_AD_TOKEN=<your-azure-ad-token>
+    AZURE_API_TYPE=<your-azure-api-type>
     ```
 
-    **Endpoint URL Formats:**
-
-    For Azure OpenAI deployments:
-    ```
-    https://<resource-name>.openai.azure.com/openai/deployments/<deployment-name>
-    ```
-
-    For Azure AI Inference endpoints:
-    ```
-    https://<resource-name>.inference.azure.com
-    ```
-
-    **Basic Usage:**
+    Example usage in your CrewAI project:
     ```python Code
     llm = LLM(
         model="azure/gpt-4",
-        api_key="<your-api-key>",  # Or set AZURE_API_KEY
-        endpoint="<your-endpoint-url>",
-        api_version="2024-06-01"
+        api_version="2023-05-15"
     )
     ```
-
-    **Advanced Configuration:**
-    ```python Code
-    llm = LLM(
-        model="azure/gpt-4o",
-        temperature=0.7,
-        max_tokens=4000,
-        top_p=0.9,
-        frequency_penalty=0.0,
-        presence_penalty=0.0,
-        stop=["END"],
-        stream=True,
-        timeout=60.0,
-        max_retries=3
-    )
-    ```
-
-    **Supported Environment Variables:**
-    - `AZURE_API_KEY`: Your Azure API key (required)
-    - `AZURE_ENDPOINT`: Your Azure endpoint URL (required, also checks `AZURE_OPENAI_ENDPOINT` and `AZURE_API_BASE`)
-    - `AZURE_API_VERSION`: API version (optional, defaults to `2024-06-01`)
-
-    **Features:**
-    - Native function calling support for Azure OpenAI models (gpt-4, gpt-4o, gpt-3.5-turbo, etc.)
-    - Streaming support for real-time responses
-    - Automatic endpoint URL validation and correction
-    - Comprehensive error handling with retry logic
-    - Token usage tracking
-
-    **Note:** To use Azure AI Inference, install the required dependencies:
-    ```bash
-    uv add "crewai[azure-ai-inference]"
-    ```
   </Accordion>
 
   <Accordion title="AWS Bedrock">
-    CrewAI provides native integration with AWS Bedrock through the boto3 SDK using the Converse API.
-
     ```toml Code
-    # Required
     AWS_ACCESS_KEY_ID=<your-access-key>
     AWS_SECRET_ACCESS_KEY=<your-secret-key>
-
-    # Optional
-    AWS_SESSION_TOKEN=<your-session-token>  # For temporary credentials
-    AWS_DEFAULT_REGION=<your-region>  # Defaults to us-east-1
+    AWS_DEFAULT_REGION=<your-region>
     ```
 
-    **Basic Usage:**
+    Example usage in your CrewAI project:
     ```python Code
-    from crewai import LLM
-
     llm = LLM(
-        model="bedrock/anthropic.claude-3-5-sonnet-20241022-v2:0",
-        region_name="us-east-1"
+        model="bedrock/anthropic.claude-3-sonnet-20240229-v1:0"
     )
     ```
 
-    **Advanced Configuration:**
-    ```python Code
-    from crewai import LLM
+    Before using Amazon Bedrock, make sure you have boto3 installed in your environment
 
-    llm = LLM(
-        model="bedrock/anthropic.claude-3-5-sonnet-20241022-v2:0",
-        aws_access_key_id="your-access-key",  # Or set AWS_ACCESS_KEY_ID
-        aws_secret_access_key="your-secret-key",  # Or set AWS_SECRET_ACCESS_KEY
-        aws_session_token="your-session-token",  # For temporary credentials
-        region_name="us-east-1",
-        temperature=0.7,
-        max_tokens=4096,
-        top_p=0.9,
-        top_k=250,  # For Claude models
-        stop_sequences=["END", "STOP"],
-        stream=True,  # Enable streaming
-        guardrail_config={  # Optional content filtering
-            "guardrailIdentifier": "your-guardrail-id",
-            "guardrailVersion": "1"
-        },
-        additional_model_request_fields={  # Model-specific parameters
-            "top_k": 250
-        }
-    )
-    ```
-
-    **Supported Environment Variables:**
-    - `AWS_ACCESS_KEY_ID`: AWS access key (required)
-    - `AWS_SECRET_ACCESS_KEY`: AWS secret key (required)
-    - `AWS_SESSION_TOKEN`: AWS session token for temporary credentials (optional)
-    - `AWS_DEFAULT_REGION`: AWS region (defaults to `us-east-1`)
-
-    **Features:**
-    - Native tool calling support via Converse API
-    - Streaming and non-streaming responses
-    - Comprehensive error handling with retry logic
-    - Guardrail configuration for content filtering
-    - Model-specific parameters via `additional_model_request_fields`
-    - Token usage tracking and stop reason logging
-    - Support for all Bedrock foundation models
-    - Automatic conversation format handling
-
-    **Important Notes:**
-    - Uses the modern Converse API for unified model access
-    - Automatic handling of model-specific conversation requirements
-    - System messages are handled separately from conversation
-    - First message must be from user (automatically handled)
-    - Some models (like Cohere) require conversation to end with user message
-
-    [Amazon Bedrock](https://docs.aws.amazon.com/bedrock/latest/userguide/models-regions.html) is a managed service that provides access to multiple foundation models from top AI companies through a unified API.
+    [Amazon Bedrock](https://docs.aws.amazon.com/bedrock/latest/userguide/models-regions.html) is a managed service that provides access to multiple foundation models from top AI companies through a unified API, enabling secure and responsible AI application development.
 
     | Model                   | Context Window       | Best For                                                          |
     |-------------------------|----------------------|-------------------------------------------------------------------|
@@ -637,12 +357,7 @@ In this section, you'll find detailed examples that help you select, configure,
     | Jamba-Instruct          | Up to 256k tokens    | Model with extended context window optimized for cost-effective text generation, summarization, and Q&A. |
     | Mistral 7B Instruct     | Up to 32k tokens     | This LLM follows instructions, completes requests, and generates creative text. |
     | Mistral 8x7B Instruct   | Up to 32k tokens     | An MOE LLM that follows instructions, completes requests, and generates creative text. |
-    | DeepSeek R1             | 32,768 tokens        | Advanced reasoning model                                                       |
 
-    **Note:** To use AWS Bedrock, install the required dependencies:
-    ```bash
-    uv add "crewai[bedrock]"
-    ```
   </Accordion>
 
   <Accordion title="Amazon SageMaker">
@@ -1184,7 +899,7 @@ Learn how to get the most out of your LLM configuration:
   </Accordion>
 
   <Accordion title="Drop Additional Parameters">
-    CrewAI internally uses native sdks for LLM calls, which allows you to drop additional parameters that are not needed for your specific use case. This can help simplify your code and reduce the complexity of your LLM configuration.
+    CrewAI internally uses Litellm for LLM calls, which allows you to drop additional parameters that are not needed for your specific use case. This can help simplify your code and reduce the complexity of your LLM configuration.
     For example, if you don't need to send the <code>stop</code> parameter, you can simply omit it from your LLM call:
 
     ```python
@@ -1200,52 +915,6 @@ Learn how to get the most out of your LLM configuration:
     )
     ```
   </Accordion>
-
-  <Accordion title="Transport Interceptors">
-    CrewAI provides message interceptors for several providers, allowing you to hook into request/response cycles at the transport layer.
-
-    **Supported Providers:**
-    - ✅ OpenAI
-    - ✅ Anthropic
-
-    **Basic Usage:**
-    ```python
-import httpx
-from crewai import LLM
-from crewai.llms.hooks import BaseInterceptor
-
-class CustomInterceptor(BaseInterceptor[httpx.Request, httpx.Response]):
-    """Custom interceptor to modify requests and responses."""
-
-    def on_outbound(self, request: httpx.Request) -> httpx.Request:
-        """Print request before sending to the LLM provider."""
-        print(request)
-        return request
-
-    def on_inbound(self, response: httpx.Response) -> httpx.Response:
-        """Process response after receiving from the LLM provider."""
-        print(f"Status: {response.status_code}")
-        print(f"Response time: {response.elapsed}")
-        return response
-
-# Use the interceptor with an LLM
-llm = LLM(
-    model="openai/gpt-4o",
-    interceptor=CustomInterceptor()
-)
-    ```
-
-    **Important Notes:**
-    - Both methods must return the received object or type of object.
-    - Modifying received objects may result in unexpected behavior or application crashes.
-    - Not all providers support interceptors - check the supported providers list above
-
-    <Info>
-      Interceptors operate at the transport layer. This is particularly useful for:
-      - Message transformation and filtering
-      - Debugging API interactions
-    </Info>
-  </Accordion>
 </AccordionGroup>
 
 ## Common Issues and Solutions

docs/en/enterprise/features/tools-and-integrations.mdx

@@ -43,7 +43,7 @@ Tools & Integrations is the central hub for connecting third‑party apps and ma
   1. Go to <Link href="https://app.crewai.com/crewai_plus/connectors">Integrations</Link>
   2. Click <b>Connect</b> on the desired service
   3. Complete the OAuth flow and grant scopes
-  4. Copy your Enterprise Token from <Link href="https://app.crewai.com/crewai_plus/settings/integrations">Integration Settings</Link>
+  4. Copy your Enterprise Token from the <b>Integration</b> tab
 
   <Frame>
     ![Enterprise Token](/images/enterprise/enterprise_action_auth_token.png)
@@ -57,37 +57,29 @@ Tools & Integrations is the central hub for connecting third‑party apps and ma
   uv add crewai-tools
   ```
 
-  ### Environment Variable Setup
-
-  <Note>
-    To use integrations with `Agent(apps=[])`, you must set the `CREWAI_PLATFORM_INTEGRATION_TOKEN` environment variable with your Enterprise Token.
-  </Note>
-
-  ```bash
-  export CREWAI_PLATFORM_INTEGRATION_TOKEN="your_enterprise_token"
-  ```
-
-  Or add it to your `.env` file:
-
-  ```
-  CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
-  ```
-
   ### Usage Example
 
   <Tip>
-    Use the new streamlined approach to integrate enterprise apps. Simply specify the app and its actions directly in the Agent configuration.
+    All services you have authenticated will be available as tools. Add `CrewaiEnterpriseTools` to your agent and you’re set.
   </Tip>
 
   ```python
   from crewai import Agent, Task, Crew
+  from crewai_tools import CrewaiEnterpriseTools
+
+  # Get enterprise tools (Gmail tool will be included)
+  enterprise_tools = CrewaiEnterpriseTools(
+      enterprise_token="your_enterprise_token"
+  )
+  # print the tools
+  print(enterprise_tools)
 
   # Create an agent with Gmail capabilities
   email_agent = Agent(
       role="Email Manager",
       goal="Manage and organize email communications",
       backstory="An AI assistant specialized in email management and communication.",
-      apps=['gmail', 'gmail/send_email']  # Using canonical name 'gmail'
+      tools=enterprise_tools
   )
 
   # Task to send an email
@@ -110,14 +102,21 @@ Tools & Integrations is the central hub for connecting third‑party apps and ma
   ### Filtering Tools
 
   ```python
-  from crewai import Agent, Task, Crew
+  from crewai_tools import CrewaiEnterpriseTools
+
+  enterprise_tools = CrewaiEnterpriseTools(
+      actions_list=["gmail_find_email"]  # only gmail_find_email tool will be available
+  )
+
+
+  gmail_tool = enterprise_tools["gmail_find_email"]
+
 
-  # Create agent with specific Gmail actions only
   gmail_agent = Agent(
       role="Gmail Manager",
       goal="Manage gmail communications and notifications",
       backstory="An AI assistant that helps coordinate gmail communications.",
-      apps=['gmail/fetch_emails']  # Using canonical name with specific action
+      tools=[gmail_tool]
   )
 
   notification_task = Task(

docs/en/enterprise/guides/automation-triggers.mdx

@@ -117,50 +117,27 @@ Before wiring a trigger into production, make sure you:
 - Decide whether to pass trigger context automatically using `allow_crewai_trigger_context`
 - Set up monitoring—webhook logs, CrewAI execution history, and optional external alerting
 
-### Testing Triggers Locally with CLI
+### Payload & Crew Examples Repository
 
-The CrewAI CLI provides powerful commands to help you develop and test trigger-driven automations without deploying to production.
+We maintain a comprehensive repository with end-to-end trigger examples to help you build and test your automations:
 
-#### List Available Triggers
+This repository contains:
 
-View all available triggers for your connected integrations:
+- **Realistic payload samples** for every supported trigger integration
+- **Ready-to-run crew implementations** that parse each payload and turn it into a business workflow
+- **Multiple scenarios per integration** (e.g., new events, updates, deletions) so you can match the shape of your data
 
-```bash
-crewai triggers list
-```
-
-This command displays all triggers available based on your connected integrations, showing:
-- Integration name and connection status
-- Available trigger types
-- Trigger names and descriptions
-
-#### Simulate Trigger Execution
-
-Test your crew with realistic trigger payloads before deployment:
-
-```bash
-crewai triggers run <trigger_name>
-```
-
-For example:
-
-```bash
-crewai triggers run microsoft_onedrive/file_changed
-```
-
-This command:
-- Executes your crew locally
-- Passes a complete, realistic trigger payload
-- Simulates exactly how your crew will be called in production
-
-<Warning>
-  **Important Development Notes:**
-  - Use `crewai triggers run <trigger>` to simulate trigger execution during development
-  - Using `crewai run` will NOT simulate trigger calls and won't pass the trigger payload
-  - After deployment, your crew will be executed with the actual trigger payload
-  - If your crew expects parameters that aren't in the trigger payload, execution may fail
-</Warning>
+| Integration | When it fires | Payload Samples | Crew Examples |
+| :-- | :-- | :-- | :-- |
+| Gmail | New messages, thread updates | [New alerts, thread updates](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/gmail) | [`new-email-crew.py`, `gmail-alert-crew.py`](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/gmail) |
+| Google Calendar | Event created / updated / started / ended / cancelled | [Event lifecycle payloads](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/google_calendar) | [`calendar-event-crew.py`, `calendar-meeting-crew.py`, `calendar-working-location-crew.py`](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/google_calendar) |
+| Google Drive | File created / updated / deleted | [File lifecycle payloads](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/google_drive) | [`drive-file-crew.py`, `drive-file-deletion-crew.py`](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/google_drive) |
+| Outlook | New email, calendar event removed | [Outlook payloads](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/outlook) | [`outlook-message-crew.py`, `outlook-event-removal-crew.py`](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/outlook) |
+| OneDrive | File operations (create, update, share, delete) | [OneDrive payloads](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/onedrive) | [`onedrive-file-crew.py`](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/onedrive) |
+| HubSpot | Record created / updated (contacts, companies, deals) | [HubSpot payloads](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/hubspot) | [`hubspot-company-crew.py`, `hubspot-contact-crew.py`, `hubspot-record-crew.py`](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/hubspot) |
+| Microsoft Teams | Chat thread created | [Teams chat payload](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/microsoft-teams) | [`teams-chat-created-crew.py`](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/microsoft-teams) |
 
+Use these samples to understand payload shape, copy the matching crew, and then replace the test payload with your live trigger data.
 
 ### Triggers with Crew
 
@@ -264,20 +241,15 @@ def delegate_to_crew(self, crewai_trigger_payload: dict = None):
 ## Troubleshooting
 
 **Trigger not firing:**
-- Verify the trigger is enabled in your deployment's Triggers tab
-- Check integration connection status under Tools & Integrations
-- Ensure all required environment variables are properly configured
+- Verify the trigger is enabled
+- Check integration connection status
 
 **Execution failures:**
 - Check the execution logs for error details
-- Use `crewai triggers run <trigger_name>` to test locally and see the exact payload structure
-- Verify your crew can handle the `crewai_trigger_payload` parameter
-- Ensure your crew doesn't expect parameters that aren't included in the trigger payload
-
-**Development issues:**
-- Always test with `crewai triggers run <trigger>` before deploying to see the complete payload
-- Remember that `crewai run` does NOT simulate trigger calls—use `crewai triggers run` instead
-- Use `crewai triggers list` to verify which triggers are available for your connected integrations
-- After deployment, your crew will receive the actual trigger payload, so test thoroughly locally first
+- If you are developing, make sure the inputs include the `crewai_trigger_payload` parameter with the correct payload
 
 Automation triggers transform your CrewAI deployments into responsive, event-driven systems that can seamlessly integrate with your existing business processes and tools.
+
+<Card title="CrewAI AMP Trigger Examples" href="https://github.com/crewAIInc/crewai-enterprise-trigger-examples" icon="github">
+    Check them out on GitHub!
+</Card>

docs/en/enterprise/guides/capture_telemetry_logs.mdx

@@ -1,35 +0,0 @@
----
-title: "Open Telemetry Logs"
-description: "Understand how to capture telemetry logs from your CrewAI AMP deployments"
-icon: "magnifying-glass-chart"
-mode: "wide"
----
-
-CrewAI AMP provides a powerful way to capture telemetry logs from your deployments. This allows you to monitor the performance of your agents and workflows, and to debug issues that may arise.
-
-## Prerequisites
-
-<CardGroup cols={2}>
-  <Card title="ENTERPRISE OTEL SETUP enabled" icon="users">
-    Your organization should have ENTERPRISE OTEL SETUP enabled
-  </Card>
-  <Card title="OTEL collector setup" icon="server">
-    Your organization should have an OTEL collector setup or a provider like Datadog log intake setup
-  </Card>
-</CardGroup>
-
-
-## How to capture telemetry logs
-
-1. Go to settings/organization tab
-2. Configure your OTEL collector setup
-3. Save
-
-
-
-Example to setup OTEL log collection capture to Datadog.
-
-
-<Frame>
-  ![Capture Telemetry Logs](/images/crewai-otel-export.png)
-</Frame>

docs/en/enterprise/guides/gmail-trigger.mdx

@@ -51,25 +51,16 @@ class GmailProcessingCrew:
         )
 ```
 
-The Gmail payload will be available via the standard context mechanisms.
+The Gmail payload will be available via the standard context mechanisms. See the payload samples repository for structure and fields.
 
-### Testing Locally
+### Sample payloads & crews
 
-Test your Gmail trigger integration locally using the CrewAI CLI:
+The [CrewAI AMP Trigger Examples repository](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/gmail) includes:
 
-```bash
-# View all available triggers
-crewai triggers list
+- `new-email-payload-1.json` / `new-email-payload-2.json` — production-style new message alerts with matching crews in `new-email-crew.py`
+- `thread-updated-sample-1.json` — follow-up messages on an existing thread, processed by `gmail-alert-crew.py`
 
-# Simulate a Gmail trigger with realistic payload
-crewai triggers run gmail/new_email
-```
-
-The `crewai triggers run` command will execute your crew with a complete Gmail payload, allowing you to test your parsing logic before deployment.
-
-<Warning>
-  Use `crewai triggers run gmail/new_email` (not `crewai run`) to simulate trigger execution during development. After deployment, your crew will automatically receive the trigger payload.
-</Warning>
+Use these samples to validate your parsing logic locally before wiring the trigger to your live Gmail accounts.
 
 ## Monitoring Executions
 
@@ -79,10 +70,16 @@ Track history and performance of triggered runs:
   <img src="/images/enterprise/list-executions.png" alt="List of executions triggered by automation" />
 </Frame>
 
+## Payload Reference
+
+See the sample payloads and field descriptions:
+
+<Card title="Gmail samples in Trigger Examples Repo" href="https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/gmail" icon="envelopes-bulk">
+    Gmail samples in Trigger Examples Repo
+</Card>
+
 ## Troubleshooting
 
 - Ensure Gmail is connected in Tools & Integrations
 - Verify the Gmail Trigger is enabled on the Triggers tab
-- Test locally with `crewai triggers run gmail/new_email` to see the exact payload structure
 - Check the execution logs and confirm the payload is passed as `crewai_trigger_payload`
-- Remember: use `crewai triggers run` (not `crewai run`) to simulate trigger execution

docs/en/enterprise/guides/google-calendar-trigger.mdx

@@ -39,23 +39,16 @@ print(result.raw)
 
 Use `crewai_trigger_payload` exactly as it is delivered by the trigger so the crew can extract the proper fields.
 
-## Testing Locally
+## Sample payloads & crews
 
-Test your Google Calendar trigger integration locally using the CrewAI CLI:
+The [Google Calendar examples](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/google_calendar) show how to handle multiple event types:
 
-```bash
-# View all available triggers
-crewai triggers list
+- `new-event.json` → standard event creation handled by `calendar-event-crew.py`
+- `event-updated.json` / `event-started.json` / `event-ended.json` → in-flight updates processed by `calendar-meeting-crew.py`
+- `event-canceled.json` → cancellation workflow that alerts attendees via `calendar-meeting-crew.py`
+- Working location events use `calendar-working-location-crew.py` to extract on-site schedules
 
-# Simulate a Google Calendar trigger with realistic payload
-crewai triggers run google_calendar/event_changed
-```
-
-The `crewai triggers run` command will execute your crew with a complete Calendar payload, allowing you to test your parsing logic before deployment.
-
-<Warning>
-  Use `crewai triggers run google_calendar/event_changed` (not `crewai run`) to simulate trigger execution during development. After deployment, your crew will automatically receive the trigger payload.
-</Warning>
+Each crew transforms raw event metadata (attendees, rooms, working locations) into the summaries your teams need.
 
 ## Monitoring Executions
 
@@ -68,7 +61,5 @@ The **Executions** list in the deployment dashboard tracks every triggered run a
 ## Troubleshooting
 
 - Ensure the correct Google account is connected and the trigger is enabled
-- Test locally with `crewai triggers run google_calendar/event_changed` to see the exact payload structure
 - Confirm your workflow handles all-day events (payloads use `start.date` and `end.date` instead of timestamps)
 - Check execution logs if reminders or attendee arrays are missing—calendar permissions can limit fields in the payload
-- Remember: use `crewai triggers run` (not `crewai run`) to simulate trigger execution

docs/en/enterprise/guides/google-drive-trigger.mdx

@@ -36,23 +36,15 @@ crew.kickoff({
 })
 ```
 
-## Testing Locally
+## Sample payloads & crews
 
-Test your Google Drive trigger integration locally using the CrewAI CLI:
+Explore the [Google Drive examples](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/google_drive) to cover different operations:
 
-```bash
-# View all available triggers
-crewai triggers list
+- `new-file.json` → new uploads processed by `drive-file-crew.py`
+- `updated-file.json` → file edits and metadata changes handled by `drive-file-crew.py`
+- `deleted-file.json` → deletion events routed through `drive-file-deletion-crew.py`
 
-# Simulate a Google Drive trigger with realistic payload
-crewai triggers run google_drive/file_changed
-```
-
-The `crewai triggers run` command will execute your crew with a complete Drive payload, allowing you to test your parsing logic before deployment.
-
-<Warning>
-  Use `crewai triggers run google_drive/file_changed` (not `crewai run`) to simulate trigger execution during development. After deployment, your crew will automatically receive the trigger payload.
-</Warning>
+Each crew highlights the file name, operation type, owner, permissions, and security considerations so downstream systems can respond appropriately.
 
 ## Monitoring Executions
 
@@ -65,7 +57,5 @@ Track history and performance of triggered runs with the **Executions** list in
 ## Troubleshooting
 
 - Verify Google Drive is connected and the trigger toggle is enabled
-- Test locally with `crewai triggers run google_drive/file_changed` to see the exact payload structure
 - If a payload is missing permission data, ensure the connected account has access to the file or folder
 - The trigger sends file IDs only; use the Drive API if you need to fetch binary content during the crew run
-- Remember: use `crewai triggers run` (not `crewai run`) to simulate trigger execution

docs/en/enterprise/guides/hubspot-trigger.mdx

@@ -49,4 +49,16 @@ This guide provides a step-by-step process to set up HubSpot triggers for CrewAI
     </Step>
 </Steps>
 
+## Additional Resources
+
+### Sample payloads & crews
+
+You can jump-start development with the [HubSpot examples in the trigger repository](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/hubspot):
+
+- `record-created-contact.json`, `record-updated-contact.json` → contact lifecycle events handled by `hubspot-contact-crew.py`
+- `record-created-company.json`, `record-updated-company.json` → company enrichment flows in `hubspot-company-crew.py`
+- `record-created-deals.json`, `record-updated-deals.json` → deal pipeline automation in `hubspot-record-crew.py`
+
+Each crew demonstrates how to parse HubSpot record fields, enrich context, and return structured insights.
+
 For more detailed information on available actions and customization options, refer to the [HubSpot Workflows Documentation](https://knowledge.hubspot.com/workflows/create-workflows).

docs/en/enterprise/guides/human-in-the-loop.mdx

@@ -40,28 +40,6 @@ Human-In-The-Loop (HITL) is a powerful approach that combines artificial intelli
         <Frame>
             <img src="/images/enterprise/crew-resume-endpoint.png" alt="Crew Resume Endpoint" />
         </Frame>
-
-        <Warning>
-            **Critical: Webhook URLs Must Be Provided Again**:
-            You **must** provide the same webhook URLs (`taskWebhookUrl`, `stepWebhookUrl`, `crewWebhookUrl`) in the resume call that you used in the kickoff call. Webhook configurations are **NOT** automatically carried over from kickoff - they must be explicitly included in the resume request to continue receiving notifications for task completion, agent steps, and crew completion.
-        </Warning>
-
-        Example resume call with webhooks:
-        ```bash
-        curl -X POST {BASE_URL}/resume \
-          -H "Authorization: Bearer YOUR_API_TOKEN" \
-          -H "Content-Type: application/json" \
-          -d '{
-            "execution_id": "abcd1234-5678-90ef-ghij-klmnopqrstuv",
-            "task_id": "research_task",
-            "human_feedback": "Great work! Please add more details.",
-            "is_approve": true,
-            "taskWebhookUrl": "https://your-server.com/webhooks/task",
-            "stepWebhookUrl": "https://your-server.com/webhooks/step",
-            "crewWebhookUrl": "https://your-server.com/webhooks/crew"
-          }'
-        ```
-
         <Warning>
             **Feedback Impact on Task Execution**:
             It's crucial to exercise care when providing feedback, as the entire feedback content will be incorporated as additional context for further task executions.
@@ -98,4 +76,4 @@ HITL workflows are particularly valuable for:
 - Complex decision-making scenarios
 - Sensitive or high-stakes operations
 - Creative tasks requiring human judgment
-- Compliance and regulatory reviews
+- Compliance and regulatory reviews 

docs/en/enterprise/guides/microsoft-teams-trigger.mdx

@@ -37,28 +37,16 @@ print(result.raw)
 
 The crew parses thread metadata (subject, created time, roster) and generates an action plan for the receiving team.
 
-## Testing Locally
+## Sample payloads & crews
 
-Test your Microsoft Teams trigger integration locally using the CrewAI CLI:
+The [Microsoft Teams examples](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/microsoft-teams) include:
 
-```bash
-# View all available triggers
-crewai triggers list
+- `chat-created.json` → chat creation payload processed by `teams-chat-created-crew.py`
 
-# Simulate a Microsoft Teams trigger with realistic payload
-crewai triggers run microsoft_teams/teams_message_created
-```
-
-The `crewai triggers run` command will execute your crew with a complete Teams payload, allowing you to test your parsing logic before deployment.
-
-<Warning>
-  Use `crewai triggers run microsoft_teams/teams_message_created` (not `crewai run`) to simulate trigger execution during development. After deployment, your crew will automatically receive the trigger payload.
-</Warning>
+The crew demonstrates how to extract participants, initial messages, tenant information, and compliance metadata from the Microsoft Graph webhook payload.
 
 ## Troubleshooting
 
 - Ensure the Teams connection is active; it must be refreshed if the tenant revokes permissions
-- Test locally with `crewai triggers run microsoft_teams/teams_message_created` to see the exact payload structure
 - Confirm the webhook subscription in Microsoft 365 is still valid if payloads stop arriving
 - Review execution logs for payload shape mismatches—Graph notifications may omit fields when a chat is private or restricted
-- Remember: use `crewai triggers run` (not `crewai run`) to simulate trigger execution

docs/en/enterprise/guides/onedrive-trigger.mdx

@@ -36,28 +36,18 @@ crew.kickoff({
 
 The crew inspects file metadata, user activity, and permission changes to produce a compliance-friendly summary.
 
-## Testing Locally
+## Sample payloads & crews
 
-Test your OneDrive trigger integration locally using the CrewAI CLI:
+The [OneDrive examples](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/onedrive) showcase how to:
 
-```bash
-# View all available triggers
-crewai triggers list
+- Parse file metadata, size, and folder paths
+- Track who created and last modified the file
+- Highlight permission and external sharing changes
 
-# Simulate a OneDrive trigger with realistic payload
-crewai triggers run microsoft_onedrive/file_changed
-```
-
-The `crewai triggers run` command will execute your crew with a complete OneDrive payload, allowing you to test your parsing logic before deployment.
-
-<Warning>
-  Use `crewai triggers run microsoft_onedrive/file_changed` (not `crewai run`) to simulate trigger execution during development. After deployment, your crew will automatically receive the trigger payload.
-</Warning>
+`onedrive-file-crew.py` bundles the analysis and summarization tasks so you can add remediation steps as needed.
 
 ## Troubleshooting
 
 - Ensure the connected account has permission to read the file metadata included in the webhook
-- Test locally with `crewai triggers run microsoft_onedrive/file_changed` to see the exact payload structure
 - If the trigger fires but the payload is missing `permissions`, confirm the site-level sharing settings allow Graph to return this field
 - For large tenants, filter notifications upstream so the crew only runs on relevant directories
-- Remember: use `crewai triggers run` (not `crewai run`) to simulate trigger execution

docs/en/enterprise/guides/outlook-trigger.mdx

@@ -36,28 +36,17 @@ crew.kickoff({
 
 The crew extracts sender details, subject, body preview, and attachments before generating a structured response.
 
-## Testing Locally
+## Sample payloads & crews
 
-Test your Outlook trigger integration locally using the CrewAI CLI:
+Review the [Outlook examples](https://github.com/crewAIInc/crewai-enterprise-trigger-examples/tree/main/outlook) for two common scenarios:
 
-```bash
-# View all available triggers
-crewai triggers list
+- `new-message.json` → new mail notifications parsed by `outlook-message-crew.py`
+- `event-removed.json` → calendar cleanup handled by `outlook-event-removal-crew.py`
 
-# Simulate an Outlook trigger with realistic payload
-crewai triggers run microsoft_outlook/email_received
-```
-
-The `crewai triggers run` command will execute your crew with a complete Outlook payload, allowing you to test your parsing logic before deployment.
-
-<Warning>
-  Use `crewai triggers run microsoft_outlook/email_received` (not `crewai run`) to simulate trigger execution during development. After deployment, your crew will automatically receive the trigger payload.
-</Warning>
+Each crew demonstrates how to handle Microsoft Graph payloads, normalize headers, and keep humans in-the-loop with concise summaries.
 
 ## Troubleshooting
 
 - Verify the Outlook connector is still authorized; the subscription must be renewed periodically
-- Test locally with `crewai triggers run microsoft_outlook/email_received` to see the exact payload structure
 - If attachments are missing, confirm the webhook subscription includes the `includeResourceData` flag
 - Review execution logs when events fail to match—cancellation payloads lack attendee lists by design and the crew should account for that
-- Remember: use `crewai triggers run` (not `crewai run`) to simulate trigger execution

docs/en/enterprise/integrations/asana.mdx

@@ -25,7 +25,7 @@ Before using the Asana integration, ensure you have:
 2. Find **Asana** in the Authentication Integrations section
 3. Click **Connect** and complete the OAuth flow
 4. Grant the necessary permissions for task and project management
-5. Copy your Enterprise Token from [Integration Settings](https://app.crewai.com/crewai_plus/settings/integrations)
+5. Copy your Enterprise Token from [Account Settings](https://app.crewai.com/crewai_plus/settings/account)
 
 ### 2. Install Required Package
 
@@ -33,26 +33,10 @@ Before using the Asana integration, ensure you have:
 uv add crewai-tools
 ```
 
-### 3. Environment Variable Setup
-
-<Note>
-  To use integrations with `Agent(apps=[])`, you must set the `CREWAI_PLATFORM_INTEGRATION_TOKEN` environment variable with your Enterprise Token.
-</Note>
-
-```bash
-export CREWAI_PLATFORM_INTEGRATION_TOKEN="your_enterprise_token"
-```
-
-Or add it to your `.env` file:
-
-```
-CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
-```
-
 ## Available Actions
 
 <AccordionGroup>
-  <Accordion title="asana/create_comment">
+  <Accordion title="ASANA_CREATE_COMMENT">
     **Description:** Create a comment in Asana.
 
     **Parameters:**
@@ -60,7 +44,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `text` (string, required): Text (example: "This is a comment.").
   </Accordion>
 
-  <Accordion title="asana/create_project">
+  <Accordion title="ASANA_CREATE_PROJECT">
     **Description:** Create a project in Asana.
 
     **Parameters:**
@@ -70,7 +54,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `notes` (string, optional): Notes (example: "These are things we need to purchase.").
   </Accordion>
 
-  <Accordion title="asana/get_projects">
+  <Accordion title="ASANA_GET_PROJECTS">
     **Description:** Get a list of projects in Asana.
 
     **Parameters:**
@@ -78,14 +62,14 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       - Options: `default`, `true`, `false`
   </Accordion>
 
-  <Accordion title="asana/get_project_by_id">
+  <Accordion title="ASANA_GET_PROJECT_BY_ID">
     **Description:** Get a project by ID in Asana.
 
     **Parameters:**
     - `projectFilterId` (string, required): Project ID.
   </Accordion>
 
-  <Accordion title="asana/create_task">
+  <Accordion title="ASANA_CREATE_TASK">
     **Description:** Create a task in Asana.
 
     **Parameters:**
@@ -99,7 +83,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `gid` (string, optional): External ID - An ID from your application to associate this task with. You can use this ID to sync updates to this task later.
   </Accordion>
 
-  <Accordion title="asana/update_task">
+  <Accordion title="ASANA_UPDATE_TASK">
     **Description:** Update a task in Asana.
 
     **Parameters:**
@@ -114,7 +98,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `gid` (string, optional): External ID - An ID from your application to associate this task with. You can use this ID to sync updates to this task later.
   </Accordion>
 
-  <Accordion title="asana/get_tasks">
+  <Accordion title="ASANA_GET_TASKS">
     **Description:** Get a list of tasks in Asana.
 
     **Parameters:**
@@ -124,21 +108,21 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `completedSince` (string, optional): Completed since - Only return tasks that are either incomplete or that have been completed since this time (ISO or Unix timestamp). (example: "2014-04-25T16:15:47-04:00").
   </Accordion>
 
-  <Accordion title="asana/get_tasks_by_id">
+  <Accordion title="ASANA_GET_TASKS_BY_ID">
     **Description:** Get a list of tasks by ID in Asana.
 
     **Parameters:**
     - `taskId` (string, required): Task ID.
   </Accordion>
 
-  <Accordion title="asana/get_task_by_external_id">
+  <Accordion title="ASANA_GET_TASK_BY_EXTERNAL_ID">
     **Description:** Get a task by external ID in Asana.
 
     **Parameters:**
     - `gid` (string, required): External ID - The ID that this task is associated or synced with, from your application.
   </Accordion>
 
-  <Accordion title="asana/add_task_to_section">
+  <Accordion title="ASANA_ADD_TASK_TO_SECTION">
     **Description:** Add a task to a section in Asana.
 
     **Parameters:**
@@ -148,14 +132,14 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `afterTaskId` (string, optional): After Task ID - The ID of a task in this section that this task will be inserted after. Cannot be used with Before Task ID. (example: "1204619611402340").
   </Accordion>
 
-  <Accordion title="asana/get_teams">
+  <Accordion title="ASANA_GET_TEAMS">
     **Description:** Get a list of teams in Asana.
 
     **Parameters:**
     - `workspace` (string, required): Workspace - Returns the teams in this workspace visible to the authorized user.
   </Accordion>
 
-  <Accordion title="asana/get_workspaces">
+  <Accordion title="ASANA_GET_WORKSPACES">
     **Description:** Get a list of workspaces in Asana.
 
     **Parameters:** None required.
@@ -168,13 +152,19 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+# Get enterprise tools (Asana tools will be included)
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 # Create an agent with Asana capabilities
 asana_agent = Agent(
     role="Project Manager",
     goal="Manage tasks and projects in Asana efficiently",
     backstory="An AI assistant specialized in project management and task coordination.",
-    apps=['asana']  # All Asana actions will be available
+    tools=[enterprise_tools]
 )
 
 # Task to create a new project
@@ -196,18 +186,19 @@ crew.kickoff()
 ### Filtering Specific Asana Tools
 
 ```python
-from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+# Get only specific Asana tools
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token",
+    actions_list=["asana_create_task", "asana_update_task", "asana_get_tasks"]
+)
 
-# Create agent with specific Asana actions only
 task_manager_agent = Agent(
     role="Task Manager",
     goal="Create and manage tasks efficiently",
     backstory="An AI assistant that focuses on task creation and management.",
-    apps=[
-        'asana/create_task',
-        'asana/update_task',
-        'asana/get_tasks'
-    ]  # Specific Asana actions
+    tools=enterprise_tools
 )
 
 # Task to create and assign a task
@@ -229,12 +220,17 @@ crew.kickoff()
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 project_coordinator = Agent(
     role="Project Coordinator",
     goal="Coordinate project activities and track progress",
     backstory="An experienced project coordinator who ensures projects run smoothly.",
-    apps=['asana']
+    tools=[enterprise_tools]
 )
 
 # Complex task involving multiple Asana operations

docs/en/enterprise/integrations/box.mdx

@@ -25,7 +25,7 @@ Before using the Box integration, ensure you have:
 2. Find **Box** in the Authentication Integrations section
 3. Click **Connect** and complete the OAuth flow
 4. Grant the necessary permissions for file and folder management
-5. Copy your Enterprise Token from [Integration Settings](https://app.crewai.com/crewai_plus/settings/integrations)
+5. Copy your Enterprise Token from [Account Settings](https://app.crewai.com/crewai_plus/settings/account)
 
 ### 2. Install Required Package
 
@@ -33,26 +33,10 @@ Before using the Box integration, ensure you have:
 uv add crewai-tools
 ```
 
-### 3. Environment Variable Setup
-
-<Note>
-  To use integrations with `Agent(apps=[])`, you must set the `CREWAI_PLATFORM_INTEGRATION_TOKEN` environment variable with your Enterprise Token.
-</Note>
-
-```bash
-export CREWAI_PLATFORM_INTEGRATION_TOKEN="your_enterprise_token"
-```
-
-Or add it to your `.env` file:
-
-```
-CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
-```
-
 ## Available Actions
 
 <AccordionGroup>
-  <Accordion title="box/save_file">
+  <Accordion title="BOX_SAVE_FILE">
     **Description:** Save a file from URL in Box.
 
     **Parameters:**
@@ -68,7 +52,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `file` (string, required): File URL - Files must be smaller than 50MB in size. (example: "https://picsum.photos/200/300").
   </Accordion>
 
-  <Accordion title="box/save_file_from_object">
+  <Accordion title="BOX_SAVE_FILE_FROM_OBJECT">
     **Description:** Save a file in Box.
 
     **Parameters:**
@@ -77,14 +61,14 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `folder` (string, optional): Folder - Use Connect Portal Workflow Settings to allow users to select the File's Folder destination. Defaults to the user's root folder if left blank.
   </Accordion>
 
-  <Accordion title="box/get_file_by_id">
+  <Accordion title="BOX_GET_FILE_BY_ID">
     **Description:** Get a file by ID in Box.
 
     **Parameters:**
     - `fileId` (string, required): File ID - The unique identifier that represents a file. (example: "12345").
   </Accordion>
 
-  <Accordion title="box/list_files">
+  <Accordion title="BOX_LIST_FILES">
     **Description:** List files in Box.
 
     **Parameters:**
@@ -109,7 +93,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       ```
   </Accordion>
 
-  <Accordion title="box/create_folder">
+  <Accordion title="BOX_CREATE_FOLDER">
     **Description:** Create a folder in Box.
 
     **Parameters:**
@@ -122,7 +106,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       ```
   </Accordion>
 
-  <Accordion title="box/move_folder">
+  <Accordion title="BOX_MOVE_FOLDER">
     **Description:** Move a folder in Box.
 
     **Parameters:**
@@ -136,14 +120,14 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       ```
   </Accordion>
 
-  <Accordion title="box/get_folder_by_id">
+  <Accordion title="BOX_GET_FOLDER_BY_ID">
     **Description:** Get a folder by ID in Box.
 
     **Parameters:**
     - `folderId` (string, required): Folder ID - The unique identifier that represents a folder. (example: "0").
   </Accordion>
 
-  <Accordion title="box/search_folders">
+  <Accordion title="BOX_SEARCH_FOLDERS">
     **Description:** Search folders in Box.
 
     **Parameters:**
@@ -168,7 +152,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       ```
   </Accordion>
 
-  <Accordion title="box/delete_folder">
+  <Accordion title="BOX_DELETE_FOLDER">
     **Description:** Delete a folder in Box.
 
     **Parameters:**
@@ -183,14 +167,19 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
 
 ```python
 from crewai import Agent, Task, Crew
-from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+# Get enterprise tools (Box tools will be included)
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 # Create an agent with Box capabilities
 box_agent = Agent(
     role="Document Manager",
     goal="Manage files and folders in Box efficiently",
     backstory="An AI assistant specialized in document management and file organization.",
-    apps=['box']  # All Box actions will be available
+    tools=[enterprise_tools]
 )
 
 # Task to create a folder structure
@@ -212,14 +201,19 @@ crew.kickoff()
 ### Filtering Specific Box Tools
 
 ```python
-from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+# Get only specific Box tools
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token",
+    actions_list=["box_create_folder", "box_save_file", "box_list_files"]
+)
 
-# Create agent with specific Box actions only
 file_organizer_agent = Agent(
     role="File Organizer",
     goal="Organize and manage file storage efficiently",
     backstory="An AI assistant that focuses on file organization and storage management.",
-    apps=['box/create_folder', 'box/save_file', 'box/list_files']  # Specific Box actions
+    tools=enterprise_tools
 )
 
 # Task to organize files
@@ -241,12 +235,17 @@ crew.kickoff()
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 file_manager = Agent(
     role="File Manager",
     goal="Maintain organized file structure and manage document lifecycle",
     backstory="An experienced file manager who ensures documents are properly organized and accessible.",
-    apps=['box']
+    tools=[enterprise_tools]
 )
 
 # Complex task involving multiple Box operations

docs/en/enterprise/integrations/clickup.mdx

@@ -25,7 +25,7 @@ Before using the ClickUp integration, ensure you have:
 2. Find **ClickUp** in the Authentication Integrations section
 3. Click **Connect** and complete the OAuth flow
 4. Grant the necessary permissions for task and project management
-5. Copy your Enterprise Token from [Integration Settings](https://app.crewai.com/crewai_plus/settings/integrations)
+5. Copy your Enterprise Token from [Account Settings](https://app.crewai.com/crewai_plus/settings/account)
 
 ### 2. Install Required Package
 
@@ -33,26 +33,10 @@ Before using the ClickUp integration, ensure you have:
 uv add crewai-tools
 ```
 
-### 3. Environment Variable Setup
-
-<Note>
-  To use integrations with `Agent(apps=[])`, you must set the `CREWAI_PLATFORM_INTEGRATION_TOKEN` environment variable with your Enterprise Token.
-</Note>
-
-```bash
-export CREWAI_PLATFORM_INTEGRATION_TOKEN="your_enterprise_token"
-```
-
-Or add it to your `.env` file:
-
-```
-CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
-```
-
 ## Available Actions
 
 <AccordionGroup>
-  <Accordion title="clickup/search_tasks">
+  <Accordion title="CLICKUP_SEARCH_TASKS">
     **Description:** Search for tasks in ClickUp using advanced filters.
 
     **Parameters:**
@@ -77,7 +61,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       Available fields: `space_ids%5B%5D`, `project_ids%5B%5D`, `list_ids%5B%5D`, `statuses%5B%5D`, `include_closed`, `assignees%5B%5D`, `tags%5B%5D`, `due_date_gt`, `due_date_lt`, `date_created_gt`, `date_created_lt`, `date_updated_gt`, `date_updated_lt`
   </Accordion>
 
-  <Accordion title="clickup/get_task_in_list">
+  <Accordion title="CLICKUP_GET_TASK_IN_LIST">
     **Description:** Get tasks in a specific list in ClickUp.
 
     **Parameters:**
@@ -85,7 +69,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `taskFilterFormula` (string, optional): Search for tasks that match specified filters. For example: name=task1.
   </Accordion>
 
-  <Accordion title="clickup/create_task">
+  <Accordion title="CLICKUP_CREATE_TASK">
     **Description:** Create a task in ClickUp.
 
     **Parameters:**
@@ -98,7 +82,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `additionalFields` (string, optional): Additional Fields - Specify additional fields to include on this task as JSON.
   </Accordion>
 
-  <Accordion title="clickup/update_task">
+  <Accordion title="CLICKUP_UPDATE_TASK">
     **Description:** Update a task in ClickUp.
 
     **Parameters:**
@@ -112,49 +96,49 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `additionalFields` (string, optional): Additional Fields - Specify additional fields to include on this task as JSON.
   </Accordion>
 
-  <Accordion title="clickup/delete_task">
+  <Accordion title="CLICKUP_DELETE_TASK">
     **Description:** Delete a task in ClickUp.
 
     **Parameters:**
     - `taskId` (string, required): Task ID - The ID of the task to delete.
   </Accordion>
 
-  <Accordion title="clickup/get_list">
+  <Accordion title="CLICKUP_GET_LIST">
     **Description:** Get List information in ClickUp.
 
     **Parameters:**
     - `spaceId` (string, required): Space ID - The ID of the space containing the lists.
   </Accordion>
 
-  <Accordion title="clickup/get_custom_fields_in_list">
+  <Accordion title="CLICKUP_GET_CUSTOM_FIELDS_IN_LIST">
     **Description:** Get Custom Fields in a List in ClickUp.
 
     **Parameters:**
     - `listId` (string, required): List ID - The ID of the list to get custom fields from.
   </Accordion>
 
-  <Accordion title="clickup/get_all_fields_in_list">
+  <Accordion title="CLICKUP_GET_ALL_FIELDS_IN_LIST">
     **Description:** Get All Fields in a List in ClickUp.
 
     **Parameters:**
     - `listId` (string, required): List ID - The ID of the list to get all fields from.
   </Accordion>
 
-  <Accordion title="clickup/get_space">
+  <Accordion title="CLICKUP_GET_SPACE">
     **Description:** Get Space information in ClickUp.
 
     **Parameters:**
     - `spaceId` (string, optional): Space ID - The ID of the space to retrieve.
   </Accordion>
 
-  <Accordion title="clickup/get_folders">
+  <Accordion title="CLICKUP_GET_FOLDERS">
     **Description:** Get Folders in ClickUp.
 
     **Parameters:**
     - `spaceId` (string, required): Space ID - The ID of the space containing the folders.
   </Accordion>
 
-  <Accordion title="clickup/get_member">
+  <Accordion title="CLICKUP_GET_MEMBER">
     **Description:** Get Member information in ClickUp.
 
     **Parameters:** None required.
@@ -167,14 +151,19 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
 
 ```python
 from crewai import Agent, Task, Crew
-from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
 
-# Create an agent with Clickup capabilities
+# Get enterprise tools (ClickUp tools will be included)
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
+
+# Create an agent with ClickUp capabilities
 clickup_agent = Agent(
     role="Task Manager",
     goal="Manage tasks and projects in ClickUp efficiently",
     backstory="An AI assistant specialized in task management and productivity coordination.",
-    apps=['clickup']  # All Clickup actions will be available
+    tools=[enterprise_tools]
 )
 
 # Task to create a new task
@@ -196,12 +185,19 @@ crew.kickoff()
 ### Filtering Specific ClickUp Tools
 
 ```python
+from crewai_tools import CrewaiEnterpriseTools
+
+# Get only specific ClickUp tools
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token",
+    actions_list=["clickup_create_task", "clickup_update_task", "clickup_search_tasks"]
+)
 
 task_coordinator = Agent(
     role="Task Coordinator",
     goal="Create and manage tasks efficiently",
     backstory="An AI assistant that focuses on task creation and status management.",
-    apps=['clickup/create_task']
+    tools=enterprise_tools
 )
 
 # Task to manage task workflow
@@ -223,12 +219,17 @@ crew.kickoff()
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 project_manager = Agent(
     role="Project Manager",
     goal="Coordinate project activities and track team productivity",
     backstory="An experienced project manager who ensures projects are delivered on time.",
-    apps=['clickup']
+    tools=[enterprise_tools]
 )
 
 # Complex task involving multiple ClickUp operations
@@ -255,12 +256,17 @@ crew.kickoff()
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 task_analyst = Agent(
     role="Task Analyst",
     goal="Analyze task patterns and optimize team productivity",
     backstory="An AI assistant that analyzes task data to improve team efficiency.",
-    apps=['clickup']
+    tools=[enterprise_tools]
 )
 
 # Task to analyze and optimize task distribution

docs/en/enterprise/integrations/github.mdx

@@ -25,7 +25,7 @@ Before using the GitHub integration, ensure you have:
 2. Find **GitHub** in the Authentication Integrations section
 3. Click **Connect** and complete the OAuth flow
 4. Grant the necessary permissions for repository and issue management
-5. Copy your Enterprise Token from [Integration Settings](https://app.crewai.com/crewai_plus/settings/integrations)
+5. Copy your Enterprise Token from [Account Settings](https://app.crewai.com/crewai_plus/settings/account)
 
 ### 2. Install Required Package
 
@@ -33,26 +33,10 @@ Before using the GitHub integration, ensure you have:
 uv add crewai-tools
 ```
 
-### 3. Environment Variable Setup
-
-<Note>
-  To use integrations with `Agent(apps=[])`, you must set the `CREWAI_PLATFORM_INTEGRATION_TOKEN` environment variable with your Enterprise Token.
-</Note>
-
-```bash
-export CREWAI_PLATFORM_INTEGRATION_TOKEN="your_enterprise_token"
-```
-
-Or add it to your `.env` file:
-
-```
-CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
-```
-
 ## Available Actions
 
 <AccordionGroup>
-  <Accordion title="github/create_issue">
+  <Accordion title="GITHUB_CREATE_ISSUE">
     **Description:** Create an issue in GitHub.
 
     **Parameters:**
@@ -63,7 +47,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `assignees` (string, optional): Assignees - Specify the assignee(s)' GitHub login as an array of strings for this issue. (example: `["octocat"]`).
   </Accordion>
 
-  <Accordion title="github/update_issue">
+  <Accordion title="GITHUB_UPDATE_ISSUE">
     **Description:** Update an issue in GitHub.
 
     **Parameters:**
@@ -77,7 +61,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       - Options: `open`, `closed`
   </Accordion>
 
-  <Accordion title="github/get_issue_by_number">
+  <Accordion title="GITHUB_GET_ISSUE_BY_NUMBER">
     **Description:** Get an issue by number in GitHub.
 
     **Parameters:**
@@ -86,7 +70,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `issue_number` (string, required): Issue Number - Specify the number of the issue to fetch.
   </Accordion>
 
-  <Accordion title="github/lock_issue">
+  <Accordion title="GITHUB_LOCK_ISSUE">
     **Description:** Lock an issue in GitHub.
 
     **Parameters:**
@@ -97,7 +81,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       - Options: `off-topic`, `too heated`, `resolved`, `spam`
   </Accordion>
 
-  <Accordion title="github/search_issue">
+  <Accordion title="GITHUB_SEARCH_ISSUE">
     **Description:** Search for issues in GitHub.
 
     **Parameters:**
@@ -124,7 +108,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       Available fields: `assignee`, `creator`, `mentioned`, `labels`
   </Accordion>
 
-  <Accordion title="github/create_release">
+  <Accordion title="GITHUB_CREATE_RELEASE">
     **Description:** Create a release in GitHub.
 
     **Parameters:**
@@ -142,7 +126,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       - Options: `true`, `false`
   </Accordion>
 
-  <Accordion title="github/update_release">
+  <Accordion title="GITHUB_UPDATE_RELEASE">
     **Description:** Update a release in GitHub.
 
     **Parameters:**
@@ -161,7 +145,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       - Options: `true`, `false`
   </Accordion>
 
-  <Accordion title="github/get_release_by_id">
+  <Accordion title="GITHUB_GET_RELEASE_BY_ID">
     **Description:** Get a release by ID in GitHub.
 
     **Parameters:**
@@ -170,7 +154,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `id` (string, required): Release ID - Specify the release ID of the release to fetch.
   </Accordion>
 
-  <Accordion title="github/get_release_by_tag_name">
+  <Accordion title="GITHUB_GET_RELEASE_BY_TAG_NAME">
     **Description:** Get a release by tag name in GitHub.
 
     **Parameters:**
@@ -179,7 +163,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `tag_name` (string, required): Name - Specify the tag of the release to fetch. (example: "v1.0.0").
   </Accordion>
 
-  <Accordion title="github/delete_release">
+  <Accordion title="GITHUB_DELETE_RELEASE">
     **Description:** Delete a release in GitHub.
 
     **Parameters:**
@@ -195,14 +179,19 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
 
 ```python
 from crewai import Agent, Task, Crew
-from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
 
-# Create an agent with Github capabilities
+# Get enterprise tools (GitHub tools will be included)
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
+
+# Create an agent with GitHub capabilities
 github_agent = Agent(
     role="Repository Manager",
     goal="Manage GitHub repositories, issues, and releases efficiently",
     backstory="An AI assistant specialized in repository management and issue tracking.",
-    apps=['github']  # All Github actions will be available
+    tools=[enterprise_tools]
 )
 
 # Task to create a new issue
@@ -224,12 +213,19 @@ crew.kickoff()
 ### Filtering Specific GitHub Tools
 
 ```python
+from crewai_tools import CrewaiEnterpriseTools
+
+# Get only specific GitHub tools
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token",
+    actions_list=["github_create_issue", "github_update_issue", "github_search_issue"]
+)
 
 issue_manager = Agent(
     role="Issue Manager",
     goal="Create and manage GitHub issues efficiently",
     backstory="An AI assistant that focuses on issue tracking and management.",
-    apps=['github/create_issue']
+    tools=enterprise_tools
 )
 
 # Task to manage issue workflow
@@ -251,12 +247,17 @@ crew.kickoff()
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 release_manager = Agent(
     role="Release Manager",
     goal="Manage software releases and versioning",
     backstory="An experienced release manager who handles version control and release processes.",
-    apps=['github']
+    tools=[enterprise_tools]
 )
 
 # Task to create a new release
@@ -283,12 +284,17 @@ crew.kickoff()
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 project_coordinator = Agent(
     role="Project Coordinator",
     goal="Track and coordinate project issues and development progress",
     backstory="An AI assistant that helps coordinate development work and track project progress.",
-    apps=['github']
+    tools=[enterprise_tools]
 )
 
 # Complex task involving multiple GitHub operations

docs/en/enterprise/integrations/gmail.mdx

@@ -25,7 +25,7 @@ Before using the Gmail integration, ensure you have:
 2. Find **Gmail** in the Authentication Integrations section
 3. Click **Connect** and complete the OAuth flow
 4. Grant the necessary permissions for email and contact management
-5. Copy your Enterprise Token from [Integration Settings](https://app.crewai.com/crewai_plus/settings/integrations)
+5. Copy your Enterprise Token from [Account Settings](https://app.crewai.com/crewai_plus/settings/account)
 
 ### 2. Install Required Package
 
@@ -33,122 +33,141 @@ Before using the Gmail integration, ensure you have:
 uv add crewai-tools
 ```
 
-### 3. Environment Variable Setup
-
-<Note>
-  To use integrations with `Agent(apps=[])`, you must set the `CREWAI_PLATFORM_INTEGRATION_TOKEN` environment variable with your Enterprise Token.
-</Note>
-
-```bash
-export CREWAI_PLATFORM_INTEGRATION_TOKEN="your_enterprise_token"
-```
-
-Or add it to your `.env` file:
-
-```
-CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
-```
-
 ## Available Actions
 
 <AccordionGroup>
-  <Accordion title="gmail/fetch_emails">
-    **Description:** Retrieve a list of messages.
+  <Accordion title="GMAIL_SEND_EMAIL">
+    **Description:** Send an email in Gmail.
 
     **Parameters:**
-    - `userId` (string, required): The user's email address or 'me' for the authenticated user. (default: "me")
-    - `q` (string, optional): Search query to filter messages (e.g., 'from:someone@example.com is:unread').
-    - `maxResults` (integer, optional): Maximum number of messages to return (1-500). (default: 100)
-    - `pageToken` (string, optional): Page token to retrieve a specific page of results.
-    - `labelIds` (array, optional): Only return messages with labels that match all of the specified label IDs.
-    - `includeSpamTrash` (boolean, optional): Include messages from SPAM and TRASH in the results. (default: false)
+    - `toRecipients` (array, required): To - Specify the recipients as either a single string or a JSON array.
+      ```json
+      [
+        "recipient1@domain.com",
+        "recipient2@domain.com"
+      ]
+      ```
+    - `from` (string, required): From - Specify the email of the sender.
+    - `subject` (string, required): Subject - Specify the subject of the message.
+    - `messageContent` (string, required): Message Content - Specify the content of the email message as plain text or HTML.
+    - `attachments` (string, optional): Attachments - Accepts either a single file object or a JSON array of file objects.
+    - `additionalHeaders` (object, optional): Additional Headers - Specify any additional header fields here.
+      ```json
+      {
+        "reply-to": "Sender Name <sender@domain.com>"
+      }
+      ```
   </Accordion>
 
-  <Accordion title="gmail/send_email">
-    **Description:** Send an email.
+  <Accordion title="GMAIL_GET_EMAIL_BY_ID">
+    **Description:** Get an email by ID in Gmail.
 
     **Parameters:**
-    - `to` (string, required): Recipient email address.
-    - `subject` (string, required): Email subject line.
-    - `body` (string, required): Email message content.
-    - `userId` (string, optional): The user's email address or 'me' for the authenticated user. (default: "me")
-    - `cc` (string, optional): CC email addresses (comma-separated).
-    - `bcc` (string, optional): BCC email addresses (comma-separated).
-    - `from` (string, optional): Sender email address (if different from authenticated user).
-    - `replyTo` (string, optional): Reply-to email address.
-    - `threadId` (string, optional): Thread ID if replying to an existing conversation.
+    - `userId` (string, required): User ID - Specify the user's email address. (example: "user@domain.com").
+    - `messageId` (string, required): Message ID - Specify the ID of the message to retrieve.
   </Accordion>
 
-  <Accordion title="gmail/delete_email">
-    **Description:** Delete an email by ID.
+  <Accordion title="GMAIL_SEARCH_FOR_EMAIL">
+    **Description:** Search for emails in Gmail using advanced filters.
 
     **Parameters:**
-    - `userId` (string, required): The user's email address or 'me' for the authenticated user.
-    - `id` (string, required): The ID of the message to delete.
+    - `emailFilterFormula` (object, optional): A filter in disjunctive normal form - OR of AND groups of single conditions.
+      ```json
+      {
+        "operator": "OR",
+        "conditions": [
+          {
+            "operator": "AND",
+            "conditions": [
+              {
+                "field": "from",
+                "operator": "$stringContains",
+                "value": "example@domain.com"
+              }
+            ]
+          }
+        ]
+      }
+      ```
+      Available fields: `from`, `to`, `date`, `label`, `subject`, `cc`, `bcc`, `category`, `deliveredto:`, `size`, `filename`, `older_than`, `newer_than`, `list`, `is:important`, `is:unread`, `is:snoozed`, `is:starred`, `is:read`, `has:drive`, `has:document`, `has:spreadsheet`, `has:presentation`, `has:attachment`, `has:youtube`, `has:userlabels`
+    - `paginationParameters` (object, optional): Pagination Parameters.
+      ```json
+      {
+        "pageCursor": "page_cursor_string"
+      }
+      ```
   </Accordion>
 
-  <Accordion title="gmail/create_draft">
-    **Description:** Create a new draft email.
+  <Accordion title="GMAIL_DELETE_EMAIL">
+    **Description:** Delete an email in Gmail.
 
     **Parameters:**
-    - `userId` (string, required): The user's email address or 'me' for the authenticated user.
-    - `message` (object, required): Message object containing the draft content.
-      - `raw` (string, required): Base64url encoded email message.
+    - `userId` (string, required): User ID - Specify the user's email address. (example: "user@domain.com").
+    - `messageId` (string, required): Message ID - Specify the ID of the message to trash.
   </Accordion>
 
-  <Accordion title="gmail/get_message">
-    **Description:** Retrieve a specific message by ID.
+  <Accordion title="GMAIL_CREATE_A_CONTACT">
+    **Description:** Create a contact in Gmail.
 
     **Parameters:**
-    - `userId` (string, required): The user's email address or 'me' for the authenticated user. (default: "me")
-    - `id` (string, required): The ID of the message to retrieve.
-    - `format` (string, optional): The format to return the message in. Options: "full", "metadata", "minimal", "raw". (default: "full")
-    - `metadataHeaders` (array, optional): When given and format is METADATA, only include headers specified.
+    - `givenName` (string, required): Given Name - Specify the Given Name of the Contact to create. (example: "John").
+    - `familyName` (string, required): Family Name - Specify the Family Name of the Contact to create. (example: "Doe").
+    - `email` (string, required): Email - Specify the Email Address of the Contact to create.
+    - `additionalFields` (object, optional): Additional Fields - Additional contact information.
+      ```json
+      {
+        "addresses": [
+          {
+            "streetAddress": "1000 North St.",
+            "city": "Los Angeles"
+          }
+        ]
+      }
+      ```
   </Accordion>
 
-  <Accordion title="gmail/get_attachment">
-    **Description:** Retrieve a message attachment.
+  <Accordion title="GMAIL_GET_CONTACT_BY_RESOURCE_NAME">
+    **Description:** Get a contact by resource name in Gmail.
 
     **Parameters:**
-    - `userId` (string, required): The user's email address or 'me' for the authenticated user. (default: "me")
-    - `messageId` (string, required): The ID of the message containing the attachment.
-    - `id` (string, required): The ID of the attachment to retrieve.
+    - `resourceName` (string, required): Resource Name - Specify the resource name of the contact to fetch.
   </Accordion>
 
-  <Accordion title="gmail/fetch_thread">
-    **Description:** Retrieve a specific email thread by ID.
+  <Accordion title="GMAIL_SEARCH_FOR_CONTACT">
+    **Description:** Search for a contact in Gmail.
 
     **Parameters:**
-    - `userId` (string, required): The user's email address or 'me' for the authenticated user. (default: "me")
-    - `id` (string, required): The ID of the thread to retrieve.
-    - `format` (string, optional): The format to return the messages in. Options: "full", "metadata", "minimal". (default: "full")
-    - `metadataHeaders` (array, optional): When given and format is METADATA, only include headers specified.
+    - `searchTerm` (string, required): Term - Specify a search term to search for near or exact matches on the names, nickNames, emailAddresses, phoneNumbers, or organizations Contact properties.
   </Accordion>
 
-  <Accordion title="gmail/modify_thread">
-    **Description:** Modify the labels applied to a thread.
+  <Accordion title="GMAIL_DELETE_CONTACT">
+    **Description:** Delete a contact in Gmail.
 
     **Parameters:**
-    - `userId` (string, required): The user's email address or 'me' for the authenticated user. (default: "me")
-    - `id` (string, required): The ID of the thread to modify.
-    - `addLabelIds` (array, optional): A list of IDs of labels to add to this thread.
-    - `removeLabelIds` (array, optional): A list of IDs of labels to remove from this thread.
+    - `resourceName` (string, required): Resource Name - Specify the resource name of the contact to delete.
   </Accordion>
 
-  <Accordion title="gmail/trash_thread">
-    **Description:** Move a thread to the trash.
+  <Accordion title="GMAIL_CREATE_DRAFT">
+    **Description:** Create a draft in Gmail.
 
     **Parameters:**
-    - `userId` (string, required): The user's email address or 'me' for the authenticated user. (default: "me")
-    - `id` (string, required): The ID of the thread to trash.
-  </Accordion>
-
-  <Accordion title="gmail/untrash_thread">
-    **Description:** Remove a thread from the trash.
-
-    **Parameters:**
-    - `userId` (string, required): The user's email address or 'me' for the authenticated user. (default: "me")
-    - `id` (string, required): The ID of the thread to untrash.
+    - `toRecipients` (array, optional): To - Specify the recipients as either a single string or a JSON array.
+      ```json
+      [
+        "recipient1@domain.com",
+        "recipient2@domain.com"
+      ]
+      ```
+    - `from` (string, optional): From - Specify the email of the sender.
+    - `subject` (string, optional): Subject - Specify the subject of the message.
+    - `messageContent` (string, optional): Message Content - Specify the content of the email message as plain text or HTML.
+    - `attachments` (string, optional): Attachments - Accepts either a single file object or a JSON array of file objects.
+    - `additionalHeaders` (object, optional): Additional Headers - Specify any additional header fields here.
+      ```json
+      {
+        "reply-to": "Sender Name <sender@domain.com>"
+      }
+      ```
   </Accordion>
 </AccordionGroup>
 
@@ -158,13 +177,19 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+# Get enterprise tools (Gmail tools will be included)
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 # Create an agent with Gmail capabilities
 gmail_agent = Agent(
     role="Email Manager",
-    goal="Manage email communications and messages efficiently",
+    goal="Manage email communications and contacts efficiently",
     backstory="An AI assistant specialized in email management and communication.",
-    apps=['gmail']  # All Gmail actions will be available
+    tools=[enterprise_tools]
 )
 
 # Task to send a follow-up email
@@ -186,18 +211,19 @@ crew.kickoff()
 ### Filtering Specific Gmail Tools
 
 ```python
-from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+# Get only specific Gmail tools
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token",
+    actions_list=["gmail_send_email", "gmail_search_for_email", "gmail_create_draft"]
+)
 
-# Create agent with specific Gmail actions only
 email_coordinator = Agent(
     role="Email Coordinator",
     goal="Coordinate email communications and manage drafts",
     backstory="An AI assistant that focuses on email coordination and draft management.",
-    apps=[
-        'gmail/send_email',
-        'gmail/fetch_emails',
-        'gmail/create_draft'
-    ]
+    tools=enterprise_tools
 )
 
 # Task to prepare and send emails
@@ -215,17 +241,57 @@ crew = Crew(
 crew.kickoff()
 ```
 
+### Contact Management
+
+```python
+from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
+
+contact_manager = Agent(
+    role="Contact Manager",
+    goal="Manage and organize email contacts efficiently",
+    backstory="An experienced contact manager who maintains organized contact databases.",
+    tools=[enterprise_tools]
+)
+
+# Task to manage contacts
+contact_task = Task(
+    description="""
+    1. Search for contacts from the 'example.com' domain
+    2. Create new contacts for recent email senders not in the contact list
+    3. Update contact information with recent interaction data
+    """,
+    agent=contact_manager,
+    expected_output="Contact database updated with new contacts and recent interactions"
+)
+
+crew = Crew(
+    agents=[contact_manager],
+    tasks=[contact_task]
+)
+
+crew.kickoff()
+```
+
 ### Email Search and Analysis
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
-# Create agent with Gmail search and analysis capabilities
 email_analyst = Agent(
     role="Email Analyst",
     goal="Analyze email patterns and provide insights",
     backstory="An AI assistant that analyzes email data to provide actionable insights.",
-    apps=['gmail/fetch_emails', 'gmail/get_message']  # Specific actions for email analysis
+    tools=[enterprise_tools]
 )
 
 # Task to analyze email patterns
@@ -247,37 +313,38 @@ crew = Crew(
 crew.kickoff()
 ```
 
-### Thread Management
+### Automated Email Workflows
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
 
-# Create agent with Gmail thread management capabilities
-thread_manager = Agent(
-    role="Thread Manager",
-    goal="Organize and manage email threads efficiently",
-    backstory="An AI assistant that specializes in email thread organization and management.",
-    apps=[
-        'gmail/fetch_thread',
-        'gmail/modify_thread',
-        'gmail/trash_thread'
-    ]
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
 )
 
-# Task to organize email threads
-thread_task = Task(
+workflow_manager = Agent(
+    role="Email Workflow Manager",
+    goal="Automate email workflows and responses",
+    backstory="An AI assistant that manages automated email workflows and responses.",
+    tools=[enterprise_tools]
+)
+
+# Complex task involving multiple Gmail operations
+workflow_task = Task(
     description="""
-    1. Fetch all threads from the last month
-    2. Apply appropriate labels to organize threads by project
-    3. Archive or trash threads that are no longer relevant
+    1. Search for emails with 'urgent' in the subject from the last 24 hours
+    2. Create draft responses for each urgent email
+    3. Send automated acknowledgment emails to senders
+    4. Create a summary report of urgent items requiring attention
     """,
-    agent=thread_manager,
-    expected_output="Email threads organized with appropriate labels and cleanup completed"
+    agent=workflow_manager,
+    expected_output="Urgent emails processed with automated responses and summary report"
 )
 
 crew = Crew(
-    agents=[thread_manager],
-    tasks=[thread_task]
+    agents=[workflow_manager],
+    tasks=[workflow_task]
 )
 
 crew.kickoff()

docs/en/enterprise/integrations/google_calendar.mdx

@@ -24,8 +24,8 @@ Before using the Google Calendar integration, ensure you have:
 1. Navigate to [CrewAI AMP Integrations](https://app.crewai.com/crewai_plus/connectors)
 2. Find **Google Calendar** in the Authentication Integrations section
 3. Click **Connect** and complete the OAuth flow
-4. Grant the necessary permissions for calendar access
-5. Copy your Enterprise Token from [Integration Settings](https://app.crewai.com/crewai_plus/settings/integrations)
+4. Grant the necessary permissions for calendar and contact access
+5. Copy your Enterprise Token from [Account Settings](https://app.crewai.com/crewai_plus/settings/account)
 
 ### 2. Install Required Package
 
@@ -33,140 +33,144 @@ Before using the Google Calendar integration, ensure you have:
 uv add crewai-tools
 ```
 
-### 3. Environment Variable Setup
-
-<Note>
-  To use integrations with `Agent(apps=[])`, you must set the `CREWAI_PLATFORM_INTEGRATION_TOKEN` environment variable with your Enterprise Token.
-</Note>
-
-```bash
-export CREWAI_PLATFORM_INTEGRATION_TOKEN="your_enterprise_token"
-```
-
-Or add it to your `.env` file:
-
-```
-CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
-```
-
 ## Available Actions
 
 <AccordionGroup>
-  <Accordion title="google_calendar/get_availability">
-    **Description:** Get calendar availability (free/busy information).
+  <Accordion title="GOOGLE_CALENDAR_CREATE_EVENT">
+    **Description:** Create an event in Google Calendar.
 
     **Parameters:**
-    - `timeMin` (string, required): Start time (RFC3339 format)
-    - `timeMax` (string, required): End time (RFC3339 format)
-    - `items` (array, required): Calendar IDs to check
+    - `eventName` (string, required): Event name.
+    - `startTime` (string, required): Start time - Accepts Unix timestamp or ISO8601 date formats.
+    - `endTime` (string, optional): End time - Defaults to one hour after the start time if left blank.
+    - `calendar` (string, optional): Calendar - Use Connect Portal Workflow Settings to allow users to select which calendar the event will be added to. Defaults to the user's primary calendar if left blank.
+    - `attendees` (string, optional): Attendees - Accepts an array of email addresses or email addresses separated by commas.
+    - `eventLocation` (string, optional): Event location.
+    - `eventDescription` (string, optional): Event description.
+    - `eventId` (string, optional): Event ID - An ID from your application to associate this event with. You can use this ID to sync updates to this event later.
+    - `includeMeetLink` (boolean, optional): Include Google Meet link? - Automatically creates Google Meet conference link for this event.
+  </Accordion>
+
+  <Accordion title="GOOGLE_CALENDAR_UPDATE_EVENT">
+    **Description:** Update an existing event in Google Calendar.
+
+    **Parameters:**
+    - `eventId` (string, required): Event ID - The ID of the event to update.
+    - `eventName` (string, optional): Event name.
+    - `startTime` (string, optional): Start time - Accepts Unix timestamp or ISO8601 date formats.
+    - `endTime` (string, optional): End time - Defaults to one hour after the start time if left blank.
+    - `calendar` (string, optional): Calendar - Use Connect Portal Workflow Settings to allow users to select which calendar the event will be added to. Defaults to the user's primary calendar if left blank.
+    - `attendees` (string, optional): Attendees - Accepts an array of email addresses or email addresses separated by commas.
+    - `eventLocation` (string, optional): Event location.
+    - `eventDescription` (string, optional): Event description.
+  </Accordion>
+
+  <Accordion title="GOOGLE_CALENDAR_LIST_EVENTS">
+    **Description:** List events from Google Calendar.
+
+    **Parameters:**
+    - `calendar` (string, optional): Calendar - Use Connect Portal Workflow Settings to allow users to select which calendar the event will be added to. Defaults to the user's primary calendar if left blank.
+    - `after` (string, optional): After - Filters events that start after the provided date (Unix in milliseconds or ISO timestamp). (example: "2025-04-12T10:00:00Z or 1712908800000").
+    - `before` (string, optional): Before - Filters events that end before the provided date (Unix in milliseconds or ISO timestamp). (example: "2025-04-12T10:00:00Z or 1712908800000").
+  </Accordion>
+
+  <Accordion title="GOOGLE_CALENDAR_GET_EVENT_BY_ID">
+    **Description:** Get a specific event by ID from Google Calendar.
+
+    **Parameters:**
+    - `eventId` (string, required): Event ID.
+    - `calendar` (string, optional): Calendar - Use Connect Portal Workflow Settings to allow users to select which calendar the event will be added to. Defaults to the user's primary calendar if left blank.
+  </Accordion>
+
+  <Accordion title="GOOGLE_CALENDAR_DELETE_EVENT">
+    **Description:** Delete an event from Google Calendar.
+
+    **Parameters:**
+    - `eventId` (string, required): Event ID - The ID of the calendar event to be deleted.
+    - `calendar` (string, optional): Calendar - Use Connect Portal Workflow Settings to allow users to select which calendar the event will be added to. Defaults to the user's primary calendar if left blank.
+  </Accordion>
+
+  <Accordion title="GOOGLE_CALENDAR_GET_CONTACTS">
+    **Description:** Get contacts from Google Calendar.
+
+    **Parameters:**
+    - `paginationParameters` (object, optional): Pagination Parameters.
+      ```json
+      {
+        "pageCursor": "page_cursor_string"
+      }
+      ```
+  </Accordion>
+
+  <Accordion title="GOOGLE_CALENDAR_SEARCH_CONTACTS">
+    **Description:** Search for contacts in Google Calendar.
+
+    **Parameters:**
+    - `query` (string, optional): Search query to search contacts.
+  </Accordion>
+
+  <Accordion title="GOOGLE_CALENDAR_LIST_DIRECTORY_PEOPLE">
+    **Description:** List directory people.
+
+    **Parameters:**
+    - `paginationParameters` (object, optional): Pagination Parameters.
+      ```json
+      {
+        "pageCursor": "page_cursor_string"
+      }
+      ```
+  </Accordion>
+
+  <Accordion title="GOOGLE_CALENDAR_SEARCH_DIRECTORY_PEOPLE">
+    **Description:** Search directory people.
+
+    **Parameters:**
+    - `query` (string, required): Search query to search contacts.
+    - `paginationParameters` (object, optional): Pagination Parameters.
+      ```json
+      {
+        "pageCursor": "page_cursor_string"
+      }
+      ```
+  </Accordion>
+
+  <Accordion title="GOOGLE_CALENDAR_LIST_OTHER_CONTACTS">
+    **Description:** List other contacts.
+
+    **Parameters:**
+    - `paginationParameters` (object, optional): Pagination Parameters.
+      ```json
+      {
+        "pageCursor": "page_cursor_string"
+      }
+      ```
+  </Accordion>
+
+  <Accordion title="GOOGLE_CALENDAR_SEARCH_OTHER_CONTACTS">
+    **Description:** Search other contacts.
+
+    **Parameters:**
+    - `query` (string, optional): Search query to search contacts.
+  </Accordion>
+
+  <Accordion title="GOOGLE_CALENDAR_GET_AVAILABILITY">
+    **Description:** Get availability information for calendars.
+
+    **Parameters:**
+    - `timeMin` (string, required): The start of the interval. In ISO format.
+    - `timeMax` (string, required): The end of the interval. In ISO format.
+    - `timeZone` (string, optional): Time zone used in the response. Optional. The default is UTC.
+    - `items` (array, optional): List of calendars and/or groups to query. Defaults to the user default calendar.
       ```json
       [
         {
-          "id": "calendar_id"
-        }
-      ]
-      ```
-    - `timeZone` (string, optional): Time zone used in the response. The default is UTC.
-    - `groupExpansionMax` (integer, optional): Maximal number of calendar identifiers to be provided for a single group. Maximum: 100
-    - `calendarExpansionMax` (integer, optional): Maximal number of calendars for which FreeBusy information is to be provided. Maximum: 50
-  </Accordion>
-
-  <Accordion title="google_calendar/create_event">
-    **Description:** Create a new event in the specified calendar.
-
-    **Parameters:**
-    - `calendarId` (string, required): Calendar ID (use 'primary' for main calendar)
-    - `summary` (string, required): Event title/summary
-    - `start_dateTime` (string, required): Start time in RFC3339 format (e.g., 2024-01-20T10:00:00-07:00)
-    - `end_dateTime` (string, required): End time in RFC3339 format
-    - `description` (string, optional): Event description
-    - `timeZone` (string, optional): Time zone (e.g., America/Los_Angeles)
-    - `location` (string, optional): Geographic location of the event as free-form text.
-    - `attendees` (array, optional): List of attendees for the event.
-      ```json
-      [
+          "id": "calendar_id_1"
+        },
         {
-          "email": "attendee@example.com",
-          "displayName": "Attendee Name",
-          "optional": false
+          "id": "calendar_id_2"
         }
       ]
       ```
-    - `reminders` (object, optional): Information about the event's reminders.
-      ```json
-      {
-        "useDefault": true,
-        "overrides": [
-          {
-            "method": "email",
-            "minutes": 15
-          }
-        ]
-      }
-      ```
-    - `conferenceData` (object, optional): The conference-related information, such as details of a Google Meet conference.
-      ```json
-      {
-        "createRequest": {
-          "requestId": "unique-request-id",
-          "conferenceSolutionKey": {
-            "type": "hangoutsMeet"
-          }
-        }
-      }
-      ```
-    - `visibility` (string, optional): Visibility of the event. Options: default, public, private, confidential. Default: default
-    - `transparency` (string, optional): Whether the event blocks time on the calendar. Options: opaque, transparent. Default: opaque
-  </Accordion>
-
-  <Accordion title="google_calendar/view_events">
-    **Description:** Retrieve events for the specified calendar.
-
-    **Parameters:**
-    - `calendarId` (string, required): Calendar ID (use 'primary' for main calendar)
-    - `timeMin` (string, optional): Lower bound for events (RFC3339)
-    - `timeMax` (string, optional): Upper bound for events (RFC3339)
-    - `maxResults` (integer, optional): Maximum number of events (default 10). Minimum: 1, Maximum: 2500
-    - `orderBy` (string, optional): The order of the events returned in the result. Options: startTime, updated. Default: startTime
-    - `singleEvents` (boolean, optional): Whether to expand recurring events into instances and only return single one-off events and instances of recurring events. Default: true
-    - `showDeleted` (boolean, optional): Whether to include deleted events (with status equals cancelled) in the result. Default: false
-    - `showHiddenInvitations` (boolean, optional): Whether to include hidden invitations in the result. Default: false
-    - `q` (string, optional): Free text search terms to find events that match these terms in any field.
-    - `pageToken` (string, optional): Token specifying which result page to return.
-    - `timeZone` (string, optional): Time zone used in the response.
-    - `updatedMin` (string, optional): Lower bound for an event's last modification time (RFC3339) to filter by.
-    - `iCalUID` (string, optional): Specifies an event ID in the iCalendar format to be provided in the response.
-  </Accordion>
-
-  <Accordion title="google_calendar/update_event">
-    **Description:** Update an existing event.
-
-    **Parameters:**
-    - `calendarId` (string, required): Calendar ID
-    - `eventId` (string, required): Event ID to update
-    - `summary` (string, optional): Updated event title
-    - `description` (string, optional): Updated event description
-    - `start_dateTime` (string, optional): Updated start time
-    - `end_dateTime` (string, optional): Updated end time
-  </Accordion>
-
-  <Accordion title="google_calendar/delete_event">
-    **Description:** Delete a specified event.
-
-    **Parameters:**
-    - `calendarId` (string, required): Calendar ID
-    - `eventId` (string, required): Event ID to delete
-  </Accordion>
-
-  <Accordion title="google_calendar/view_calendar_list">
-    **Description:** Retrieve user's calendar list.
-
-    **Parameters:**
-    - `maxResults` (integer, optional): Maximum number of entries returned on one result page. Minimum: 1
-    - `pageToken` (string, optional): Token specifying which result page to return.
-    - `showDeleted` (boolean, optional): Whether to include deleted calendar list entries in the result. Default: false
-    - `showHidden` (boolean, optional): Whether to show hidden entries. Default: false
-    - `minAccessRole` (string, optional): The minimum access role for the user in the returned entries. Options: freeBusyReader, owner, reader, writer
   </Accordion>
 </AccordionGroup>
 
@@ -176,13 +180,19 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+# Get enterprise tools (Google Calendar tools will be included)
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 # Create an agent with Google Calendar capabilities
 calendar_agent = Agent(
     role="Schedule Manager",
     goal="Manage calendar events and scheduling efficiently",
     backstory="An AI assistant specialized in calendar management and scheduling coordination.",
-    apps=['google_calendar']  # All Google Calendar actions will be available
+    tools=[enterprise_tools]
 )
 
 # Task to create a meeting
@@ -204,11 +214,19 @@ crew.kickoff()
 ### Filtering Specific Calendar Tools
 
 ```python
+from crewai_tools import CrewaiEnterpriseTools
+
+# Get only specific Google Calendar tools
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token",
+    actions_list=["google_calendar_create_event", "google_calendar_list_events", "google_calendar_get_availability"]
+)
+
 meeting_coordinator = Agent(
     role="Meeting Coordinator",
     goal="Coordinate meetings and check availability",
     backstory="An AI assistant that focuses on meeting scheduling and availability management.",
-    apps=['google_calendar/create_event', 'google_calendar/get_availability']
+    tools=enterprise_tools
 )
 
 # Task to schedule a meeting with availability check
@@ -230,12 +248,17 @@ crew.kickoff()
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 event_manager = Agent(
     role="Event Manager",
     goal="Manage and update calendar events efficiently",
     backstory="An experienced event manager who handles event logistics and updates.",
-    apps=['google_calendar']
+    tools=[enterprise_tools]
 )
 
 # Task to manage event updates
@@ -243,10 +266,10 @@ event_management = Task(
     description="""
     1. List all events for this week
     2. Update any events that need location changes to include video conference links
-    3. Check availability for upcoming meetings
+    3. Send calendar invitations to new team members for recurring meetings
     """,
     agent=event_manager,
-    expected_output="Weekly events updated with proper locations and availability checked"
+    expected_output="Weekly events updated with proper locations and new attendees added"
 )
 
 crew = Crew(
@@ -257,28 +280,33 @@ crew = Crew(
 crew.kickoff()
 ```
 
-### Availability and Calendar Management
+### Contact and Availability Management
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 availability_coordinator = Agent(
     role="Availability Coordinator",
-    goal="Coordinate availability and manage calendars for scheduling",
-    backstory="An AI assistant that specializes in availability management and calendar coordination.",
-    apps=['google_calendar']
+    goal="Coordinate availability and manage contacts for scheduling",
+    backstory="An AI assistant that specializes in availability management and contact coordination.",
+    tools=[enterprise_tools]
 )
 
 # Task to coordinate availability
 availability_task = Task(
     description="""
-    1. Get the list of available calendars
-    2. Check availability for all calendars next Friday afternoon
+    1. Search for contacts in the engineering department
+    2. Check availability for all engineers next Friday afternoon
     3. Create a team meeting for the first available 2-hour slot
     4. Include Google Meet link and send invitations
     """,
     agent=availability_coordinator,
-    expected_output="Team meeting scheduled based on availability with all team members invited"
+    expected_output="Team meeting scheduled based on availability with all engineers invited"
 )
 
 crew = Crew(
@@ -293,12 +321,17 @@ crew.kickoff()
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 scheduling_automator = Agent(
     role="Scheduling Automator",
     goal="Automate scheduling workflows and calendar management",
     backstory="An AI assistant that automates complex scheduling scenarios and calendar workflows.",
-    apps=['google_calendar']
+    tools=[enterprise_tools]
 )
 
 # Complex scheduling automation task
@@ -332,16 +365,21 @@ crew.kickoff()
 - Check if calendar sharing settings allow the required access level
 
 **Event Creation Issues**
-- Verify that time formats are correct (RFC3339 format)
+- Verify that time formats are correct (ISO8601 or Unix timestamps)
 - Ensure attendee email addresses are properly formatted
 - Check that the target calendar exists and is accessible
 - Verify time zones are correctly specified
 
 **Availability and Time Conflicts**
-- Use proper RFC3339 format for time ranges when checking availability
+- Use proper ISO format for time ranges when checking availability
 - Ensure time zones are consistent across all operations
 - Verify that calendar IDs are correct when checking multiple calendars
 
+**Contact and People Search**
+- Ensure search queries are properly formatted
+- Check that directory access permissions are granted
+- Verify that contact information is up to date and accessible
+
 **Event Updates and Deletions**
 - Verify that event IDs are correct and events exist
 - Ensure you have edit permissions for the events

docs/en/enterprise/integrations/google_contacts.mdx

@@ -1,418 +0,0 @@
----
-title: Google Contacts Integration
-description: "Contact and directory management with Google Contacts integration for CrewAI."
-icon: "address-book"
-mode: "wide"
----
-
-## Overview
-
-Enable your agents to manage contacts and directory information through Google Contacts. Access personal contacts, search directory people, create and update contact information, and manage contact groups with AI-powered automation.
-
-## Prerequisites
-
-Before using the Google Contacts integration, ensure you have:
-
-- A [CrewAI AMP](https://app.crewai.com) account with an active subscription
-- A Google account with Google Contacts access
-- Connected your Google account through the [Integrations page](https://app.crewai.com/crewai_plus/connectors)
-
-## Setting Up Google Contacts Integration
-
-### 1. Connect Your Google Account
-
-1. Navigate to [CrewAI AMP Integrations](https://app.crewai.com/crewai_plus/connectors)
-2. Find **Google Contacts** in the Authentication Integrations section
-3. Click **Connect** and complete the OAuth flow
-4. Grant the necessary permissions for contacts and directory access
-5. Copy your Enterprise Token from [Integration Settings](https://app.crewai.com/crewai_plus/settings/integrations)
-
-### 2. Install Required Package
-
-```bash
-uv add crewai-tools
-```
-
-### 3. Environment Variable Setup
-
-<Note>
-  To use integrations with `Agent(apps=[])`, you must set the `CREWAI_PLATFORM_INTEGRATION_TOKEN` environment variable with your Enterprise Token.
-</Note>
-
-```bash
-export CREWAI_PLATFORM_INTEGRATION_TOKEN="your_enterprise_token"
-```
-
-Or add it to your `.env` file:
-
-```
-CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
-```
-
-## Available Actions
-
-<AccordionGroup>
-  <Accordion title="google_contacts/get_contacts">
-    **Description:** Retrieve user's contacts from Google Contacts.
-
-    **Parameters:**
-    - `pageSize` (integer, optional): Number of contacts to return (max 1000). Minimum: 1, Maximum: 1000
-    - `pageToken` (string, optional): The token of the page to retrieve.
-    - `personFields` (string, optional): Fields to include (e.g., 'names,emailAddresses,phoneNumbers'). Default: names,emailAddresses,phoneNumbers
-    - `requestSyncToken` (boolean, optional): Whether the response should include a sync token. Default: false
-    - `sortOrder` (string, optional): The order in which the connections should be sorted. Options: LAST_MODIFIED_ASCENDING, LAST_MODIFIED_DESCENDING, FIRST_NAME_ASCENDING, LAST_NAME_ASCENDING
-  </Accordion>
-
-  <Accordion title="google_contacts/search_contacts">
-    **Description:** Search for contacts using a query string.
-
-    **Parameters:**
-    - `query` (string, required): Search query string
-    - `readMask` (string, required): Fields to read (e.g., 'names,emailAddresses,phoneNumbers')
-    - `pageSize` (integer, optional): Number of results to return. Minimum: 1, Maximum: 30
-    - `pageToken` (string, optional): Token specifying which result page to return.
-    - `sources` (array, optional): The sources to search in. Options: READ_SOURCE_TYPE_CONTACT, READ_SOURCE_TYPE_PROFILE. Default: READ_SOURCE_TYPE_CONTACT
-  </Accordion>
-
-  <Accordion title="google_contacts/list_directory_people">
-    **Description:** List people in the authenticated user's directory.
-
-    **Parameters:**
-    - `sources` (array, required): Directory sources to search within. Options: DIRECTORY_SOURCE_TYPE_DOMAIN_PROFILE, DIRECTORY_SOURCE_TYPE_DOMAIN_CONTACT. Default: DIRECTORY_SOURCE_TYPE_DOMAIN_PROFILE
-    - `pageSize` (integer, optional): Number of people to return. Minimum: 1, Maximum: 1000
-    - `pageToken` (string, optional): Token specifying which result page to return.
-    - `readMask` (string, optional): Fields to read (e.g., 'names,emailAddresses')
-    - `requestSyncToken` (boolean, optional): Whether the response should include a sync token. Default: false
-    - `mergeSources` (array, optional): Additional data to merge into the directory people responses. Options: CONTACT
-  </Accordion>
-
-  <Accordion title="google_contacts/search_directory_people">
-    **Description:** Search for people in the directory.
-
-    **Parameters:**
-    - `query` (string, required): Search query
-    - `sources` (string, required): Directory sources (use 'DIRECTORY_SOURCE_TYPE_DOMAIN_PROFILE')
-    - `pageSize` (integer, optional): Number of results to return
-    - `readMask` (string, optional): Fields to read
-  </Accordion>
-
-  <Accordion title="google_contacts/list_other_contacts">
-    **Description:** List other contacts (not in user's personal contacts).
-
-    **Parameters:**
-    - `pageSize` (integer, optional): Number of contacts to return. Minimum: 1, Maximum: 1000
-    - `pageToken` (string, optional): Token specifying which result page to return.
-    - `readMask` (string, optional): Fields to read
-    - `requestSyncToken` (boolean, optional): Whether the response should include a sync token. Default: false
-  </Accordion>
-
-  <Accordion title="google_contacts/search_other_contacts">
-    **Description:** Search other contacts.
-
-    **Parameters:**
-    - `query` (string, required): Search query
-    - `readMask` (string, required): Fields to read (e.g., 'names,emailAddresses')
-    - `pageSize` (integer, optional): Number of results
-  </Accordion>
-
-  <Accordion title="google_contacts/get_person">
-    **Description:** Get a single person's contact information by resource name.
-
-    **Parameters:**
-    - `resourceName` (string, required): The resource name of the person to get (e.g., 'people/c123456789')
-    - `personFields` (string, optional): Fields to include (e.g., 'names,emailAddresses,phoneNumbers'). Default: names,emailAddresses,phoneNumbers
-  </Accordion>
-
-  <Accordion title="google_contacts/create_contact">
-    **Description:** Create a new contact in the user's address book.
-
-    **Parameters:**
-    - `names` (array, optional): Person's names
-      ```json
-      [
-        {
-          "givenName": "John",
-          "familyName": "Doe",
-          "displayName": "John Doe"
-        }
-      ]
-      ```
-    - `emailAddresses` (array, optional): Email addresses
-      ```json
-      [
-        {
-          "value": "john.doe@example.com",
-          "type": "work"
-        }
-      ]
-      ```
-    - `phoneNumbers` (array, optional): Phone numbers
-      ```json
-      [
-        {
-          "value": "+1234567890",
-          "type": "mobile"
-        }
-      ]
-      ```
-    - `addresses` (array, optional): Postal addresses
-      ```json
-      [
-        {
-          "formattedValue": "123 Main St, City, State 12345",
-          "type": "home"
-        }
-      ]
-      ```
-    - `organizations` (array, optional): Organizations/companies
-      ```json
-      [
-        {
-          "name": "Company Name",
-          "title": "Job Title",
-          "type": "work"
-        }
-      ]
-      ```
-  </Accordion>
-
-  <Accordion title="google_contacts/update_contact">
-    **Description:** Update an existing contact's information.
-
-    **Parameters:**
-    - `resourceName` (string, required): The resource name of the person to update (e.g., 'people/c123456789')
-    - `updatePersonFields` (string, required): Fields to update (e.g., 'names,emailAddresses,phoneNumbers')
-    - `names` (array, optional): Person's names
-    - `emailAddresses` (array, optional): Email addresses
-    - `phoneNumbers` (array, optional): Phone numbers
-  </Accordion>
-
-  <Accordion title="google_contacts/delete_contact">
-    **Description:** Delete a contact from the user's address book.
-
-    **Parameters:**
-    - `resourceName` (string, required): The resource name of the person to delete (e.g., 'people/c123456789')
-  </Accordion>
-
-  <Accordion title="google_contacts/batch_get_people">
-    **Description:** Get information about multiple people in a single request.
-
-    **Parameters:**
-    - `resourceNames` (array, required): Resource names of people to get. Maximum: 200 items
-    - `personFields` (string, optional): Fields to include (e.g., 'names,emailAddresses,phoneNumbers'). Default: names,emailAddresses,phoneNumbers
-  </Accordion>
-
-  <Accordion title="google_contacts/list_contact_groups">
-    **Description:** List the user's contact groups (labels).
-
-    **Parameters:**
-    - `pageSize` (integer, optional): Number of contact groups to return. Minimum: 1, Maximum: 1000
-    - `pageToken` (string, optional): Token specifying which result page to return.
-    - `groupFields` (string, optional): Fields to include (e.g., 'name,memberCount,clientData'). Default: name,memberCount
-  </Accordion>
-</AccordionGroup>
-
-## Usage Examples
-
-### Basic Google Contacts Agent Setup
-
-```python
-from crewai import Agent, Task, Crew
-
-# Create an agent with Google Contacts capabilities
-contacts_agent = Agent(
-    role="Contact Manager",
-    goal="Manage contacts and directory information efficiently",
-    backstory="An AI assistant specialized in contact management and directory operations.",
-    apps=['google_contacts']  # All Google Contacts actions will be available
-)
-
-# Task to retrieve and organize contacts
-contact_management_task = Task(
-    description="Retrieve all contacts and organize them by company affiliation",
-    agent=contacts_agent,
-    expected_output="Contacts retrieved and organized by company with summary report"
-)
-
-# Run the task
-crew = Crew(
-    agents=[contacts_agent],
-    tasks=[contact_management_task]
-)
-
-crew.kickoff()
-```
-
-### Directory Search and Management
-
-```python
-from crewai import Agent, Task, Crew
-
-directory_manager = Agent(
-    role="Directory Manager",
-    goal="Search and manage directory people and contacts",
-    backstory="An AI assistant that specializes in directory management and people search.",
-    apps=[
-        'google_contacts/search_directory_people',
-        'google_contacts/list_directory_people',
-        'google_contacts/search_contacts'
-    ]
-)
-
-# Task to search and manage directory
-directory_task = Task(
-    description="Search for team members in the company directory and create a team contact list",
-    agent=directory_manager,
-    expected_output="Team directory compiled with contact information"
-)
-
-crew = Crew(
-    agents=[directory_manager],
-    tasks=[directory_task]
-)
-
-crew.kickoff()
-```
-
-### Contact Creation and Updates
-
-```python
-from crewai import Agent, Task, Crew
-
-contact_curator = Agent(
-    role="Contact Curator",
-    goal="Create and update contact information systematically",
-    backstory="An AI assistant that maintains accurate and up-to-date contact information.",
-    apps=['google_contacts']
-)
-
-# Task to create and update contacts
-curation_task = Task(
-    description="""
-    1. Search for existing contacts related to new business partners
-    2. Create new contacts for partners not in the system
-    3. Update existing contact information with latest details
-    4. Organize contacts into appropriate groups
-    """,
-    agent=contact_curator,
-    expected_output="Contact database updated with new partners and organized groups"
-)
-
-crew = Crew(
-    agents=[contact_curator],
-    tasks=[curation_task]
-)
-
-crew.kickoff()
-```
-
-### Contact Group Management
-
-```python
-from crewai import Agent, Task, Crew
-
-group_organizer = Agent(
-    role="Contact Group Organizer",
-    goal="Organize contacts into meaningful groups and categories",
-    backstory="An AI assistant that specializes in contact organization and group management.",
-    apps=['google_contacts']
-)
-
-# Task to organize contact groups
-organization_task = Task(
-    description="""
-    1. List all existing contact groups
-    2. Analyze contact distribution across groups
-    3. Create new groups for better organization
-    4. Move contacts to appropriate groups based on their information
-    """,
-    agent=group_organizer,
-    expected_output="Contacts organized into logical groups with improved structure"
-)
-
-crew = Crew(
-    agents=[group_organizer],
-    tasks=[organization_task]
-)
-
-crew.kickoff()
-```
-
-### Comprehensive Contact Management
-
-```python
-from crewai import Agent, Task, Crew
-
-contact_specialist = Agent(
-    role="Contact Management Specialist",
-    goal="Provide comprehensive contact management across all sources",
-    backstory="An AI assistant that handles all aspects of contact management including personal, directory, and other contacts.",
-    apps=['google_contacts']
-)
-
-# Complex contact management task
-comprehensive_task = Task(
-    description="""
-    1. Retrieve contacts from all sources (personal, directory, other)
-    2. Search for duplicate contacts and merge information
-    3. Update outdated contact information
-    4. Create missing contacts for important stakeholders
-    5. Organize contacts into meaningful groups
-    6. Generate a comprehensive contact report
-    """,
-    agent=contact_specialist,
-    expected_output="Complete contact management performed with unified contact database and detailed report"
-)
-
-crew = Crew(
-    agents=[contact_specialist],
-    tasks=[comprehensive_task]
-)
-
-crew.kickoff()
-```
-
-## Troubleshooting
-
-### Common Issues
-
-**Permission Errors**
-- Ensure your Google account has appropriate permissions for contacts access
-- Verify that the OAuth connection includes required scopes for Google Contacts API
-- Check that directory access permissions are granted for organization contacts
-
-**Resource Name Format Issues**
-- Ensure resource names follow the correct format (e.g., 'people/c123456789' for contacts)
-- Verify that contact group resource names use the format 'contactGroups/groupId'
-- Check that resource names exist and are accessible
-
-**Search and Query Issues**
-- Ensure search queries are properly formatted and not empty
-- Use appropriate readMask fields for the data you need
-- Verify that search sources are correctly specified (contacts vs profiles)
-
-**Contact Creation and Updates**
-- Ensure required fields are provided when creating contacts
-- Verify that email addresses and phone numbers are properly formatted
-- Check that updatePersonFields parameter includes all fields being updated
-
-**Directory Access Issues**
-- Ensure you have appropriate permissions to access organization directory
-- Verify that directory sources are correctly specified
-- Check that your organization allows API access to directory information
-
-**Pagination and Limits**
-- Be mindful of page size limits (varies by endpoint)
-- Use pageToken for pagination through large result sets
-- Respect API rate limits and implement appropriate delays
-
-**Contact Groups and Organization**
-- Ensure contact group names are unique when creating new groups
-- Verify that contacts exist before adding them to groups
-- Check that you have permissions to modify contact groups
-
-### Getting Help
-
-<Card title="Need Help?" icon="headset" href="mailto:support@crewai.com">
-  Contact our support team for assistance with Google Contacts integration setup or troubleshooting.
-</Card>

docs/en/enterprise/integrations/google_docs.mdx

@@ -1,244 +0,0 @@
----
-title: Google Docs Integration
-description: "Document creation and editing with Google Docs integration for CrewAI."
-icon: "file-lines"
-mode: "wide"
----
-
-## Overview
-
-Enable your agents to create, edit, and manage Google Docs documents with text manipulation and formatting. Automate document creation, insert and replace text, manage content ranges, and streamline your document workflows with AI-powered automation.
-
-## Prerequisites
-
-Before using the Google Docs integration, ensure you have:
-
-- A [CrewAI AMP](https://app.crewai.com) account with an active subscription
-- A Google account with Google Docs access
-- Connected your Google account through the [Integrations page](https://app.crewai.com/crewai_plus/connectors)
-
-## Setting Up Google Docs Integration
-
-### 1. Connect Your Google Account
-
-1. Navigate to [CrewAI AMP Integrations](https://app.crewai.com/crewai_plus/connectors)
-2. Find **Google Docs** in the Authentication Integrations section
-3. Click **Connect** and complete the OAuth flow
-4. Grant the necessary permissions for document access
-5. Copy your Enterprise Token from [Integration Settings](https://app.crewai.com/crewai_plus/settings/integrations)
-
-### 2. Install Required Package
-
-```bash
-uv add crewai-tools
-```
-
-### 3. Environment Variable Setup
-
-<Note>
-  To use integrations with `Agent(apps=[])`, you must set the `CREWAI_PLATFORM_INTEGRATION_TOKEN` environment variable with your Enterprise Token.
-</Note>
-
-```bash
-export CREWAI_PLATFORM_INTEGRATION_TOKEN="your_enterprise_token"
-```
-
-Or add it to your `.env` file:
-
-```
-CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
-```
-
-## Available Actions
-
-<AccordionGroup>
-  <Accordion title="google_docs/create_document">
-    **Description:** Create a new Google Document.
-
-    **Parameters:**
-    - `title` (string, optional): The title for the new document.
-  </Accordion>
-
-  <Accordion title="google_docs/get_document">
-    **Description:** Get the contents and metadata of a Google Document.
-
-    **Parameters:**
-    - `documentId` (string, required): The ID of the document to retrieve.
-    - `includeTabsContent` (boolean, optional): Whether to include tab content. Default is `false`.
-    - `suggestionsViewMode` (string, optional): The suggestions view mode to apply to the document. Enum: `DEFAULT_FOR_CURRENT_ACCESS`, `PREVIEW_SUGGESTIONS_ACCEPTED`, `PREVIEW_WITHOUT_SUGGESTIONS`. Default is `DEFAULT_FOR_CURRENT_ACCESS`.
-  </Accordion>
-
-  <Accordion title="google_docs/batch_update">
-    **Description:** Apply one or more updates to a Google Document.
-
-    **Parameters:**
-    - `documentId` (string, required): The ID of the document to update.
-    - `requests` (array, required): A list of updates to apply to the document. Each item is an object representing a request.
-    - `writeControl` (object, optional): Provides control over how write requests are executed. Contains `requiredRevisionId` (string) and `targetRevisionId` (string).
-  </Accordion>
-
-  <Accordion title="google_docs/insert_text">
-    **Description:** Insert text into a Google Document at a specific location.
-
-    **Parameters:**
-    - `documentId` (string, required): The ID of the document to update.
-    - `text` (string, required): The text to insert.
-    - `index` (integer, optional): The zero-based index where to insert the text. Default is `1`.
-  </Accordion>
-
-  <Accordion title="google_docs/replace_text">
-    **Description:** Replace all instances of text in a Google Document.
-
-    **Parameters:**
-    - `documentId` (string, required): The ID of the document to update.
-    - `containsText` (string, required): The text to find and replace.
-    - `replaceText` (string, required): The text to replace it with.
-    - `matchCase` (boolean, optional): Whether the search should respect case. Default is `false`.
-  </Accordion>
-
-  <Accordion title="google_docs/delete_content_range">
-    **Description:** Delete content from a specific range in a Google Document.
-
-    **Parameters:**
-    - `documentId` (string, required): The ID of the document to update.
-    - `startIndex` (integer, required): The start index of the range to delete.
-    - `endIndex` (integer, required): The end index of the range to delete.
-  </Accordion>
-
-  <Accordion title="google_docs/insert_page_break">
-    **Description:** Insert a page break at a specific location in a Google Document.
-
-    **Parameters:**
-    - `documentId` (string, required): The ID of the document to update.
-    - `index` (integer, optional): The zero-based index where to insert the page break. Default is `1`.
-  </Accordion>
-
-  <Accordion title="google_docs/create_named_range">
-    **Description:** Create a named range in a Google Document.
-
-    **Parameters:**
-    - `documentId` (string, required): The ID of the document to update.
-    - `name` (string, required): The name for the named range.
-    - `startIndex` (integer, required): The start index of the range.
-    - `endIndex` (integer, required): The end index of the range.
-  </Accordion>
-</AccordionGroup>
-
-## Usage Examples
-
-### Basic Google Docs Agent Setup
-
-```python
-from crewai import Agent, Task, Crew
-
-# Create an agent with Google Docs capabilities
-docs_agent = Agent(
-    role="Document Creator",
-    goal="Create and manage Google Docs documents efficiently",
-    backstory="An AI assistant specialized in Google Docs document creation and editing.",
-    apps=['google_docs']  # All Google Docs actions will be available
-)
-
-# Task to create a new document
-create_doc_task = Task(
-    description="Create a new Google Document titled 'Project Status Report'",
-    agent=docs_agent,
-    expected_output="New Google Document 'Project Status Report' created successfully"
-)
-
-# Run the task
-crew = Crew(
-    agents=[docs_agent],
-    tasks=[create_doc_task]
-)
-
-crew.kickoff()
-```
-
-### Text Editing and Content Management
-
-```python
-from crewai import Agent, Task, Crew
-
-# Create an agent focused on text editing
-text_editor = Agent(
-    role="Document Editor",
-    goal="Edit and update content in Google Docs documents",
-    backstory="An AI assistant skilled in precise text editing and content management.",
-    apps=['google_docs/insert_text', 'google_docs/replace_text', 'google_docs/delete_content_range']
-)
-
-# Task to edit document content
-edit_content_task = Task(
-    description="In document 'your_document_id', insert the text 'Executive Summary: ' at the beginning, then replace all instances of 'TODO' with 'COMPLETED'.",
-    agent=text_editor,
-    expected_output="Document updated with new text inserted and TODO items replaced."
-)
-
-crew = Crew(
-    agents=[text_editor],
-    tasks=[edit_content_task]
-)
-
-crew.kickoff()
-```
-
-### Advanced Document Operations
-
-```python
-from crewai import Agent, Task, Crew
-
-# Create an agent for advanced document operations
-document_formatter = Agent(
-    role="Document Formatter",
-    goal="Apply advanced formatting and structure to Google Docs",
-    backstory="An AI assistant that handles complex document formatting and organization.",
-    apps=['google_docs/batch_update', 'google_docs/insert_page_break', 'google_docs/create_named_range']
-)
-
-# Task to format document
-format_doc_task = Task(
-    description="In document 'your_document_id', insert a page break at position 100, create a named range called 'Introduction' for characters 1-50, and apply batch formatting updates.",
-    agent=document_formatter,
-    expected_output="Document formatted with page break, named range, and styling applied."
-)
-
-crew = Crew(
-    agents=[document_formatter],
-    tasks=[format_doc_task]
-)
-
-crew.kickoff()
-```
-
-## Troubleshooting
-
-### Common Issues
-
-**Authentication Errors**
-- Ensure your Google account has the necessary permissions for Google Docs access.
-- Verify that the OAuth connection includes all required scopes (`https://www.googleapis.com/auth/documents`).
-
-**Document ID Issues**
-- Double-check document IDs for correctness.
-- Ensure the document exists and is accessible to your account.
-- Document IDs can be found in the Google Docs URL.
-
-**Text Insertion and Range Operations**
-- When using `insert_text` or `delete_content_range`, ensure index positions are valid.
-- Remember that Google Docs uses zero-based indexing.
-- The document must have content at the specified index positions.
-
-**Batch Update Request Formatting**
-- When using `batch_update`, ensure the `requests` array is correctly formatted according to the Google Docs API documentation.
-- Complex updates require specific JSON structures for each request type.
-
-**Replace Text Operations**
-- For `replace_text`, ensure the `containsText` parameter exactly matches the text you want to replace.
-- Use `matchCase` parameter to control case sensitivity.
-
-### Getting Help
-
-<Card title="Need Help?" icon="headset" href="mailto:support@crewai.com">
-  Contact our support team for assistance with Google Docs integration setup or troubleshooting.
-</Card>

docs/en/enterprise/integrations/google_drive.mdx

@@ -1,229 +0,0 @@
----
-title: Google Drive Integration
-description: "File storage and management with Google Drive integration for CrewAI."
-icon: "google"
-mode: "wide"
----
-
-## Overview
-
-Enable your agents to manage files and folders through Google Drive. Upload, download, organize, and share files, create folders, and streamline your document management workflows with AI-powered automation.
-
-## Prerequisites
-
-Before using the Google Drive integration, ensure you have:
-
-- A [CrewAI AMP](https://app.crewai.com) account with an active subscription
-- A Google account with Google Drive access
-- Connected your Google account through the [Integrations page](https://app.crewai.com/crewai_plus/connectors)
-
-## Setting Up Google Drive Integration
-
-### 1. Connect Your Google Account
-
-1. Navigate to [CrewAI AMP Integrations](https://app.crewai.com/crewai_plus/connectors)
-2. Find **Google Drive** in the Authentication Integrations section
-3. Click **Connect** and complete the OAuth flow
-4. Grant the necessary permissions for file and folder management
-5. Copy your Enterprise Token from [Integration Settings](https://app.crewai.com/crewai_plus/settings/integrations)
-
-### 2. Install Required Package
-
-```bash
-uv add crewai-tools
-```
-
-### 3. Environment Variable Setup
-
-<Note>
-  To use integrations with `Agent(apps=[])`, you must set the `CREWAI_PLATFORM_INTEGRATION_TOKEN` environment variable with your Enterprise Token.
-</Note>
-
-```bash
-export CREWAI_PLATFORM_INTEGRATION_TOKEN="your_enterprise_token"
-```
-
-Or add it to your `.env` file:
-
-```
-CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
-```
-
-## Available Actions
-
-<AccordionGroup>
-  <Accordion title="google_drive/get_file">
-    **Description:** Get a file by ID from Google Drive.
-
-    **Parameters:**
-    - `file_id` (string, required): The ID of the file to retrieve.
-  </Accordion>
-
-  <Accordion title="google_drive/list_files">
-    **Description:** List files in Google Drive.
-
-    **Parameters:**
-    - `q` (string, optional): Query string to filter files (example: "name contains 'report'").
-    - `page_size` (integer, optional): Maximum number of files to return (default: 100, max: 1000).
-    - `page_token` (string, optional): Token for retrieving the next page of results.
-    - `order_by` (string, optional): Sort order (example: "name", "createdTime desc", "modifiedTime").
-    - `spaces` (string, optional): Comma-separated list of spaces to query (drive, appDataFolder, photos).
-  </Accordion>
-
-  <Accordion title="google_drive/upload_file">
-    **Description:** Upload a file to Google Drive.
-
-    **Parameters:**
-    - `name` (string, required): Name of the file to create.
-    - `content` (string, required): Content of the file to upload.
-    - `mime_type` (string, optional): MIME type of the file (example: "text/plain", "application/pdf").
-    - `parent_folder_id` (string, optional): ID of the parent folder where the file should be created.
-    - `description` (string, optional): Description of the file.
-  </Accordion>
-
-  <Accordion title="google_drive/download_file">
-    **Description:** Download a file from Google Drive.
-
-    **Parameters:**
-    - `file_id` (string, required): The ID of the file to download.
-    - `mime_type` (string, optional): MIME type for export (required for Google Workspace documents).
-  </Accordion>
-
-  <Accordion title="google_drive/create_folder">
-    **Description:** Create a new folder in Google Drive.
-
-    **Parameters:**
-    - `name` (string, required): Name of the folder to create.
-    - `parent_folder_id` (string, optional): ID of the parent folder where the new folder should be created.
-    - `description` (string, optional): Description of the folder.
-  </Accordion>
-
-  <Accordion title="google_drive/delete_file">
-    **Description:** Delete a file from Google Drive.
-
-    **Parameters:**
-    - `file_id` (string, required): The ID of the file to delete.
-  </Accordion>
-
-  <Accordion title="google_drive/share_file">
-    **Description:** Share a file in Google Drive with specific users or make it public.
-
-    **Parameters:**
-    - `file_id` (string, required): The ID of the file to share.
-    - `role` (string, required): The role granted by this permission (reader, writer, commenter, owner).
-    - `type` (string, required): The type of the grantee (user, group, domain, anyone).
-    - `email_address` (string, optional): The email address of the user or group to share with (required for user/group types).
-    - `domain` (string, optional): The domain to share with (required for domain type).
-    - `send_notification_email` (boolean, optional): Whether to send a notification email (default: true).
-    - `email_message` (string, optional): A plain text custom message to include in the notification email.
-  </Accordion>
-
-  <Accordion title="google_drive/update_file">
-    **Description:** Update an existing file in Google Drive.
-
-    **Parameters:**
-    - `file_id` (string, required): The ID of the file to update.
-    - `name` (string, optional): New name for the file.
-    - `content` (string, optional): New content for the file.
-    - `mime_type` (string, optional): New MIME type for the file.
-    - `description` (string, optional): New description for the file.
-    - `add_parents` (string, optional): Comma-separated list of parent folder IDs to add.
-    - `remove_parents` (string, optional): Comma-separated list of parent folder IDs to remove.
-  </Accordion>
-</AccordionGroup>
-
-## Usage Examples
-
-### Basic Google Drive Agent Setup
-
-```python
-from crewai import Agent, Task, Crew
-
-# Create an agent with Google Drive capabilities
-drive_agent = Agent(
-    role="File Manager",
-    goal="Manage files and folders in Google Drive efficiently",
-    backstory="An AI assistant specialized in document and file management.",
-    apps=['google_drive']  # All Google Drive actions will be available
-)
-
-# Task to organize files
-organize_files_task = Task(
-    description="List all files in the root directory and organize them into appropriate folders",
-    agent=drive_agent,
-    expected_output="Summary of files organized with folder structure"
-)
-
-# Run the task
-crew = Crew(
-    agents=[drive_agent],
-    tasks=[organize_files_task]
-)
-
-crew.kickoff()
-```
-
-### Filtering Specific Google Drive Tools
-
-```python
-from crewai import Agent, Task, Crew
-
-# Create agent with specific Google Drive actions only
-file_manager_agent = Agent(
-    role="Document Manager",
-    goal="Upload and manage documents efficiently",
-    backstory="An AI assistant that focuses on document upload and organization.",
-    apps=[
-        'google_drive/upload_file',
-        'google_drive/create_folder',
-        'google_drive/share_file'
-    ]  # Specific Google Drive actions
-)
-
-# Task to upload and share documents
-document_task = Task(
-    description="Upload the quarterly report and share it with the finance team",
-    agent=file_manager_agent,
-    expected_output="Document uploaded and sharing permissions configured"
-)
-
-crew = Crew(
-    agents=[file_manager_agent],
-    tasks=[document_task]
-)
-
-crew.kickoff()
-```
-
-### Advanced File Management
-
-```python
-from crewai import Agent, Task, Crew
-
-file_organizer = Agent(
-    role="File Organizer",
-    goal="Maintain organized file structure and manage permissions",
-    backstory="An experienced file manager who ensures proper organization and access control.",
-    apps=['google_drive']
-)
-
-# Complex task involving multiple Google Drive operations
-organization_task = Task(
-    description="""
-    1. List all files in the shared folder
-    2. Create folders for different document types (Reports, Presentations, Spreadsheets)
-    3. Move files to appropriate folders based on their type
-    4. Set appropriate sharing permissions for each folder
-    5. Create a summary document of the organization changes
-    """,
-    agent=file_organizer,
-    expected_output="Files organized into categorized folders with proper permissions and summary report"
-)
-
-crew = Crew(
-    agents=[file_organizer],
-    tasks=[organization_task]
-)
-
-crew.kickoff()
-```

docs/en/enterprise/integrations/google_sheets.mdx

@@ -26,7 +26,7 @@ Before using the Google Sheets integration, ensure you have:
 2. Find **Google Sheets** in the Authentication Integrations section
 3. Click **Connect** and complete the OAuth flow
 4. Grant the necessary permissions for spreadsheet access
-5. Copy your Enterprise Token from [Integration Settings](https://app.crewai.com/crewai_plus/settings/integrations)
+5. Copy your Enterprise Token from [Account Settings](https://app.crewai.com/crewai_plus/settings/account)
 
 ### 2. Install Required Package
 
@@ -34,93 +34,67 @@ Before using the Google Sheets integration, ensure you have:
 uv add crewai-tools
 ```
 
-### 3. Environment Variable Setup
-
-<Note>
-  To use integrations with `Agent(apps=[])`, you must set the `CREWAI_PLATFORM_INTEGRATION_TOKEN` environment variable with your Enterprise Token.
-</Note>
-
-```bash
-export CREWAI_PLATFORM_INTEGRATION_TOKEN="your_enterprise_token"
-```
-
-Or add it to your `.env` file:
-
-```
-CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
-```
-
 ## Available Actions
 
 <AccordionGroup>
-  <Accordion title="google_sheets/get_spreadsheet">
-    **Description:** Retrieve properties and data of a spreadsheet.
+  <Accordion title="GOOGLE_SHEETS_GET_ROW">
+    **Description:** Get rows from a Google Sheets spreadsheet.
 
     **Parameters:**
-    - `spreadsheetId` (string, required): The ID of the spreadsheet to retrieve.
-    - `ranges` (array, optional): The ranges to retrieve from the spreadsheet.
-    - `includeGridData` (boolean, optional): True if grid data should be returned. Default: false
-    - `fields` (string, optional): The fields to include in the response. Use this to improve performance by only returning needed data.
+    - `spreadsheetId` (string, required): Spreadsheet - Use Connect Portal Workflow Settings to allow users to select a spreadsheet. Defaults to using the first worksheet in the selected spreadsheet.
+    - `limit` (string, optional): Limit rows - Limit the maximum number of rows to return.
   </Accordion>
 
-  <Accordion title="google_sheets/get_values">
-    **Description:** Returns a range of values from a spreadsheet.
+  <Accordion title="GOOGLE_SHEETS_CREATE_ROW">
+    **Description:** Create a new row in a Google Sheets spreadsheet.
 
     **Parameters:**
-    - `spreadsheetId` (string, required): The ID of the spreadsheet to retrieve data from.
-    - `range` (string, required): The A1 notation or R1C1 notation of the range to retrieve values from.
-    - `valueRenderOption` (string, optional): How values should be represented in the output. Options: FORMATTED_VALUE, UNFORMATTED_VALUE, FORMULA. Default: FORMATTED_VALUE
-    - `dateTimeRenderOption` (string, optional): How dates, times, and durations should be represented in the output. Options: SERIAL_NUMBER, FORMATTED_STRING. Default: SERIAL_NUMBER
-    - `majorDimension` (string, optional): The major dimension that results should use. Options: ROWS, COLUMNS. Default: ROWS
-  </Accordion>
-
-  <Accordion title="google_sheets/update_values">
-    **Description:** Sets values in a range of a spreadsheet.
-
-    **Parameters:**
-    - `spreadsheetId` (string, required): The ID of the spreadsheet to update.
-    - `range` (string, required): The A1 notation of the range to update.
-    - `values` (array, required): The data to be written. Each array represents a row.
+    - `spreadsheetId` (string, required): Spreadsheet - Use Connect Portal Workflow Settings to allow users to select a spreadsheet. Defaults to using the first worksheet in the selected spreadsheet..
+    - `worksheet` (string, required): Worksheet - Your worksheet must have column headers.
+    - `additionalFields` (object, required): Fields - Include fields to create this row with, as an object with keys of Column Names. Use Connect Portal Workflow Settings to allow users to select a Column Mapping.
       ```json
-      [
-        ["Value1", "Value2", "Value3"],
-        ["Value4", "Value5", "Value6"]
-      ]
+      {
+        "columnName1": "columnValue1",
+        "columnName2": "columnValue2",
+        "columnName3": "columnValue3",
+        "columnName4": "columnValue4"
+      }
       ```
-    - `valueInputOption` (string, optional): How the input data should be interpreted. Options: RAW, USER_ENTERED. Default: USER_ENTERED
   </Accordion>
 
-  <Accordion title="google_sheets/append_values">
-    **Description:** Appends values to a spreadsheet.
+  <Accordion title="GOOGLE_SHEETS_UPDATE_ROW">
+    **Description:** Update existing rows in a Google Sheets spreadsheet.
 
     **Parameters:**
-    - `spreadsheetId` (string, required): The ID of the spreadsheet to update.
-    - `range` (string, required): The A1 notation of a range to search for a logical table of data.
-    - `values` (array, required): The data to append. Each array represents a row.
+    - `spreadsheetId` (string, required): Spreadsheet - Use Connect Portal Workflow Settings to allow users to select a spreadsheet. Defaults to using the first worksheet in the selected spreadsheet.
+    - `worksheet` (string, required): Worksheet - Your worksheet must have column headers.
+    - `filterFormula` (object, optional): A filter in disjunctive normal form - OR of AND groups of single conditions to identify which rows to update.
       ```json
-      [
-        ["Value1", "Value2", "Value3"],
-        ["Value4", "Value5", "Value6"]
-      ]
-      ```
-    - `valueInputOption` (string, optional): How the input data should be interpreted. Options: RAW, USER_ENTERED. Default: USER_ENTERED
-    - `insertDataOption` (string, optional): How the input data should be inserted. Options: OVERWRITE, INSERT_ROWS. Default: INSERT_ROWS
-  </Accordion>
-
-  <Accordion title="google_sheets/create_spreadsheet">
-    **Description:** Creates a new spreadsheet.
-
-    **Parameters:**
-    - `title` (string, required): The title of the new spreadsheet.
-    - `sheets` (array, optional): The sheets that are part of the spreadsheet.
-      ```json
-      [
-        {
-          "properties": {
-            "title": "Sheet1"
+      {
+        "operator": "OR",
+        "conditions": [
+          {
+            "operator": "AND",
+            "conditions": [
+              {
+                "field": "status",
+                "operator": "$stringExactlyMatches",
+                "value": "pending"
+              }
+            ]
           }
-        }
-      ]
+        ]
+      }
+      ```
+      Available operators: `$stringContains`, `$stringDoesNotContain`, `$stringExactlyMatches`, `$stringDoesNotExactlyMatch`, `$stringStartsWith`, `$stringDoesNotStartWith`, `$stringEndsWith`, `$stringDoesNotEndWith`, `$numberGreaterThan`, `$numberLessThan`, `$numberEquals`, `$numberDoesNotEqual`, `$dateTimeAfter`, `$dateTimeBefore`, `$dateTimeEquals`, `$booleanTrue`, `$booleanFalse`, `$exists`, `$doesNotExist`
+    - `additionalFields` (object, required): Fields - Include fields to update, as an object with keys of Column Names. Use Connect Portal Workflow Settings to allow users to select a Column Mapping.
+      ```json
+      {
+        "columnName1": "newValue1",
+        "columnName2": "newValue2",
+        "columnName3": "newValue3",
+        "columnName4": "newValue4"
+      }
       ```
   </Accordion>
 </AccordionGroup>
@@ -131,13 +105,19 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+# Get enterprise tools (Google Sheets tools will be included)
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 # Create an agent with Google Sheets capabilities
 sheets_agent = Agent(
     role="Data Manager",
     goal="Manage spreadsheet data and track information efficiently",
     backstory="An AI assistant specialized in data management and spreadsheet operations.",
-    apps=['google_sheets']
+    tools=[enterprise_tools]
 )
 
 # Task to add new data to a spreadsheet
@@ -159,17 +139,19 @@ crew.kickoff()
 ### Filtering Specific Google Sheets Tools
 
 ```python
-from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+# Get only specific Google Sheets tools
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token",
+    actions_list=["google_sheets_get_row", "google_sheets_create_row"]
+)
 
-# Create agent with specific Google Sheets actions only
 data_collector = Agent(
     role="Data Collector",
     goal="Collect and organize data in spreadsheets",
     backstory="An AI assistant that focuses on data collection and organization.",
-    apps=[
-        'google_sheets/get_values',
-        'google_sheets/update_values'
-    ]
+    tools=enterprise_tools
 )
 
 # Task to collect and organize data
@@ -191,12 +173,17 @@ crew.kickoff()
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 data_analyst = Agent(
     role="Data Analyst",
     goal="Analyze spreadsheet data and generate insights",
     backstory="An experienced data analyst who extracts insights from spreadsheet data.",
-    apps=['google_sheets']
+    tools=[enterprise_tools]
 )
 
 # Task to analyze data and create reports
@@ -218,59 +205,33 @@ crew = Crew(
 crew.kickoff()
 ```
 
-### Spreadsheet Creation and Management
-
-```python
-from crewai import Agent, Task, Crew
-
-spreadsheet_manager = Agent(
-    role="Spreadsheet Manager",
-    goal="Create and manage spreadsheets efficiently",
-    backstory="An AI assistant that specializes in creating and organizing spreadsheets.",
-    apps=['google_sheets']
-)
-
-# Task to create and set up new spreadsheets
-setup_task = Task(
-    description="""
-    1. Create a new spreadsheet for quarterly reports
-    2. Set up proper headers and structure
-    3. Add initial data and formatting
-    """,
-    agent=spreadsheet_manager,
-    expected_output="New quarterly report spreadsheet created and properly structured"
-)
-
-crew = Crew(
-    agents=[spreadsheet_manager],
-    tasks=[setup_task]
-)
-
-crew.kickoff()
-```
-
 ### Automated Data Updates
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 data_updater = Agent(
     role="Data Updater",
     goal="Automatically update and maintain spreadsheet data",
     backstory="An AI assistant that maintains data accuracy and updates records automatically.",
-    apps=['google_sheets']
+    tools=[enterprise_tools]
 )
 
 # Task to update data based on conditions
 update_task = Task(
     description="""
-    1. Get spreadsheet properties and structure
-    2. Read current data from specific ranges
-    3. Update values in target ranges with new data
-    4. Append new records to the bottom of the sheet
+    1. Find all pending orders in the orders spreadsheet
+    2. Update their status to 'processing'
+    3. Add a timestamp for when the status was updated
+    4. Log the changes in a separate tracking sheet
     """,
     agent=data_updater,
-    expected_output="Spreadsheet data updated successfully with new values and records"
+    expected_output="All pending orders updated to processing status with timestamps logged"
 )
 
 crew = Crew(
@@ -285,25 +246,30 @@ crew.kickoff()
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 workflow_manager = Agent(
     role="Data Workflow Manager",
     goal="Manage complex data workflows across multiple spreadsheets",
     backstory="An AI assistant that orchestrates complex data operations across multiple spreadsheets.",
-    apps=['google_sheets']
+    tools=[enterprise_tools]
 )
 
 # Complex workflow task
 workflow_task = Task(
     description="""
     1. Get all customer data from the main customer spreadsheet
-    2. Create a new monthly summary spreadsheet
-    3. Append summary data to the new spreadsheet
-    4. Update customer status based on activity metrics
-    5. Generate reports with proper formatting
+    2. Create monthly summary entries for active customers
+    3. Update customer status based on activity in the last 30 days
+    4. Generate a monthly report with customer metrics
+    5. Archive inactive customer records to a separate sheet
     """,
     agent=workflow_manager,
-    expected_output="Monthly customer workflow completed with new spreadsheet and updated data"
+    expected_output="Monthly customer workflow completed with updated statuses and generated reports"
 )
 
 crew = Crew(
@@ -325,28 +291,29 @@ crew.kickoff()
 
 **Spreadsheet Structure Issues**
 - Ensure worksheets have proper column headers before creating or updating rows
-- Verify that range notation (A1 format) is correct for the target cells
-- Check that the specified spreadsheet ID exists and is accessible
+- Verify that column names in `additionalFields` match the actual column headers
+- Check that the specified worksheet exists in the spreadsheet
 
 **Data Type and Format Issues**
 - Ensure data values match the expected format for each column
 - Use proper date formats for date columns (ISO format recommended)
 - Verify that numeric values are properly formatted for number columns
 
-**Range and Cell Reference Issues**
-- Use proper A1 notation for ranges (e.g., "A1:C10", "Sheet1!A1:B5")
-- Ensure range references don't exceed the actual spreadsheet dimensions
-- Verify that sheet names in range references match actual sheet names
+**Filter Formula Issues**
+- Ensure filter formulas follow the correct JSON structure for disjunctive normal form
+- Use valid field names that match actual column headers
+- Test simple filters before building complex multi-condition queries
+- Verify that operator types match the data types in the columns
 
-**Value Input and Rendering Options**
-- Choose appropriate `valueInputOption` (RAW vs USER_ENTERED) for your data
-- Select proper `valueRenderOption` based on how you want data formatted
-- Consider `dateTimeRenderOption` for consistent date/time handling
+**Row Limits and Performance**
+- Be mindful of row limits when using `GOOGLE_SHEETS_GET_ROW`
+- Consider pagination for large datasets
+- Use specific filters to reduce the amount of data processed
 
-**Spreadsheet Creation Issues**
-- Ensure spreadsheet titles are unique and follow naming conventions
-- Verify that sheet properties are properly structured when creating sheets
-- Check that you have permissions to create new spreadsheets in your account
+**Update Operations**
+- Ensure filter conditions properly identify the intended rows for updates
+- Test filter conditions with small datasets before large updates
+- Verify that all required fields are included in update operations
 
 ### Getting Help
 

docs/en/enterprise/integrations/google_slides.mdx

@@ -1,387 +0,0 @@
----
-title: Google Slides Integration
-description: "Presentation creation and management with Google Slides integration for CrewAI."
-icon: "chart-bar"
-mode: "wide"
----
-
-## Overview
-
-Enable your agents to create, edit, and manage Google Slides presentations. Create presentations, update content, import data from Google Sheets, manage pages and thumbnails, and streamline your presentation workflows with AI-powered automation.
-
-## Prerequisites
-
-Before using the Google Slides integration, ensure you have:
-
-- A [CrewAI AMP](https://app.crewai.com) account with an active subscription
-- A Google account with Google Slides access
-- Connected your Google account through the [Integrations page](https://app.crewai.com/crewai_plus/connectors)
-
-## Setting Up Google Slides Integration
-
-### 1. Connect Your Google Account
-
-1. Navigate to [CrewAI AMP Integrations](https://app.crewai.com/crewai_plus/connectors)
-2. Find **Google Slides** in the Authentication Integrations section
-3. Click **Connect** and complete the OAuth flow
-4. Grant the necessary permissions for presentations, spreadsheets, and drive access
-5. Copy your Enterprise Token from [Integration Settings](https://app.crewai.com/crewai_plus/settings/integrations)
-
-### 2. Install Required Package
-
-```bash
-uv add crewai-tools
-```
-
-### 3. Environment Variable Setup
-
-<Note>
-  To use integrations with `Agent(apps=[])`, you must set the `CREWAI_PLATFORM_INTEGRATION_TOKEN` environment variable with your Enterprise Token.
-</Note>
-
-```bash
-export CREWAI_PLATFORM_INTEGRATION_TOKEN="your_enterprise_token"
-```
-
-Or add it to your `.env` file:
-
-```
-CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
-```
-
-## Available Actions
-
-<AccordionGroup>
-  <Accordion title="google_slides/create_blank_presentation">
-    **Description:** Creates a blank presentation with no content.
-
-    **Parameters:**
-    - `title` (string, required): The title of the presentation.
-  </Accordion>
-
-  <Accordion title="google_slides/get_presentation">
-    **Description:** Retrieves a presentation by ID.
-
-    **Parameters:**
-    - `presentationId` (string, required): The ID of the presentation to retrieve.
-    - `fields` (string, optional): The fields to include in the response. Use this to improve performance by only returning needed data.
-  </Accordion>
-
-  <Accordion title="google_slides/batch_update_presentation">
-    **Description:** Applies updates, add content, or remove content from a presentation.
-
-    **Parameters:**
-    - `presentationId` (string, required): The ID of the presentation to update.
-    - `requests` (array, required): A list of updates to apply to the presentation.
-      ```json
-      [
-        {
-          "insertText": {
-            "objectId": "slide_id",
-            "text": "Your text content here"
-          }
-        }
-      ]
-      ```
-    - `writeControl` (object, optional): Provides control over how write requests are executed.
-      ```json
-      {
-        "requiredRevisionId": "revision_id_string"
-      }
-      ```
-  </Accordion>
-
-  <Accordion title="google_slides/get_page">
-    **Description:** Retrieves a specific page by its ID.
-
-    **Parameters:**
-    - `presentationId` (string, required): The ID of the presentation.
-    - `pageObjectId` (string, required): The ID of the page to retrieve.
-  </Accordion>
-
-  <Accordion title="google_slides/get_thumbnail">
-    **Description:** Generates a page thumbnail.
-
-    **Parameters:**
-    - `presentationId` (string, required): The ID of the presentation.
-    - `pageObjectId` (string, required): The ID of the page for thumbnail generation.
-  </Accordion>
-
-  <Accordion title="google_slides/import_data_from_sheet">
-    **Description:** Imports data from a Google Sheet into a presentation.
-
-    **Parameters:**
-    - `presentationId` (string, required): The ID of the presentation.
-    - `sheetId` (string, required): The ID of the Google Sheet to import from.
-    - `dataRange` (string, required): The range of data to import from the sheet.
-  </Accordion>
-
-  <Accordion title="google_slides/upload_file_to_drive">
-    **Description:** Uploads a file to Google Drive associated with the presentation.
-
-    **Parameters:**
-    - `file` (string, required): The file data to upload.
-    - `presentationId` (string, required): The ID of the presentation to link the uploaded file.
-  </Accordion>
-
-  <Accordion title="google_slides/link_file_to_presentation">
-    **Description:** Links a file in Google Drive to a presentation.
-
-    **Parameters:**
-    - `presentationId` (string, required): The ID of the presentation.
-    - `fileId` (string, required): The ID of the file to link.
-  </Accordion>
-
-  <Accordion title="google_slides/get_all_presentations">
-    **Description:** Lists all presentations accessible to the user.
-
-    **Parameters:**
-    - `pageSize` (integer, optional): The number of presentations to return per page.
-    - `pageToken` (string, optional): A token for pagination.
-  </Accordion>
-
-  <Accordion title="google_slides/delete_presentation">
-    **Description:** Deletes a presentation by ID.
-
-    **Parameters:**
-    - `presentationId` (string, required): The ID of the presentation to delete.
-  </Accordion>
-</AccordionGroup>
-
-## Usage Examples
-
-### Basic Google Slides Agent Setup
-
-```python
-from crewai import Agent, Task, Crew
-
-# Create an agent with Google Slides capabilities
-slides_agent = Agent(
-    role="Presentation Manager",
-    goal="Create and manage presentations efficiently",
-    backstory="An AI assistant specialized in presentation creation and content management.",
-    apps=['google_slides']  # All Google Slides actions will be available
-)
-
-# Task to create a presentation
-create_presentation_task = Task(
-    description="Create a new presentation for the quarterly business review with key slides",
-    agent=slides_agent,
-    expected_output="Quarterly business review presentation created with structured content"
-)
-
-# Run the task
-crew = Crew(
-    agents=[slides_agent],
-    tasks=[create_presentation_task]
-)
-
-crew.kickoff()
-```
-
-### Presentation Content Management
-
-```python
-from crewai import Agent, Task, Crew
-
-content_manager = Agent(
-    role="Content Manager",
-    goal="Manage presentation content and updates",
-    backstory="An AI assistant that focuses on content creation and presentation updates.",
-    apps=[
-        'google_slides/create_blank_presentation',
-        'google_slides/batch_update_presentation',
-        'google_slides/get_presentation'
-    ]
-)
-
-# Task to create and update presentations
-content_task = Task(
-    description="Create a new presentation and add content slides with charts and text",
-    agent=content_manager,
-    expected_output="Presentation created with updated content and visual elements"
-)
-
-crew = Crew(
-    agents=[content_manager],
-    tasks=[content_task]
-)
-
-crew.kickoff()
-```
-
-### Data Integration and Visualization
-
-```python
-from crewai import Agent, Task, Crew
-
-data_visualizer = Agent(
-    role="Data Visualizer",
-    goal="Create presentations with data imported from spreadsheets",
-    backstory="An AI assistant that specializes in data visualization and presentation integration.",
-    apps=['google_slides']
-)
-
-# Task to create data-driven presentations
-visualization_task = Task(
-    description="""
-    1. Create a new presentation for monthly sales report
-    2. Import data from the sales spreadsheet
-    3. Create charts and visualizations from the imported data
-    4. Generate thumbnails for slide previews
-    """,
-    agent=data_visualizer,
-    expected_output="Data-driven presentation created with imported spreadsheet data and visualizations"
-)
-
-crew = Crew(
-    agents=[data_visualizer],
-    tasks=[visualization_task]
-)
-
-crew.kickoff()
-```
-
-### Presentation Library Management
-
-```python
-from crewai import Agent, Task, Crew
-
-library_manager = Agent(
-    role="Presentation Library Manager",
-    goal="Manage and organize presentation libraries",
-    backstory="An AI assistant that manages presentation collections and file organization.",
-    apps=['google_slides']
-)
-
-# Task to manage presentation library
-library_task = Task(
-    description="""
-    1. List all existing presentations
-    2. Generate thumbnails for presentation previews
-    3. Upload supporting files to Drive and link to presentations
-    4. Organize presentations by topic and date
-    """,
-    agent=library_manager,
-    expected_output="Presentation library organized with thumbnails and linked supporting files"
-)
-
-crew = Crew(
-    agents=[library_manager],
-    tasks=[library_task]
-)
-
-crew.kickoff()
-```
-
-### Automated Presentation Workflows
-
-```python
-from crewai import Agent, Task, Crew
-
-presentation_automator = Agent(
-    role="Presentation Automator",
-    goal="Automate presentation creation and management workflows",
-    backstory="An AI assistant that automates complex presentation workflows and content generation.",
-    apps=['google_slides']
-)
-
-# Complex presentation automation task
-automation_task = Task(
-    description="""
-    1. Create multiple presentations for different departments
-    2. Import relevant data from various spreadsheets
-    3. Update existing presentations with new content
-    4. Generate thumbnails for all presentations
-    5. Link supporting documents from Drive
-    6. Create a master index presentation with links to all others
-    """,
-    agent=presentation_automator,
-    expected_output="Automated presentation workflow completed with multiple presentations and organized structure"
-)
-
-crew = Crew(
-    agents=[presentation_automator],
-    tasks=[automation_task]
-)
-
-crew.kickoff()
-```
-
-### Template and Content Creation
-
-```python
-from crewai import Agent, Task, Crew
-
-template_creator = Agent(
-    role="Template Creator",
-    goal="Create presentation templates and standardized content",
-    backstory="An AI assistant that creates consistent presentation templates and content standards.",
-    apps=['google_slides']
-)
-
-# Task to create templates
-template_task = Task(
-    description="""
-    1. Create blank presentation templates for different use cases
-    2. Add standard layouts and content placeholders
-    3. Create sample presentations with best practices
-    4. Generate thumbnails for template previews
-    5. Upload template assets to Drive and link appropriately
-    """,
-    agent=template_creator,
-    expected_output="Presentation templates created with standardized layouts and linked assets"
-)
-
-crew = Crew(
-    agents=[template_creator],
-    tasks=[template_task]
-)
-
-crew.kickoff()
-```
-
-## Troubleshooting
-
-### Common Issues
-
-**Permission Errors**
-- Ensure your Google account has appropriate permissions for Google Slides
-- Verify that the OAuth connection includes required scopes for presentations, spreadsheets, and drive access
-- Check that presentations are shared with the authenticated account
-
-**Presentation ID Issues**
-- Verify that presentation IDs are correct and presentations exist
-- Ensure you have access permissions to the presentations you're trying to modify
-- Check that presentation IDs are properly formatted
-
-**Content Update Issues**
-- Ensure batch update requests are properly formatted according to Google Slides API specifications
-- Verify that object IDs for slides and elements exist in the presentation
-- Check that write control revision IDs are current if using optimistic concurrency
-
-**Data Import Issues**
-- Verify that Google Sheet IDs are correct and accessible
-- Ensure data ranges are properly specified using A1 notation
-- Check that you have read permissions for the source spreadsheets
-
-**File Upload and Linking Issues**
-- Ensure file data is properly encoded for upload
-- Verify that Drive file IDs are correct when linking files
-- Check that you have appropriate Drive permissions for file operations
-
-**Page and Thumbnail Operations**
-- Verify that page object IDs exist in the specified presentation
-- Ensure presentations have content before attempting to generate thumbnails
-- Check that page structure is valid for thumbnail generation
-
-**Pagination and Listing Issues**
-- Use appropriate page sizes for listing presentations
-- Implement proper pagination using page tokens for large result sets
-- Handle empty result sets gracefully
-
-### Getting Help
-
-<Card title="Need Help?" icon="headset" href="mailto:support@crewai.com">
-  Contact our support team for assistance with Google Slides integration setup or troubleshooting.
-</Card>

docs/en/enterprise/integrations/hubspot.mdx

@@ -25,7 +25,7 @@ Before using the HubSpot integration, ensure you have:
 2. Find **HubSpot** in the Authentication Integrations section.
 3. Click **Connect** and complete the OAuth flow.
 4. Grant the necessary permissions for company and contact management.
-5. Copy your Enterprise Token from [Integration Settings](https://app.crewai.com/crewai_plus/settings/integrations)
+5. Copy your Enterprise Token from [Account Settings](https://app.crewai.com/crewai_plus/settings/account).
 
 ### 2. Install Required Package
 
@@ -33,26 +33,10 @@ Before using the HubSpot integration, ensure you have:
 uv add crewai-tools
 ```
 
-### 3. Environment Variable Setup
-
-<Note>
-  To use integrations with `Agent(apps=[])`, you must set the `CREWAI_PLATFORM_INTEGRATION_TOKEN` environment variable with your Enterprise Token.
-</Note>
-
-```bash
-export CREWAI_PLATFORM_INTEGRATION_TOKEN="your_enterprise_token"
-```
-
-Or add it to your `.env` file:
-
-```
-CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
-```
-
 ## Available Actions
 
 <AccordionGroup>
-  <Accordion title="hubspot/create_company">
+  <Accordion title="HUBSPOT_CREATE_RECORD_COMPANIES">
     **Description:** Create a new company record in HubSpot.
 
     **Parameters:**
@@ -117,7 +101,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `founded_year` (string, optional): Year Founded.
   </Accordion>
 
-  <Accordion title="hubspot/create_contact">
+  <Accordion title="HUBSPOT_CREATE_RECORD_CONTACTS">
     **Description:** Create a new contact record in HubSpot.
 
     **Parameters:**
@@ -216,7 +200,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `hs_googleplusid` (string, optional): googleplus ID.
   </Accordion>
 
-  <Accordion title="hubspot/create_deal">
+  <Accordion title="HUBSPOT_CREATE_RECORD_DEALS">
     **Description:** Create a new deal record in HubSpot.
 
     **Parameters:**
@@ -231,7 +215,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `hs_priority` (string, optional): The priority of the deal. Available values: `low`, `medium`, `high`.
   </Accordion>
 
-  <Accordion title="hubspot/create_record_engagements">
+  <Accordion title="HUBSPOT_CREATE_RECORD_ENGAGEMENTS">
     **Description:** Create a new engagement (e.g., note, email, call, meeting, task) in HubSpot.
 
     **Parameters:**
@@ -248,7 +232,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `hs_meeting_end_time` (string, optional): The end time of the meeting. (Used for `MEETING`)
   </Accordion>
 
-  <Accordion title="hubspot/update_company">
+  <Accordion title="HUBSPOT_UPDATE_RECORD_COMPANIES">
     **Description:** Update an existing company record in HubSpot.
 
     **Parameters:**
@@ -265,7 +249,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `description` (string, optional): Description.
   </Accordion>
 
-  <Accordion title="hubspot/create_record_any">
+  <Accordion title="HUBSPOT_CREATE_RECORD_ANY">
     **Description:** Create a record for a specified object type in HubSpot.
 
     **Parameters:**
@@ -273,7 +257,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - Additional parameters depend on the custom object's schema.
   </Accordion>
 
-  <Accordion title="hubspot/update_contact">
+  <Accordion title="HUBSPOT_UPDATE_RECORD_CONTACTS">
     **Description:** Update an existing contact record in HubSpot.
 
     **Parameters:**
@@ -287,7 +271,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `lifecyclestage` (string, optional): Lifecycle Stage.
   </Accordion>
 
-  <Accordion title="hubspot/update_deal">
+  <Accordion title="HUBSPOT_UPDATE_RECORD_DEALS">
     **Description:** Update an existing deal record in HubSpot.
 
     **Parameters:**
@@ -300,7 +284,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `dealtype` (string, optional): The type of deal.
   </Accordion>
 
-  <Accordion title="hubspot/update_record_engagements">
+  <Accordion title="HUBSPOT_UPDATE_RECORD_ENGAGEMENTS">
     **Description:** Update an existing engagement in HubSpot.
 
     **Parameters:**
@@ -311,7 +295,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `hs_task_status` (string, optional): The status of the task.
   </Accordion>
 
-  <Accordion title="hubspot/update_record_any">
+  <Accordion title="HUBSPOT_UPDATE_RECORD_ANY">
     **Description:** Update a record for a specified object type in HubSpot.
 
     **Parameters:**
@@ -320,28 +304,28 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - Additional parameters depend on the custom object's schema.
   </Accordion>
 
-  <Accordion title="hubspot/list_companies">
+  <Accordion title="HUBSPOT_GET_RECORDS_COMPANIES">
     **Description:** Get a list of company records from HubSpot.
 
     **Parameters:**
     - `paginationParameters` (object, optional): Use `pageCursor` to fetch subsequent pages.
   </Accordion>
 
-  <Accordion title="hubspot/list_contacts">
+  <Accordion title="HUBSPOT_GET_RECORDS_CONTACTS">
     **Description:** Get a list of contact records from HubSpot.
 
     **Parameters:**
     - `paginationParameters` (object, optional): Use `pageCursor` to fetch subsequent pages.
   </Accordion>
 
-  <Accordion title="hubspot/list_deals">
+  <Accordion title="HUBSPOT_GET_RECORDS_DEALS">
     **Description:** Get a list of deal records from HubSpot.
 
     **Parameters:**
     - `paginationParameters` (object, optional): Use `pageCursor` to fetch subsequent pages.
   </Accordion>
 
-  <Accordion title="hubspot/get_records_engagements">
+  <Accordion title="HUBSPOT_GET_RECORDS_ENGAGEMENTS">
     **Description:** Get a list of engagement records from HubSpot.
 
     **Parameters:**
@@ -349,7 +333,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `paginationParameters` (object, optional): Use `pageCursor` to fetch subsequent pages.
   </Accordion>
 
-  <Accordion title="hubspot/get_records_any">
+  <Accordion title="HUBSPOT_GET_RECORDS_ANY">
     **Description:** Get a list of records for any specified object type in HubSpot.
 
     **Parameters:**
@@ -357,35 +341,35 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `paginationParameters` (object, optional): Use `pageCursor` to fetch subsequent pages.
   </Accordion>
 
-  <Accordion title="hubspot/get_company">
+  <Accordion title="HUBSPOT_GET_RECORD_BY_ID_COMPANIES">
     **Description:** Get a single company record by its ID.
 
     **Parameters:**
     - `recordId` (string, required): The ID of the company to retrieve.
   </Accordion>
 
-  <Accordion title="hubspot/get_contact">
+  <Accordion title="HUBSPOT_GET_RECORD_BY_ID_CONTACTS">
     **Description:** Get a single contact record by its ID.
 
     **Parameters:**
     - `recordId` (string, required): The ID of the contact to retrieve.
   </Accordion>
 
-  <Accordion title="hubspot/get_deal">
+  <Accordion title="HUBSPOT_GET_RECORD_BY_ID_DEALS">
     **Description:** Get a single deal record by its ID.
 
     **Parameters:**
     - `recordId` (string, required): The ID of the deal to retrieve.
   </Accordion>
 
-  <Accordion title="hubspot/get_record_by_id_engagements">
+  <Accordion title="HUBSPOT_GET_RECORD_BY_ID_ENGAGEMENTS">
     **Description:** Get a single engagement record by its ID.
 
     **Parameters:**
     - `recordId` (string, required): The ID of the engagement to retrieve.
   </Accordion>
 
-  <Accordion title="hubspot/get_record_by_id_any">
+  <Accordion title="HUBSPOT_GET_RECORD_BY_ID_ANY">
     **Description:** Get a single record of any specified object type by its ID.
 
     **Parameters:**
@@ -393,7 +377,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `recordId` (string, required): The ID of the record to retrieve.
   </Accordion>
 
-  <Accordion title="hubspot/search_companies">
+  <Accordion title="HUBSPOT_SEARCH_RECORDS_COMPANIES">
     **Description:** Search for company records in HubSpot using a filter formula.
 
     **Parameters:**
@@ -401,7 +385,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `paginationParameters` (object, optional): Use `pageCursor` to fetch subsequent pages.
   </Accordion>
 
-  <Accordion title="hubspot/search_contacts">
+  <Accordion title="HUBSPOT_SEARCH_RECORDS_CONTACTS">
     **Description:** Search for contact records in HubSpot using a filter formula.
 
     **Parameters:**
@@ -409,7 +393,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `paginationParameters` (object, optional): Use `pageCursor` to fetch subsequent pages.
   </Accordion>
 
-  <Accordion title="hubspot/search_deals">
+  <Accordion title="HUBSPOT_SEARCH_RECORDS_DEALS">
     **Description:** Search for deal records in HubSpot using a filter formula.
 
     **Parameters:**
@@ -417,7 +401,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `paginationParameters` (object, optional): Use `pageCursor` to fetch subsequent pages.
   </Accordion>
 
-  <Accordion title="hubspot/search_records_engagements">
+  <Accordion title="HUBSPOT_SEARCH_RECORDS_ENGAGEMENTS">
     **Description:** Search for engagement records in HubSpot using a filter formula.
 
     **Parameters:**
@@ -425,7 +409,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `paginationParameters` (object, optional): Use `pageCursor` to fetch subsequent pages.
   </Accordion>
 
-  <Accordion title="hubspot/search_records_any">
+  <Accordion title="HUBSPOT_SEARCH_RECORDS_ANY">
     **Description:** Search for records of any specified object type in HubSpot.
 
     **Parameters:**
@@ -434,35 +418,35 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `paginationParameters` (object, optional): Use `pageCursor` to fetch subsequent pages.
   </Accordion>
 
-  <Accordion title="hubspot/delete_record_companies">
+  <Accordion title="HUBSPOT_DELETE_RECORD_COMPANIES">
     **Description:** Delete a company record by its ID.
 
     **Parameters:**
     - `recordId` (string, required): The ID of the company to delete.
   </Accordion>
 
-  <Accordion title="hubspot/delete_record_contacts">
+  <Accordion title="HUBSPOT_DELETE_RECORD_CONTACTS">
     **Description:** Delete a contact record by its ID.
 
     **Parameters:**
     - `recordId` (string, required): The ID of the contact to delete.
   </Accordion>
 
-  <Accordion title="hubspot/delete_record_deals">
+  <Accordion title="HUBSPOT_DELETE_RECORD_DEALS">
     **Description:** Delete a deal record by its ID.
 
     **Parameters:**
     - `recordId` (string, required): The ID of the deal to delete.
   </Accordion>
 
-  <Accordion title="hubspot/delete_record_engagements">
+  <Accordion title="HUBSPOT_DELETE_RECORD_ENGAGEMENTS">
     **Description:** Delete an engagement record by its ID.
 
     **Parameters:**
     - `recordId` (string, required): The ID of the engagement to delete.
   </Accordion>
 
-  <Accordion title="hubspot/delete_record_any">
+  <Accordion title="HUBSPOT_DELETE_RECORD_ANY">
     **Description:** Delete a record of any specified object type by its ID.
 
     **Parameters:**
@@ -470,7 +454,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `recordId` (string, required): The ID of the record to delete.
   </Accordion>
 
-  <Accordion title="hubspot/get_contacts_by_list_id">
+  <Accordion title="HUBSPOT_GET_CONTACTS_BY_LIST_ID">
     **Description:** Get contacts from a specific list by its ID.
 
     **Parameters:**
@@ -478,7 +462,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `paginationParameters` (object, optional): Use `pageCursor` for subsequent pages.
   </Accordion>
 
-  <Accordion title="hubspot/describe_action_schema">
+  <Accordion title="HUBSPOT_DESCRIBE_ACTION_SCHEMA">
     **Description:** Get the expected schema for a given object type and operation.
 
     **Parameters:**
@@ -493,13 +477,19 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+# Get enterprise tools (HubSpot tools will be included)
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 # Create an agent with HubSpot capabilities
 hubspot_agent = Agent(
     role="CRM Manager",
     goal="Manage company and contact records in HubSpot",
     backstory="An AI assistant specialized in CRM management.",
-    apps=['hubspot']  # All HubSpot actions will be available
+    tools=[enterprise_tools]
 )
 
 # Task to create a new company
@@ -521,14 +511,19 @@ crew.kickoff()
 ### Filtering Specific HubSpot Tools
 
 ```python
-from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+# Get only the tool to create contacts
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token",
+    actions_list=["hubspot_create_record_contacts"]
+)
 
-# Create agent with specific HubSpot actions only
 contact_creator = Agent(
     role="Contact Creator",
     goal="Create new contacts in HubSpot",
     backstory="An AI assistant that focuses on creating new contact entries in the CRM.",
-    apps=['hubspot/create_contact']  # Only contact creation action
+    tools=[enterprise_tools]
 )
 
 # Task to create a contact
@@ -550,13 +545,17 @@ crew.kickoff()
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
-# Create agent with HubSpot contact management capabilities
 crm_manager = Agent(
     role="CRM Manager",
     goal="Manage and organize HubSpot contacts efficiently.",
     backstory="An experienced CRM manager who maintains an organized contact database.",
-    apps=['hubspot']  # All HubSpot actions including contact management
+    tools=[enterprise_tools]
 )
 
 # Task to manage contacts

docs/en/enterprise/integrations/jira.mdx

@@ -25,7 +25,7 @@ Before using the Jira integration, ensure you have:
 2. Find **Jira** in the Authentication Integrations section
 3. Click **Connect** and complete the OAuth flow
 4. Grant the necessary permissions for issue and project management
-5. Copy your Enterprise Token from [Integration Settings](https://app.crewai.com/crewai_plus/settings/integrations)
+5. Copy your Enterprise Token from [Account Settings](https://app.crewai.com/crewai_plus/settings/account)
 
 ### 2. Install Required Package
 
@@ -33,26 +33,10 @@ Before using the Jira integration, ensure you have:
 uv add crewai-tools
 ```
 
-### 3. Environment Variable Setup
-
-<Note>
-  To use integrations with `Agent(apps=[])`, you must set the `CREWAI_PLATFORM_INTEGRATION_TOKEN` environment variable with your Enterprise Token.
-</Note>
-
-```bash
-export CREWAI_PLATFORM_INTEGRATION_TOKEN="your_enterprise_token"
-```
-
-Or add it to your `.env` file:
-
-```
-CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
-```
-
 ## Available Actions
 
 <AccordionGroup>
-  <Accordion title="jira/create_issue">
+  <Accordion title="JIRA_CREATE_ISSUE">
     **Description:** Create an issue in Jira.
 
     **Parameters:**
@@ -72,7 +56,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       ```
   </Accordion>
 
-  <Accordion title="jira/update_issue">
+  <Accordion title="JIRA_UPDATE_ISSUE">
     **Description:** Update an issue in Jira.
 
     **Parameters:**
@@ -87,14 +71,14 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `additionalFields` (string, optional): Additional Fields - Specify any other fields that should be included in JSON format.
   </Accordion>
 
-  <Accordion title="jira/get_issue_by_key">
+  <Accordion title="JIRA_GET_ISSUE_BY_KEY">
     **Description:** Get an issue by key in Jira.
 
     **Parameters:**
     - `issueKey` (string, required): Issue Key (example: "TEST-1234").
   </Accordion>
 
-  <Accordion title="jira/filter_issues">
+  <Accordion title="JIRA_FILTER_ISSUES">
     **Description:** Search issues in Jira using filters.
 
     **Parameters:**
@@ -120,7 +104,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `limit` (string, optional): Limit results - Limit the maximum number of issues to return. Defaults to 10 if left blank.
   </Accordion>
 
-  <Accordion title="jira/search_by_jql">
+  <Accordion title="JIRA_SEARCH_BY_JQL">
     **Description:** Search issues by JQL in Jira.
 
     **Parameters:**
@@ -133,13 +117,13 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       ```
   </Accordion>
 
-  <Accordion title="jira/update_issue_any">
+  <Accordion title="JIRA_UPDATE_ISSUE_ANY">
     **Description:** Update any issue in Jira. Use DESCRIBE_ACTION_SCHEMA to get properties schema for this function.
 
     **Parameters:** No specific parameters - use JIRA_DESCRIBE_ACTION_SCHEMA first to get the expected schema.
   </Accordion>
 
-  <Accordion title="jira/describe_action_schema">
+  <Accordion title="JIRA_DESCRIBE_ACTION_SCHEMA">
     **Description:** Get the expected schema for an issue type. Use this function first if no other function matches the issue type you want to operate on.
 
     **Parameters:**
@@ -148,7 +132,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
     - `operation` (string, required): Operation Type value, for example CREATE_ISSUE or UPDATE_ISSUE.
   </Accordion>
 
-  <Accordion title="jira/get_projects">
+  <Accordion title="JIRA_GET_PROJECTS">
     **Description:** Get Projects in Jira.
 
     **Parameters:**
@@ -160,27 +144,27 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       ```
   </Accordion>
 
-  <Accordion title="jira/get_issue_types_by_project">
+  <Accordion title="JIRA_GET_ISSUE_TYPES_BY_PROJECT">
     **Description:** Get Issue Types by project in Jira.
 
     **Parameters:**
     - `project` (string, required): Project key.
   </Accordion>
 
-  <Accordion title="jira/get_issue_types">
+  <Accordion title="JIRA_GET_ISSUE_TYPES">
     **Description:** Get all Issue Types in Jira.
 
     **Parameters:** None required.
   </Accordion>
 
-  <Accordion title="jira/get_issue_status_by_project">
+  <Accordion title="JIRA_GET_ISSUE_STATUS_BY_PROJECT">
     **Description:** Get issue statuses for a given project.
 
     **Parameters:**
     - `project` (string, required): Project key.
   </Accordion>
 
-  <Accordion title="jira/get_all_assignees_by_project">
+  <Accordion title="JIRA_GET_ALL_ASSIGNEES_BY_PROJECT">
     **Description:** Get assignees for a given project.
 
     **Parameters:**
@@ -194,14 +178,19 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
 
 ```python
 from crewai import Agent, Task, Crew
-from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+# Get enterprise tools (Jira tools will be included)
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 # Create an agent with Jira capabilities
 jira_agent = Agent(
     role="Issue Manager",
     goal="Manage Jira issues and track project progress efficiently",
     backstory="An AI assistant specialized in issue tracking and project management.",
-    apps=['jira']  # All Jira actions will be available
+    tools=[enterprise_tools]
 )
 
 # Task to create a bug report
@@ -223,12 +212,19 @@ crew.kickoff()
 ### Filtering Specific Jira Tools
 
 ```python
+from crewai_tools import CrewaiEnterpriseTools
+
+# Get only specific Jira tools
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token",
+    actions_list=["jira_create_issue", "jira_update_issue", "jira_search_by_jql"]
+)
 
 issue_coordinator = Agent(
     role="Issue Coordinator",
     goal="Create and manage Jira issues efficiently",
     backstory="An AI assistant that focuses on issue creation and management.",
-    apps=['jira']
+    tools=enterprise_tools
 )
 
 # Task to manage issue workflow
@@ -250,12 +246,17 @@ crew.kickoff()
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 project_analyst = Agent(
     role="Project Analyst",
     goal="Analyze project data and generate insights from Jira",
     backstory="An experienced project analyst who extracts insights from project management data.",
-    apps=['jira']
+    tools=[enterprise_tools]
 )
 
 # Task to analyze project status
@@ -282,12 +283,17 @@ crew.kickoff()
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 automation_manager = Agent(
     role="Automation Manager",
     goal="Automate issue management and workflow processes",
     backstory="An AI assistant that automates repetitive issue management tasks.",
-    apps=['jira']
+    tools=[enterprise_tools]
 )
 
 # Task to automate issue management
@@ -315,12 +321,17 @@ crew.kickoff()
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 schema_specialist = Agent(
     role="Schema Specialist",
     goal="Handle complex Jira operations using dynamic schemas",
     backstory="An AI assistant that can work with dynamic Jira schemas and custom issue types.",
-    apps=['jira']
+    tools=[enterprise_tools]
 )
 
 # Task using schema-based operations

docs/en/enterprise/integrations/linear.mdx

@@ -25,7 +25,7 @@ Before using the Linear integration, ensure you have:
 2. Find **Linear** in the Authentication Integrations section
 3. Click **Connect** and complete the OAuth flow
 4. Grant the necessary permissions for issue and project management
-5. Copy your Enterprise Token from [Integration Settings](https://app.crewai.com/crewai_plus/settings/integrations)
+5. Copy your Enterprise Token from [Account Settings](https://app.crewai.com/crewai_plus/settings/account)
 
 ### 2. Install Required Package
 
@@ -33,26 +33,10 @@ Before using the Linear integration, ensure you have:
 uv add crewai-tools
 ```
 
-### 3. Environment Variable Setup
-
-<Note>
-  To use integrations with `Agent(apps=[])`, you must set the `CREWAI_PLATFORM_INTEGRATION_TOKEN` environment variable with your Enterprise Token.
-</Note>
-
-```bash
-export CREWAI_PLATFORM_INTEGRATION_TOKEN="your_enterprise_token"
-```
-
-Or add it to your `.env` file:
-
-```
-CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
-```
-
 ## Available Actions
 
 <AccordionGroup>
-  <Accordion title="linear/create_issue">
+  <Accordion title="LINEAR_CREATE_ISSUE">
     **Description:** Create a new issue in Linear.
 
     **Parameters:**
@@ -72,7 +56,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       ```
   </Accordion>
 
-  <Accordion title="linear/update_issue">
+  <Accordion title="LINEAR_UPDATE_ISSUE">
     **Description:** Update an issue in Linear.
 
     **Parameters:**
@@ -92,21 +76,21 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       ```
   </Accordion>
 
-  <Accordion title="linear/get_issue_by_id">
+  <Accordion title="LINEAR_GET_ISSUE_BY_ID">
     **Description:** Get an issue by ID in Linear.
 
     **Parameters:**
     - `issueId` (string, required): Issue ID - Specify the record ID of the issue to fetch. (example: "90fbc706-18cd-42c9-ae66-6bd344cc8977").
   </Accordion>
 
-  <Accordion title="linear/get_issue_by_issue_identifier">
+  <Accordion title="LINEAR_GET_ISSUE_BY_ISSUE_IDENTIFIER">
     **Description:** Get an issue by issue identifier in Linear.
 
     **Parameters:**
     - `externalId` (string, required): External ID - Specify the human-readable Issue identifier of the issue to fetch. (example: "ABC-1").
   </Accordion>
 
-  <Accordion title="linear/search_issue">
+  <Accordion title="LINEAR_SEARCH_ISSUE">
     **Description:** Search issues in Linear.
 
     **Parameters:**
@@ -133,21 +117,21 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       Available operators: `$stringExactlyMatches`, `$stringDoesNotExactlyMatch`, `$stringIsIn`, `$stringIsNotIn`, `$stringStartsWith`, `$stringDoesNotStartWith`, `$stringEndsWith`, `$stringDoesNotEndWith`, `$stringContains`, `$stringDoesNotContain`, `$stringGreaterThan`, `$stringLessThan`, `$numberGreaterThanOrEqualTo`, `$numberLessThanOrEqualTo`, `$numberGreaterThan`, `$numberLessThan`, `$dateTimeAfter`, `$dateTimeBefore`
   </Accordion>
 
-  <Accordion title="linear/delete_issue">
+  <Accordion title="LINEAR_DELETE_ISSUE">
     **Description:** Delete an issue in Linear.
 
     **Parameters:**
     - `issueId` (string, required): Issue ID - Specify the record ID of the issue to delete. (example: "90fbc706-18cd-42c9-ae66-6bd344cc8977").
   </Accordion>
 
-  <Accordion title="linear/archive_issue">
+  <Accordion title="LINEAR_ARCHIVE_ISSUE">
     **Description:** Archive an issue in Linear.
 
     **Parameters:**
     - `issueId` (string, required): Issue ID - Specify the record ID of the issue to archive. (example: "90fbc706-18cd-42c9-ae66-6bd344cc8977").
   </Accordion>
 
-  <Accordion title="linear/create_sub_issue">
+  <Accordion title="LINEAR_CREATE_SUB_ISSUE">
     **Description:** Create a sub-issue in Linear.
 
     **Parameters:**
@@ -163,7 +147,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       ```
   </Accordion>
 
-  <Accordion title="linear/create_project">
+  <Accordion title="LINEAR_CREATE_PROJECT">
     **Description:** Create a new project in Linear.
 
     **Parameters:**
@@ -185,7 +169,7 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       ```
   </Accordion>
 
-  <Accordion title="linear/update_project">
+  <Accordion title="LINEAR_UPDATE_PROJECT">
     **Description:** Update a project in Linear.
 
     **Parameters:**
@@ -201,21 +185,21 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
       ```
   </Accordion>
 
-  <Accordion title="linear/get_project_by_id">
+  <Accordion title="LINEAR_GET_PROJECT_BY_ID">
     **Description:** Get a project by ID in Linear.
 
     **Parameters:**
     - `projectId` (string, required): Project ID - Specify the Project ID of the project to fetch. (example: "a6634484-6061-4ac7-9739-7dc5e52c796b").
   </Accordion>
 
-  <Accordion title="linear/delete_project">
+  <Accordion title="LINEAR_DELETE_PROJECT">
     **Description:** Delete a project in Linear.
 
     **Parameters:**
     - `projectId` (string, required): Project ID - Specify the Project ID of the project to delete. (example: "a6634484-6061-4ac7-9739-7dc5e52c796b").
   </Accordion>
 
-  <Accordion title="linear/search_teams">
+  <Accordion title="LINEAR_SEARCH_TEAMS">
     **Description:** Search teams in Linear.
 
     **Parameters:**
@@ -247,14 +231,19 @@ CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
 
 ```python
 from crewai import Agent, Task, Crew
-from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+# Get enterprise tools (Linear tools will be included)
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 # Create an agent with Linear capabilities
 linear_agent = Agent(
     role="Development Manager",
     goal="Manage Linear issues and track development progress efficiently",
     backstory="An AI assistant specialized in software development project management.",
-    apps=['linear']  # All Linear actions will be available
+    tools=[enterprise_tools]
 )
 
 # Task to create a bug report
@@ -276,12 +265,19 @@ crew.kickoff()
 ### Filtering Specific Linear Tools
 
 ```python
+from crewai_tools import CrewaiEnterpriseTools
+
+# Get only specific Linear tools
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token",
+    actions_list=["linear_create_issue", "linear_update_issue", "linear_search_issue"]
+)
 
 issue_manager = Agent(
     role="Issue Manager",
     goal="Create and manage Linear issues efficiently",
     backstory="An AI assistant that focuses on issue creation and lifecycle management.",
-    apps=['linear/create_issue']
+    tools=enterprise_tools
 )
 
 # Task to manage issue workflow
@@ -303,12 +299,17 @@ crew.kickoff()
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 project_coordinator = Agent(
     role="Project Coordinator",
     goal="Coordinate projects and teams in Linear efficiently",
     backstory="An experienced project coordinator who manages development cycles and team workflows.",
-    apps=['linear']
+    tools=[enterprise_tools]
 )
 
 # Task to coordinate project setup
@@ -335,12 +336,17 @@ crew.kickoff()
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 task_organizer = Agent(
     role="Task Organizer",
     goal="Organize complex issues into manageable sub-tasks",
     backstory="An AI assistant that breaks down complex development work into organized sub-tasks.",
-    apps=['linear']
+    tools=[enterprise_tools]
 )
 
 # Task to create issue hierarchy
@@ -367,12 +373,17 @@ crew.kickoff()
 
 ```python
 from crewai import Agent, Task, Crew
+from crewai_tools import CrewaiEnterpriseTools
+
+enterprise_tools = CrewaiEnterpriseTools(
+    enterprise_token="your_enterprise_token"
+)
 
 workflow_automator = Agent(
     role="Workflow Automator",
     goal="Automate development workflow processes in Linear",
     backstory="An AI assistant that automates repetitive development workflow tasks.",
-    apps=['linear']
+    tools=[enterprise_tools]
 )
 
 # Complex workflow automation task

docs/en/enterprise/integrations/microsoft_excel.mdx

@@ -1,462 +0,0 @@
----
-title: Microsoft Excel Integration
-description: "Workbook and data management with Microsoft Excel integration for CrewAI."
-icon: "table"
-mode: "wide"
----
-
-## Overview
-
-Enable your agents to create and manage Excel workbooks, worksheets, tables, and charts in OneDrive or SharePoint. Manipulate data ranges, create visualizations, manage tables, and streamline your spreadsheet workflows with AI-powered automation.
-
-## Prerequisites
-
-Before using the Microsoft Excel integration, ensure you have:
-
-- A [CrewAI AMP](https://app.crewai.com) account with an active subscription
-- A Microsoft 365 account with Excel and OneDrive/SharePoint access
-- Connected your Microsoft account through the [Integrations page](https://app.crewai.com/crewai_plus/connectors)
-
-## Setting Up Microsoft Excel Integration
-
-### 1. Connect Your Microsoft Account
-
-1. Navigate to [CrewAI AMP Integrations](https://app.crewai.com/crewai_plus/connectors)
-2. Find **Microsoft Excel** in the Authentication Integrations section
-3. Click **Connect** and complete the OAuth flow
-4. Grant the necessary permissions for files and Excel workbook access
-5. Copy your Enterprise Token from [Integration Settings](https://app.crewai.com/crewai_plus/settings/integrations)
-
-### 2. Install Required Package
-
-```bash
-uv add crewai-tools
-```
-
-### 3. Environment Variable Setup
-
-<Note>
-  To use integrations with `Agent(apps=[])`, you must set the `CREWAI_PLATFORM_INTEGRATION_TOKEN` environment variable with your Enterprise Token.
-</Note>
-
-```bash
-export CREWAI_PLATFORM_INTEGRATION_TOKEN="your_enterprise_token"
-```
-
-Or add it to your `.env` file:
-
-```
-CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
-```
-
-## Available Actions
-
-<AccordionGroup>
-  <Accordion title="microsoft_excel/create_workbook">
-    **Description:** Create a new Excel workbook in OneDrive or SharePoint.
-
-    **Parameters:**
-    - `file_path` (string, required): Path where to create the workbook (e.g., 'MyWorkbook.xlsx')
-    - `worksheets` (array, optional): Initial worksheets to create
-      ```json
-      [
-        {
-          "name": "Sheet1"
-        },
-        {
-          "name": "Data"
-        }
-      ]
-      ```
-  </Accordion>
-
-  <Accordion title="microsoft_excel/get_workbooks">
-    **Description:** Get all Excel workbooks from OneDrive or SharePoint.
-
-    **Parameters:**
-    - `select` (string, optional): Select specific properties to return
-    - `filter` (string, optional): Filter results using OData syntax
-    - `expand` (string, optional): Expand related resources inline
-    - `top` (integer, optional): Number of items to return. Minimum: 1, Maximum: 999
-    - `orderby` (string, optional): Order results by specified properties
-  </Accordion>
-
-  <Accordion title="microsoft_excel/get_worksheets">
-    **Description:** Get all worksheets in an Excel workbook.
-
-    **Parameters:**
-    - `file_id` (string, required): The ID of the Excel file
-    - `select` (string, optional): Select specific properties to return (e.g., 'id,name,position')
-    - `filter` (string, optional): Filter results using OData syntax
-    - `expand` (string, optional): Expand related resources inline
-    - `top` (integer, optional): Number of items to return. Minimum: 1, Maximum: 999
-    - `orderby` (string, optional): Order results by specified properties
-  </Accordion>
-
-  <Accordion title="microsoft_excel/create_worksheet">
-    **Description:** Create a new worksheet in an Excel workbook.
-
-    **Parameters:**
-    - `file_id` (string, required): The ID of the Excel file
-    - `name` (string, required): Name of the new worksheet
-  </Accordion>
-
-  <Accordion title="microsoft_excel/get_range_data">
-    **Description:** Get data from a specific range in an Excel worksheet.
-
-    **Parameters:**
-    - `file_id` (string, required): The ID of the Excel file
-    - `worksheet_name` (string, required): Name of the worksheet
-    - `range` (string, required): Range address (e.g., 'A1:C10')
-  </Accordion>
-
-  <Accordion title="microsoft_excel/update_range_data">
-    **Description:** Update data in a specific range in an Excel worksheet.
-
-    **Parameters:**
-    - `file_id` (string, required): The ID of the Excel file
-    - `worksheet_name` (string, required): Name of the worksheet
-    - `range` (string, required): Range address (e.g., 'A1:C10')
-    - `values` (array, required): 2D array of values to set in the range
-      ```json
-      [
-        ["Name", "Age", "City"],
-        ["John", 30, "New York"],
-        ["Jane", 25, "Los Angeles"]
-      ]
-      ```
-  </Accordion>
-
-  <Accordion title="microsoft_excel/add_table">
-    **Description:** Create a table in an Excel worksheet.
-
-    **Parameters:**
-    - `file_id` (string, required): The ID of the Excel file
-    - `worksheet_name` (string, required): Name of the worksheet
-    - `range` (string, required): Range for the table (e.g., 'A1:D10')
-    - `has_headers` (boolean, optional): Whether the first row contains headers. Default: true
-  </Accordion>
-
-  <Accordion title="microsoft_excel/get_tables">
-    **Description:** Get all tables in an Excel worksheet.
-
-    **Parameters:**
-    - `file_id` (string, required): The ID of the Excel file
-    - `worksheet_name` (string, required): Name of the worksheet
-  </Accordion>
-
-  <Accordion title="microsoft_excel/add_table_row">
-    **Description:** Add a new row to an Excel table.
-
-    **Parameters:**
-    - `file_id` (string, required): The ID of the Excel file
-    - `worksheet_name` (string, required): Name of the worksheet
-    - `table_name` (string, required): Name of the table
-    - `values` (array, required): Array of values for the new row
-      ```json
-      ["John Doe", 35, "Manager", "Sales"]
-      ```
-  </Accordion>
-
-  <Accordion title="microsoft_excel/create_chart">
-    **Description:** Create a chart in an Excel worksheet.
-
-    **Parameters:**
-    - `file_id` (string, required): The ID of the Excel file
-    - `worksheet_name` (string, required): Name of the worksheet
-    - `chart_type` (string, required): Type of chart (e.g., 'ColumnClustered', 'Line', 'Pie')
-    - `source_data` (string, required): Range of data for the chart (e.g., 'A1:B10')
-    - `series_by` (string, optional): How to interpret the data ('Auto', 'Columns', or 'Rows'). Default: Auto
-  </Accordion>
-
-  <Accordion title="microsoft_excel/get_cell">
-    **Description:** Get the value of a single cell in an Excel worksheet.
-
-    **Parameters:**
-    - `file_id` (string, required): The ID of the Excel file
-    - `worksheet_name` (string, required): Name of the worksheet
-    - `row` (integer, required): Row number (0-based)
-    - `column` (integer, required): Column number (0-based)
-  </Accordion>
-
-  <Accordion title="microsoft_excel/get_used_range">
-    **Description:** Get the used range of an Excel worksheet (contains all data).
-
-    **Parameters:**
-    - `file_id` (string, required): The ID of the Excel file
-    - `worksheet_name` (string, required): Name of the worksheet
-  </Accordion>
-
-  <Accordion title="microsoft_excel/list_charts">
-    **Description:** Get all charts in an Excel worksheet.
-
-    **Parameters:**
-    - `file_id` (string, required): The ID of the Excel file
-    - `worksheet_name` (string, required): Name of the worksheet
-  </Accordion>
-
-  <Accordion title="microsoft_excel/delete_worksheet">
-    **Description:** Delete a worksheet from an Excel workbook.
-
-    **Parameters:**
-    - `file_id` (string, required): The ID of the Excel file
-    - `worksheet_name` (string, required): Name of the worksheet to delete
-  </Accordion>
-
-  <Accordion title="microsoft_excel/delete_table">
-    **Description:** Delete a table from an Excel worksheet.
-
-    **Parameters:**
-    - `file_id` (string, required): The ID of the Excel file
-    - `worksheet_name` (string, required): Name of the worksheet
-    - `table_name` (string, required): Name of the table to delete
-  </Accordion>
-
-  <Accordion title="microsoft_excel/list_names">
-    **Description:** Get all named ranges in an Excel workbook.
-
-    **Parameters:**
-    - `file_id` (string, required): The ID of the Excel file
-  </Accordion>
-</AccordionGroup>
-
-## Usage Examples
-
-### Basic Excel Agent Setup
-
-```python
-from crewai import Agent, Task, Crew
-
-# Create an agent with Excel capabilities
-excel_agent = Agent(
-    role="Excel Data Manager",
-    goal="Manage Excel workbooks and data efficiently",
-    backstory="An AI assistant specialized in Excel data management and analysis.",
-    apps=['microsoft_excel']  # All Excel actions will be available
-)
-
-# Task to create and populate a workbook
-data_management_task = Task(
-    description="Create a new sales report workbook with data analysis and charts",
-    agent=excel_agent,
-    expected_output="Excel workbook created with sales data, analysis, and visualizations"
-)
-
-# Run the task
-crew = Crew(
-    agents=[excel_agent],
-    tasks=[data_management_task]
-)
-
-crew.kickoff()
-```
-
-### Data Analysis and Reporting
-
-```python
-from crewai import Agent, Task, Crew
-
-data_analyst = Agent(
-    role="Data Analyst",
-    goal="Analyze data in Excel and create comprehensive reports",
-    backstory="An AI assistant that specializes in data analysis and Excel reporting.",
-    apps=[
-        'microsoft_excel/get_workbooks',
-        'microsoft_excel/get_range_data',
-        'microsoft_excel/create_chart',
-        'microsoft_excel/add_table'
-    ]
-)
-
-# Task to analyze existing data
-analysis_task = Task(
-    description="Analyze sales data in existing workbooks and create summary charts and tables",
-    agent=data_analyst,
-    expected_output="Data analyzed with summary charts and tables created"
-)
-
-crew = Crew(
-    agents=[data_analyst],
-    tasks=[analysis_task]
-)
-
-crew.kickoff()
-```
-
-### Workbook Creation and Structure
-
-```python
-from crewai import Agent, Task, Crew
-
-workbook_creator = Agent(
-    role="Workbook Creator",
-    goal="Create structured Excel workbooks with multiple worksheets and data organization",
-    backstory="An AI assistant that creates well-organized Excel workbooks for various business needs.",
-    apps=['microsoft_excel']
-)
-
-# Task to create structured workbooks
-creation_task = Task(
-    description="""
-    1. Create a new quarterly report workbook
-    2. Add multiple worksheets for different departments
-    3. Create tables with headers for data organization
-    4. Set up charts for key metrics visualization
-    """,
-    agent=workbook_creator,
-    expected_output="Structured workbook created with multiple worksheets, tables, and charts"
-)
-
-crew = Crew(
-    agents=[workbook_creator],
-    tasks=[creation_task]
-)
-
-crew.kickoff()
-```
-
-### Data Manipulation and Updates
-
-```python
-from crewai import Agent, Task, Crew
-
-data_manipulator = Agent(
-    role="Data Manipulator",
-    goal="Update and manipulate data in Excel worksheets efficiently",
-    backstory="An AI assistant that handles data updates, table management, and range operations.",
-    apps=['microsoft_excel']
-)
-
-# Task to manipulate data
-manipulation_task = Task(
-    description="""
-    1. Get data from existing worksheets
-    2. Update specific ranges with new information
-    3. Add new rows to existing tables
-    4. Create additional charts based on updated data
-    5. Organize data across multiple worksheets
-    """,
-    agent=data_manipulator,
-    expected_output="Data updated across worksheets with new charts and organized structure"
-)
-
-crew = Crew(
-    agents=[data_manipulator],
-    tasks=[manipulation_task]
-)
-
-crew.kickoff()
-```
-
-### Advanced Excel Automation
-
-```python
-from crewai import Agent, Task, Crew
-
-excel_automator = Agent(
-    role="Excel Automator",
-    goal="Automate complex Excel workflows and data processing",
-    backstory="An AI assistant that automates sophisticated Excel operations and data workflows.",
-    apps=['microsoft_excel']
-)
-
-# Complex automation task
-automation_task = Task(
-    description="""
-    1. Scan all Excel workbooks for specific data patterns
-    2. Create consolidated reports from multiple workbooks
-    3. Generate charts and tables for trend analysis
-    4. Set up named ranges for easy data reference
-    5. Create dashboard worksheets with key metrics
-    6. Clean up unused worksheets and tables
-    """,
-    agent=excel_automator,
-    expected_output="Automated Excel workflow completed with consolidated reports and dashboards"
-)
-
-crew = Crew(
-    agents=[excel_automator],
-    tasks=[automation_task]
-)
-
-crew.kickoff()
-```
-
-### Financial Modeling and Analysis
-
-```python
-from crewai import Agent, Task, Crew
-
-financial_modeler = Agent(
-    role="Financial Modeler",
-    goal="Create financial models and analysis in Excel",
-    backstory="An AI assistant specialized in financial modeling and analysis using Excel.",
-    apps=['microsoft_excel']
-)
-
-# Task for financial modeling
-modeling_task = Task(
-    description="""
-    1. Create financial model workbooks with multiple scenarios
-    2. Set up input tables for assumptions and variables
-    3. Create calculation worksheets with formulas and logic
-    4. Generate charts for financial projections and trends
-    5. Add summary tables for key financial metrics
-    6. Create sensitivity analysis tables
-    """,
-    agent=financial_modeler,
-    expected_output="Financial model created with scenarios, calculations, and analysis charts"
-)
-
-crew = Crew(
-    agents=[financial_modeler],
-    tasks=[modeling_task]
-)
-
-crew.kickoff()
-```
-
-## Troubleshooting
-
-### Common Issues
-
-**Permission Errors**
-- Ensure your Microsoft account has appropriate permissions for Excel and OneDrive/SharePoint
-- Verify that the OAuth connection includes required scopes (Files.Read.All, Files.ReadWrite.All)
-- Check that you have access to the specific workbooks you're trying to modify
-
-**File ID and Path Issues**
-- Verify that file IDs are correct and files exist in your OneDrive or SharePoint
-- Ensure file paths are properly formatted when creating new workbooks
-- Check that workbook files have the correct .xlsx extension
-
-**Worksheet and Range Issues**
-- Verify that worksheet names exist in the specified workbook
-- Ensure range addresses are properly formatted (e.g., 'A1:C10')
-- Check that ranges don't exceed worksheet boundaries
-
-**Data Format Issues**
-- Ensure data values are properly formatted for Excel (strings, numbers, integers)
-- Verify that 2D arrays for ranges have consistent row and column counts
-- Check that table data includes proper headers when has_headers is true
-
-**Chart Creation Issues**
-- Verify that chart types are supported (ColumnClustered, Line, Pie, etc.)
-- Ensure source data ranges contain appropriate data for the chart type
-- Check that the source data range exists and contains data
-
-**Table Management Issues**
-- Ensure table names are unique within worksheets
-- Verify that table ranges don't overlap with existing tables
-- Check that new row data matches the table's column structure
-
-**Cell and Range Operations**
-- Verify that row and column indices are 0-based for cell operations
-- Ensure ranges contain data when using get_used_range
-- Check that named ranges exist before referencing them
-
-### Getting Help
-
-<Card title="Need Help?" icon="headset" href="mailto:support@crewai.com">
-  Contact our support team for assistance with Microsoft Excel integration setup or troubleshooting.
-</Card>

docs/en/enterprise/integrations/microsoft_onedrive.mdx

@@ -1,266 +0,0 @@
----
-title: Microsoft OneDrive Integration
-description: "File and folder management with Microsoft OneDrive integration for CrewAI."
-icon: "cloud"
-mode: "wide"
----
-
-## Overview
-
-Enable your agents to upload, download, and manage files and folders in Microsoft OneDrive. Automate file operations, organize content, create sharing links, and streamline your cloud storage workflows with AI-powered automation.
-
-## Prerequisites
-
-Before using the Microsoft OneDrive integration, ensure you have:
-
-- A [CrewAI AMP](https://app.crewai.com) account with an active subscription
-- A Microsoft account with OneDrive access
-- Connected your Microsoft account through the [Integrations page](https://app.crewai.com/crewai_plus/connectors)
-
-## Setting Up Microsoft OneDrive Integration
-
-### 1. Connect Your Microsoft Account
-
-1. Navigate to [CrewAI AMP Integrations](https://app.crewai.com/crewai_plus/connectors)
-2. Find **Microsoft OneDrive** in the Authentication Integrations section
-3. Click **Connect** and complete the OAuth flow
-4. Grant the necessary permissions for file access
-5. Copy your Enterprise Token from [Integration Settings](https://app.crewai.com/crewai_plus/settings/integrations)
-
-### 2. Install Required Package
-
-```bash
-uv add crewai-tools
-```
-
-### 3. Environment Variable Setup
-
-<Note>
-  To use integrations with `Agent(apps=[])`, you must set the `CREWAI_PLATFORM_INTEGRATION_TOKEN` environment variable with your Enterprise Token.
-</Note>
-
-```bash
-export CREWAI_PLATFORM_INTEGRATION_TOKEN="your_enterprise_token"
-```
-
-Or add it to your `.env` file:
-
-```
-CREWAI_PLATFORM_INTEGRATION_TOKEN=your_enterprise_token
-```
-
-## Available Actions
-
-<AccordionGroup>
-  <Accordion title="microsoft_onedrive/list_files">
-    **Description:** List files and folders in OneDrive.
-
-    **Parameters:**
-    - `top` (integer, optional): Number of items to retrieve (max 1000). Default is `50`.
-    - `orderby` (string, optional): Order by field (e.g., "name asc", "lastModifiedDateTime desc"). Default is "name asc".
-    - `filter` (string, optional): OData filter expression.
-  </Accordion>
-
-  <Accordion title="microsoft_onedrive/get_file_info">
-    **Description:** Get information about a specific file or folder.
-
-    **Parameters:**
-    - `item_id` (string, required): The ID of the file or folder.
-  </Accordion>
-
-  <Accordion title="microsoft_onedrive/download_file">
-    **Description:** Download a file from OneDrive.
-
-    **Parameters:**
-    - `item_id` (string, required): The ID of the file to download.
-  </Accordion>
-
-  <Accordion title="microsoft_onedrive/upload_file">
-    **Description:** Upload a file to OneDrive.
-
-    **Parameters:**
-    - `file_name` (string, required): Name of the file to upload.
-    - `content` (string, required): Base64 encoded file content.
-  </Accordion>
-
-  <Accordion title="microsoft_onedrive/create_folder">
-    **Description:** Create a new folder in OneDrive.
-
-    **Parameters:**
-    - `folder_name` (string, required): Name of the folder to create.
-  </Accordion>
-
-  <Accordion title="microsoft_onedrive/delete_item">
-    **Description:** Delete a file or folder from OneDrive.
-
-    **Parameters:**
-    - `item_id` (string, required): The ID of the file or folder to delete.
-  </Accordion>
-
-  <Accordion title="microsoft_onedrive/copy_item">
-    **Description:** Copy a file or folder in OneDrive.
-
-    **Parameters:**
-    - `item_id` (string, required): The ID of the file or folder to copy.
-    - `parent_id` (string, optional): The ID of the destination folder (optional, defaults to root).
-    - `new_name` (string, optional): New name for the copied item (optional).
-  </Accordion>
-
-  <Accordion title="microsoft_onedrive/move_item">
-    **Description:** Move a file or folder in OneDrive.
-
-    **Parameters:**
-    - `item_id` (string, required): The ID of the file or folder to move.
-    - `parent_id` (string, required): The ID of the destination folder.
-    - `new_name` (string, optional): New name for the item (optional).
-  </Accordion>
-
-  <Accordion title="microsoft_onedrive/search_files">
-    **Description:** Search for files and folders in OneDrive.
-
-    **Parameters:**
-    - `query` (string, required): Search query string.
-    - `top` (integer, optional): Number of results to return (max 1000). Default is `50`.
-  </Accordion>
-
-  <Accordion title="microsoft_onedrive/share_item">
-    **Description:** Create a sharing link for a file or folder.
-
-    **Parameters:**
-    - `item_id` (string, required): The ID of the file or folder to share.
-    - `type` (string, optional): Type of sharing link. Enum: `view`, `edit`, `embed`. Default is `view`.
-    - `scope` (string, optional): Scope of the sharing link. Enum: `anonymous`, `organization`. Default is `anonymous`.
-  </Accordion>
-
-  <Accordion title="microsoft_onedrive/get_thumbnails">
-    **Description:** Get thumbnails for a file.
-
-    **Parameters:**
-    - `item_id` (string, required): The ID of the file.
-  </Accordion>
-</AccordionGroup>
-
-## Usage Examples
-
-### Basic Microsoft OneDrive Agent Setup
-
-```python
-from crewai import Agent, Task, Crew
-
-# Create an agent with Microsoft OneDrive capabilities
-onedrive_agent = Agent(
-    role="File Manager",
-    goal="Manage files and folders in OneDrive efficiently",
-    backstory="An AI assistant specialized in Microsoft OneDrive file operations and organization.",
-    apps=['microsoft_onedrive']  # All OneDrive actions will be available
-)
-
-# Task to list files and create a folder
-organize_files_task = Task(
-    description="List all files in my OneDrive root directory and create a new folder called 'Project Documents'.",
-    agent=onedrive_agent,
-    expected_output="List of files displayed and new folder 'Project Documents' created."
-)
-
-# Run the task
-crew = Crew(
-    agents=[onedrive_agent],
-    tasks=[organize_files_task]
-)
-
-crew.kickoff()
-```
-
-### File Upload and Management
-
-```python
-from crewai import Agent, Task, Crew
-
-# Create an agent focused on file operations
-file_operator = Agent(
-    role="File Operator",
-    goal="Upload, download, and manage files with precision",
-    backstory="An AI assistant skilled in file handling and content management.",
-    apps=['microsoft_onedrive/upload_file', 'microsoft_onedrive/download_file', 'microsoft_onedrive/get_file_info']
-)
-
-# Task to upload and manage a file
-file_management_task = Task(
-    description="Upload a text file named 'report.txt' with content 'This is a sample report for the project.' Then get information about the uploaded file.",
-    agent=file_operator,
-    expected_output="File uploaded successfully and file information retrieved."
-)
-
-crew = Crew(
-    agents=[file_operator],
-    tasks=[file_management_task]
-)
-
-crew.kickoff()
-```
-
-### File Organization and Sharing
-
-```python
-from crewai import Agent, Task, Crew
-
-# Create an agent for file organization and sharing
-file_organizer = Agent(
-    role="File Organizer",
-    goal="Organize files and create sharing links for collaboration",
-    backstory="An AI assistant that excels at organizing files and managing sharing permissions.",
-    apps=['microsoft_onedrive/search_files', 'microsoft_onedrive/move_item', 'microsoft_onedrive/share_item', 'microsoft_onedrive/create_folder']
-)
-
-# Task to organize and share files
-organize_share_task = Task(
-    description="Search for files containing 'presentation' in the name, create a folder called 'Presentations', move the found files to this folder, and create a view-only sharing link for the folder.",
-    agent=file_organizer,
-    expected_output="Files organized into 'Presentations' folder and sharing link created."
-)
-
-crew = Crew(
-    agents=[file_organizer],
-    tasks=[organize_share_task]
-)
-
-crew.kickoff()
-```
-
-## Troubleshooting
-
-### Common Issues
-
-**Authentication Errors**
-- Ensure your Microsoft account has the necessary permissions for file access (e.g., `Files.Read`, `Files.ReadWrite`).
-- Verify that the OAuth connection includes all required scopes.
-
-**File Upload Issues**
-- Ensure `file_name` and `content` are provided for file uploads.
-- Content must be Base64 encoded for binary files.
-- Check that you have write permissions to OneDrive.
-
-**File/Folder ID Issues**
-- Double-check item IDs for correctness when accessing specific files or folders.
-- Item IDs are returned by other operations like `list_files` or `search_files`.
-- Ensure the referenced items exist and are accessible.
-
-**Search and Filter Operations**
-- Use appropriate search terms for `search_files` operations.
-- For `filter` parameters, use proper OData syntax.
-
-**File Operations (Copy/Move)**
-- For `move_item`, ensure both `item_id` and `parent_id` are provided.
-- For `copy_item`, only `item_id` is required; `parent_id` defaults to root if not specified.
-- Verify that destination folders exist and are accessible.
-
-**Sharing Link Creation**
-- Ensure the item exists before creating sharing links.
-- Choose appropriate `type` and `scope` based on your sharing requirements.
-- `anonymous` scope allows access without sign-in; `organization` requires organizational account.
-
-### Getting Help
-
-<Card title="Need Help?" icon="headset" href="mailto:support@crewai.com">
-  Contact our support team for assistance with Microsoft OneDrive integration setup or troubleshooting.
-</Card>