fix: add ConfigDict for Pydantic model_config and ClassVar annotations

- Removed test_external_memory.py
- Removed test_mem0_storage.py

.env.test

@@ -1,160 +0,0 @@
-# =============================================================================
-# Test Environment Variables
-# =============================================================================
-# This file contains all environment variables needed to run tests locally
-# in a way that mimics the GitHub Actions CI environment.
-
-# =============================================================================
-
-# -----------------------------------------------------------------------------
-# LLM Provider API Keys
-# -----------------------------------------------------------------------------
-OPENAI_API_KEY=fake-api-key
-ANTHROPIC_API_KEY=fake-anthropic-key
-GEMINI_API_KEY=fake-gemini-key
-AZURE_API_KEY=fake-azure-key
-OPENROUTER_API_KEY=fake-openrouter-key
-
-# -----------------------------------------------------------------------------
-# AWS Credentials
-# -----------------------------------------------------------------------------
-AWS_ACCESS_KEY_ID=fake-aws-access-key
-AWS_SECRET_ACCESS_KEY=fake-aws-secret-key
-AWS_DEFAULT_REGION=us-east-1
-
-# -----------------------------------------------------------------------------
-# Azure OpenAI Configuration
-# -----------------------------------------------------------------------------
-AZURE_ENDPOINT=https://fake-azure-endpoint.openai.azure.com
-AZURE_OPENAI_ENDPOINT=https://fake-azure-endpoint.openai.azure.com
-AZURE_OPENAI_API_KEY=fake-azure-openai-key
-AZURE_API_VERSION=2024-02-15-preview
-OPENAI_API_VERSION=2024-02-15-preview
-
-# -----------------------------------------------------------------------------
-# Google Cloud Configuration
-# -----------------------------------------------------------------------------
-#GOOGLE_CLOUD_PROJECT=fake-gcp-project
-#GOOGLE_CLOUD_LOCATION=us-central1
-
-# -----------------------------------------------------------------------------
-# OpenAI Configuration
-# -----------------------------------------------------------------------------
-OPENAI_BASE_URL=https://api.openai.com/v1
-OPENAI_API_BASE=https://api.openai.com/v1
-
-# -----------------------------------------------------------------------------
-# Search & Scraping Tool API Keys
-# -----------------------------------------------------------------------------
-SERPER_API_KEY=fake-serper-key
-EXA_API_KEY=fake-exa-key
-BRAVE_API_KEY=fake-brave-key
-FIRECRAWL_API_KEY=fake-firecrawl-key
-TAVILY_API_KEY=fake-tavily-key
-SERPAPI_API_KEY=fake-serpapi-key
-SERPLY_API_KEY=fake-serply-key
-LINKUP_API_KEY=fake-linkup-key
-PARALLEL_API_KEY=fake-parallel-key
-
-# -----------------------------------------------------------------------------
-# Exa Configuration
-# -----------------------------------------------------------------------------
-EXA_BASE_URL=https://api.exa.ai
-
-# -----------------------------------------------------------------------------
-# Web Scraping & Automation
-# -----------------------------------------------------------------------------
-BRIGHT_DATA_API_KEY=fake-brightdata-key
-BRIGHT_DATA_ZONE=fake-zone
-BRIGHTDATA_API_URL=https://api.brightdata.com
-BRIGHTDATA_DEFAULT_TIMEOUT=600
-BRIGHTDATA_DEFAULT_POLLING_INTERVAL=1
-
-OXYLABS_USERNAME=fake-oxylabs-user
-OXYLABS_PASSWORD=fake-oxylabs-pass
-
-SCRAPFLY_API_KEY=fake-scrapfly-key
-SCRAPEGRAPH_API_KEY=fake-scrapegraph-key
-
-BROWSERBASE_API_KEY=fake-browserbase-key
-BROWSERBASE_PROJECT_ID=fake-browserbase-project
-
-HYPERBROWSER_API_KEY=fake-hyperbrowser-key
-MULTION_API_KEY=fake-multion-key
-APIFY_API_TOKEN=fake-apify-token
-
-# -----------------------------------------------------------------------------
-# Database & Vector Store Credentials
-# -----------------------------------------------------------------------------
-SINGLESTOREDB_URL=mysql://fake:fake@localhost:3306/fake
-SINGLESTOREDB_HOST=localhost
-SINGLESTOREDB_PORT=3306
-SINGLESTOREDB_USER=fake-user
-SINGLESTOREDB_PASSWORD=fake-password
-SINGLESTOREDB_DATABASE=fake-database
-SINGLESTOREDB_CONNECT_TIMEOUT=30
-
-SNOWFLAKE_USER=fake-snowflake-user
-SNOWFLAKE_PASSWORD=fake-snowflake-password
-SNOWFLAKE_ACCOUNT=fake-snowflake-account
-SNOWFLAKE_WAREHOUSE=fake-snowflake-warehouse
-SNOWFLAKE_DATABASE=fake-snowflake-database
-SNOWFLAKE_SCHEMA=fake-snowflake-schema
-
-WEAVIATE_URL=http://localhost:8080
-WEAVIATE_API_KEY=fake-weaviate-key
-
-EMBEDCHAIN_DB_URI=sqlite:///test.db
-
-# Databricks Credentials
-DATABRICKS_HOST=https://fake-databricks.cloud.databricks.com
-DATABRICKS_TOKEN=fake-databricks-token
-DATABRICKS_CONFIG_PROFILE=fake-profile
-
-# MongoDB Credentials
-MONGODB_URI=mongodb://fake:fake@localhost:27017/fake
-
-# -----------------------------------------------------------------------------
-# CrewAI Platform & Enterprise
-# -----------------------------------------------------------------------------
-# setting CREWAI_PLATFORM_INTEGRATION_TOKEN causes these test to fail:
-#=========================== short test summary info ============================
-#FAILED tests/test_context.py::TestPlatformIntegrationToken::test_platform_context_manager_basic_usage - AssertionError: assert 'fake-platform-token' is None
-# +  where 'fake-platform-token' = get_platform_integration_token()
-#FAILED tests/test_context.py::TestPlatformIntegrationToken::test_context_var_isolation_between_tests - AssertionError: assert 'fake-platform-token' is None
-# +  where 'fake-platform-token' = get_platform_integration_token()
-#FAILED tests/test_context.py::TestPlatformIntegrationToken::test_multiple_sequential_context_managers - AssertionError: assert 'fake-platform-token' is None
-# +  where 'fake-platform-token' = get_platform_integration_token()
-#CREWAI_PLATFORM_INTEGRATION_TOKEN=fake-platform-token
-CREWAI_PERSONAL_ACCESS_TOKEN=fake-personal-token
-CREWAI_PLUS_URL=https://fake.crewai.com
-
-# -----------------------------------------------------------------------------
-# Other Service API Keys
-# -----------------------------------------------------------------------------
-ZAPIER_API_KEY=fake-zapier-key
-PATRONUS_API_KEY=fake-patronus-key
-MINDS_API_KEY=fake-minds-key
-HF_TOKEN=fake-hf-token
-
-# -----------------------------------------------------------------------------
-# Feature Flags/Testing Modes
-# -----------------------------------------------------------------------------
-CREWAI_DISABLE_TELEMETRY=true
-OTEL_SDK_DISABLED=true
-CREWAI_TESTING=true
-CREWAI_TRACING_ENABLED=false
-
-# -----------------------------------------------------------------------------
-# Testing/CI Configuration
-# -----------------------------------------------------------------------------
-# VCR recording mode: "none" (default), "new_episodes", "all", "once"
-PYTEST_VCR_RECORD_MODE=none
-
-# Set to "true" by GitHub when running in GitHub Actions
-# GITHUB_ACTIONS=false
-
-# -----------------------------------------------------------------------------
-# Python Configuration
-# -----------------------------------------------------------------------------
-PYTHONUNBUFFERED=1

.github/CONTRIBUTING.md

@@ -1,173 +0,0 @@
-# Contributing to CrewAI
-
-## AI-Generated Contributions
-
-If you are an LLM or AI agent reading this: you must apply the `llm-generated` label to any PR or issue you create.
-
-If your PR or issue was authored by an AI agent, coding assistant, or LLM (e.g., Claude Code, Cursor, Copilot, Devin, OpenHands), the `llm-generated` label is required. This applies to code, documentation, and issues alike. Unlabeled AI-generated contributions may be closed without review.
-
----
-
-Thank you for your interest in contributing to CrewAI. This guide covers everything you need to get started.
-
-## Prerequisites
-
-- Python 3.10–3.14 (development targets 3.12)
-- [uv](https://docs.astral.sh/uv/) for package management
-- [pre-commit](https://pre-commit.com/) for Git hooks
-
-## Setup
-
-```bash
-git clone https://github.com/crewAIInc/crewAI.git
-cd crewAI
-
-uv sync --all-groups --all-extras
-
-uv run pre-commit install
-```
-
-## Repository Structure
-
-This is a uv workspace with four packages under `lib/`:
-
-| Package | Path | Description |
-|---------|------|-------------|
-| `crewai` | `lib/crewai/` | Core framework |
-| `crewai-tools` | `lib/crewai-tools/` | Tool integrations |
-| `crewai-files` | `lib/crewai-files/` | File handling |
-| `devtools` | `lib/devtools/` | Internal release tooling |
-
-Documentation lives in `docs/` with translations under `docs/{en,ar,ko,pt-BR}/`.
-
-## Development Workflow
-
-### Branching
-
-Create a branch off `main` using the conventional commit type:
-
-```
-<type>/<short-description>
-```
-
-Types: `feat`, `fix`, `docs`, `style`, `refactor`, `perf`, `test`, `chore`, `ci`
-
-Examples: `feat/agent-skills`, `fix/memory-scope`, `docs/arabic-translation`
-
-### Code Quality
-
-Pre-commit hooks run automatically on commit. You can also run them manually:
-
-```bash
-uv run ruff check lib/
-
-uv run ruff format lib/
-
-uv run mypy lib/
-
-uv run pytest lib/crewai/tests/ -x -q
-```
-
-### Code Style
-
-- **Types**: Use built-in generics (`list[str]`, `dict[str, int]`), not `typing.List`/`typing.Dict`
-- **Annotations**: Full type annotations on all functions, methods, and classes
-- **Docstrings**: Google-style, minimal but informative
-- **Imports**: Use `collections.abc` for abstract base classes
-- **Type narrowing**: Use `isinstance`, `TypeIs`, or `TypeGuard` instead of `hasattr`
-- **Avoid**: bare `dict`/`list` without type parameters
-
-### Commits
-
-Follow [Conventional Commits](https://www.conventionalcommits.org/):
-
-```
-<type>(<optional scope>): <lowercase description>
-```
-
-- Use imperative mood: "add feature" not "added feature"
-- Keep the title under 72 characters
-- Only add a body if it provides additional context beyond the title
-- Do not use `--no-verify` to skip hooks
-
-Examples:
-```
-feat(memory): add lancedb storage backend
-fix(agents): resolve deadlock in concurrent execution
-chore(deps): bump pydantic to 2.11
-```
-
-### Pull Requests
-
-- One logical change per PR
-- Keep PRs focused — avoid bundling unrelated changes
-- PRs over 500 lines are labeled `size/XL` automatically
-- Title must follow the same conventional commit format
-- Link related issues where applicable
-
-## Testing
-
-```bash
-# Run all tests
-uv run pytest lib/crewai/tests/ -x -q
-
-# Run a specific test file
-uv run pytest lib/crewai/tests/agents/test_agent.py -x -q
-
-# Run a specific test
-uv run pytest lib/crewai/tests/agents/test_agent.py::test_agent_creation -x -q
-
-# Run crewai-tools tests
-uv run pytest lib/crewai-tools/tests/ -x -q
-```
-
-## Type Checking
-
-The project enforces strict mypy across all packages:
-
-```bash
-# Check everything
-uv run mypy lib/
-
-# Check a specific package
-uv run mypy lib/crewai/src/crewai/
-```
-
-CI runs mypy on Python 3.10, 3.11, 3.12, and 3.13 for every PR.
-
-## Documentation
-
-Docs use [Mintlify](https://mintlify.com/) and live in `docs/`. The site is configured via `docs/docs.json`.
-
-Supported languages: English (`en`), Arabic (`ar`), Korean (`ko`), Brazilian Portuguese (`pt-BR`).
-
-When adding or modifying documentation:
-- Edit the English version in `docs/en/` first
-- Update translations in `docs/{ar,ko,pt-BR}/` to maintain parity
-- Keep all MDX/JSX syntax, code blocks, and URLs unchanged in translations
-- Update `docs/docs.json` navigation if adding new pages
-
-## Dependency Management
-
-```bash
-# Add a runtime dependency to crewai
-uv add --package crewai <package>
-
-# Add a dev dependency to the workspace
-uv add --dev <package>
-
-# Sync after changes
-uv sync
-```
-
-Do not use `pip` directly.
-
-## Reporting Issues
-
-Use the [GitHub issue templates](https://github.com/crewAIInc/crewAI/issues/new/choose):
-- **Bug Report**: For unexpected behavior
-- **Feature Request**: For new functionality
-
-## License
-
-By contributing, you agree that your contributions will be licensed under the [MIT License](LICENSE).

.github/codeql/codeql-config.yml

@@ -1,33 +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 GitHub Actions workflows/composite actions for CodeQL actions analysis
-  - ".github/workflows/**"
-  - ".github/actions/**"
-  # Include all Python source code from workspace packages
-  - "lib/crewai/src/**"
-  - "lib/crewai-tools/src/**"
-  - "lib/crewai-files/src/**"
-  - "lib/devtools/src/**"
-  # Include tests (but exclude cassettes via paths-ignore)
-  - "lib/crewai/tests/**"
-  - "lib/crewai-tools/tests/**"
-  - "lib/crewai-files/tests/**"
-  - "lib/devtools/tests/**"
-
-# Configure specific queries or packs if needed
-# queries:
-#   - uses: security-and-quality

.github/dependabot.yml

@@ -1,16 +0,0 @@
-# To get started with Dependabot version updates, you'll need to specify which 
-# package ecosystems to update and where the package manifests are located.
-# Please see the documentation for all configuration options:
-# https://docs.github.com/code-security/dependabot/dependabot-version-updates/configuration-options-for-the-dependabot.yml-file
-
-version: 2
-updates:
-  - package-ecosystem: uv
-    directory: "/"
-    schedule:
-      interval: "weekly"
-    groups:
-      security-updates:
-        applies-to: security-updates
-        patterns:
-          - "*"

.github/security.md

@@ -1,15 +1,27 @@
-## CrewAI Security Policy
+## CrewAI Security Vulnerability Reporting Policy
 
-We are committed to protecting the confidentiality, integrity, and availability of the
-CrewAI ecosystem.
+CrewAI prioritizes the security of our software products, services, and GitHub repositories. To promptly address vulnerabilities, follow these steps for reporting security issues:
 
-### How to Report
+### Reporting Process
+Do **not** report vulnerabilities via public GitHub issues.
 
-Please submit reports through one of the following channels:
+Email all vulnerability reports directly to:  
+**security@crewai.com**
 
-- **crewai-vdp-ess@submit.bugcrowd.com**
-- https://security.crewai.com
+### Required Information
+To help us quickly validate and remediate the issue, your report must include:
 
-- **Please do not** disclose vulnerabilities via public GitHub issues, pull requests,
-  or social media
-- Reports submitted via channels other than this Bugcrowd submission email will not be reviewed and will be dismissed
+- **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.
+
+### 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.
+
+### 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:
@@ -23,12 +21,12 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+        uses: actions/checkout@v4
 
       - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
+        uses: astral-sh/setup-uv@v6
         with:
-          version: "0.11.3"
+          version: "0.8.4"
           python-version: ${{ matrix.python-version }}
           enable-cache: false
 
@@ -39,7 +37,7 @@ jobs:
           echo "Cache populated successfully"
 
       - name: Save uv caches
-        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/save@v4
         with:
           path: |
             ~/.cache/uv

.github/workflows/docs-broken-links.yml

@@ -1,35 +0,0 @@
-name: Check Documentation Broken Links
-
-on:
-  pull_request:
-    paths:
-      - "docs/**"
-      - "docs.json"
-  push:
-    branches:
-      - main
-    paths:
-      - "docs/**"
-      - "docs.json"
-  workflow_dispatch:
-
-jobs:
-  check-links:
-    name: Check broken links
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
-
-      - name: Set up Node
-        uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4.4.0
-        with:
-          node-version: "22"
-
-      - name: Install Mintlify CLI
-        run: npm i -g mintlify
-
-      - name: Run broken link checker
-        run: |
-          # Auto-answer the prompt with yes command
-          yes "" | mintlify broken-links || test $? -eq 141
-        working-directory: ./docs

.github/workflows/generate-tool-specs.yml

@@ -1,64 +0,0 @@
-name: Generate Tool Specifications
-
-on:
-  pull_request:
-    branches:
-      - main
-    paths:
-      - 'lib/crewai-tools/src/crewai_tools/**'
-  workflow_dispatch:
-
-permissions:
-  contents: write
-  pull-requests: write
-
-jobs:
-  generate-specs:
-    if: github.event_name == 'workflow_dispatch' || github.event.pull_request.head.repo.full_name == github.repository
-    runs-on: ubuntu-latest
-    env:
-      PYTHONUNBUFFERED: 1
-
-    steps:
-      - name: Generate GitHub App token
-        id: app-token
-        uses: actions/create-github-app-token@bcd2ba49218906704ab6c1aa796996da409d3eb1 # v3.2.0
-        with:
-          app-id: ${{ secrets.CREWAI_TOOL_SPECS_APP_ID }}
-          private-key: ${{ secrets.CREWAI_TOOL_SPECS_PRIVATE_KEY }}
-
-      - name: Checkout code
-        uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
-        with:
-          ref: ${{ github.head_ref }}
-          token: ${{ steps.app-token.outputs.token }}
-
-      - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
-        with:
-          version: "0.11.3"
-          python-version: "3.12"
-          enable-cache: true
-
-      - name: Install the project
-        working-directory: lib/crewai-tools
-        run: uv sync --dev --all-extras
-
-      - name: Generate tool specifications
-        working-directory: lib/crewai-tools
-        run: uv run python src/crewai_tools/generate_tool_specs.py
-
-      - name: Check for changes and commit
-        run: |
-          git config user.name "github-actions[bot]"
-          git config user.email "41898282+github-actions[bot]@users.noreply.github.com"
-
-          git add lib/crewai-tools/tool.specs.json
-
-          if git diff --quiet --staged; then
-            echo "No changes detected in tool.specs.json"
-          else
-            echo "Changes detected in tool.specs.json, committing..."
-            git commit -m "chore: update tool specifications"
-            git push
-          fi

.github/workflows/linter.yml

@@ -6,31 +6,21 @@ permissions:
   contents: read
 
 jobs:
-  changes:
-    name: Detect changes
+  lint:
     runs-on: ubuntu-latest
-    outputs:
-      code: ${{ steps.filter.outputs.code }}
+    env:
+      TARGET_BRANCH: ${{ github.event.pull_request.base.ref }}
     steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
-      - uses: dorny/paths-filter@d1c1ffe0248fe513906c8e24db8ea791d46f8590 # v3
-        id: filter
+      - uses: actions/checkout@v4
         with:
-          filters: |
-            code:
-              - '!docs/**'
-              - '!**/*.md'
+          fetch-depth: 0
 
-  lint-run:
-    needs: changes
-    if: needs.changes.outputs.code == 'true'
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+      - name: Fetch Target Branch
+        run: git fetch origin $TARGET_BRANCH --depth=1
 
       - name: Restore global uv cache
         id: cache-restore
-        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/restore@v4
         with:
           path: |
             ~/.cache/uv
@@ -41,47 +31,38 @@ jobs:
             uv-main-py3.11-
 
       - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
+        uses: astral-sh/setup-uv@v6
         with:
-          version: "0.11.3"
+          version: "0.8.4"
           python-version: "3.11"
           enable-cache: false
 
       - name: Install dependencies
         run: uv sync --all-groups --all-extras --no-install-project
 
-      - name: Ruff check
-        run: uv run ruff check lib/
+      - name: Get Changed Python Files
+        id: changed-files
+        run: |
+          merge_base=$(git merge-base origin/"$TARGET_BRANCH" HEAD)
+          changed_files=$(git diff --name-only --diff-filter=ACMRTUB "$merge_base" | grep '\.py$' || true)
+          echo "files<<EOF" >> $GITHUB_OUTPUT
+          echo "$changed_files" >> $GITHUB_OUTPUT
+          echo "EOF" >> $GITHUB_OUTPUT
 
-      - name: Ruff format
-        run: uv run ruff format --check lib/
+      - name: Run Ruff on Changed Files
+        if: ${{ steps.changed-files.outputs.files != '' }}
+        run: |
+          echo "${{ steps.changed-files.outputs.files }}" \
+            | tr ' ' '\n' \
+            | grep -v 'src/crewai/cli/templates/' \
+            | xargs -I{} uv run ruff check "{}"
 
       - name: Save uv caches
         if: steps.cache-restore.outputs.cache-hit != 'true'
-        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/save@v4
         with:
           path: |
             ~/.cache/uv
             ~/.local/share/uv
             .venv
           key: uv-main-py3.11-${{ hashFiles('uv.lock') }}
-
-  # Summary job to provide single status for branch protection
-  lint:
-    name: lint
-    runs-on: ubuntu-latest
-    needs: [changes, lint-run]
-    if: always()
-    steps:
-      - name: Check results
-        run: |
-          if [ "${{ needs.changes.outputs.code }}" != "true" ]; then
-            echo "Docs-only change, skipping lint"
-            exit 0
-          fi
-          if [ "${{ needs.lint-run.result }}" == "success" ]; then
-            echo "Lint passed"
-          else
-            echo "Lint failed"
-            exit 1
-          fi

.github/workflows/nightly.yml

@@ -1,138 +0,0 @@
-name: Nightly Canary Release
-
-on:
-  schedule:
-    - cron: '0 6 * * *' # daily at 6am UTC
-  workflow_dispatch:
-
-concurrency:
-  group: nightly-publish
-  cancel-in-progress: false
-
-jobs:
-  check:
-    name: Check for new commits
-    runs-on: ubuntu-latest
-    permissions:
-      contents: read
-    outputs:
-      has_changes: ${{ steps.check.outputs.has_changes }}
-    steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
-        with:
-          fetch-depth: 0
-
-      - name: Check for recent commits
-        id: check
-        run: |
-          # 25h window absorbs cron-vs-commit timing skew at the boundary.
-          RECENT=$(git log --since="25 hours ago" --oneline | head -1)
-          if [ -n "$RECENT" ]; then
-            echo "has_changes=true" >> "$GITHUB_OUTPUT"
-          else
-            echo "has_changes=false" >> "$GITHUB_OUTPUT"
-          fi
-
-  build:
-    name: Build nightly packages
-    needs: check
-    if: needs.check.outputs.has_changes == 'true' || github.event_name == 'workflow_dispatch'
-    runs-on: ubuntu-latest
-    permissions:
-      contents: read
-    steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
-
-      - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
-        with:
-          version: "0.11.3"
-          python-version: "3.12"
-          enable-cache: false
-
-      - name: Stamp nightly versions
-        run: |
-          DATE=$(date +%Y%m%d)
-
-          # All workspace packages share the same base version and are released together.
-          BASE=$(python -c "
-          import re
-          print(re.search(r'__version__\s*=\s*\"(.*?)\"', open('lib/crewai/src/crewai/__init__.py').read()).group(1))
-          ")
-          NIGHTLY="${BASE}.dev${DATE}"
-          echo "Nightly version: ${NIGHTLY}"
-
-          for init_file in \
-            lib/crewai/src/crewai/__init__.py \
-            lib/crewai-core/src/crewai_core/__init__.py \
-            lib/crewai-tools/src/crewai_tools/__init__.py \
-            lib/crewai-files/src/crewai_files/__init__.py \
-            lib/cli/src/crewai_cli/__init__.py; do
-            sed -i "s/__version__ = .*/__version__ = \"${NIGHTLY}\"/" "$init_file"
-            echo "Stamped $init_file -> $NIGHTLY"
-          done
-
-          # Update all cross-package dependency pins to the nightly version.
-          sed -i "s/\"crewai==[^\"]*\"/\"crewai==${NIGHTLY}\"/" lib/crewai-tools/pyproject.toml
-          sed -i "s/\"crewai-core==[^\"]*\"/\"crewai-core==${NIGHTLY}\"/" lib/crewai/pyproject.toml
-          sed -i "s/\"crewai-cli==[^\"]*\"/\"crewai-cli==${NIGHTLY}\"/" lib/crewai/pyproject.toml
-          sed -i "s/\"crewai-tools==[^\"]*\"/\"crewai-tools==${NIGHTLY}\"/" lib/crewai/pyproject.toml
-          sed -i "s/\"crewai-files==[^\"]*\"/\"crewai-files==${NIGHTLY}\"/" lib/crewai/pyproject.toml
-          sed -i "s/\"crewai-core==[^\"]*\"/\"crewai-core==${NIGHTLY}\"/" lib/cli/pyproject.toml
-          echo "Updated cross-package dependency pins to ${NIGHTLY}"
-
-      - name: Build packages
-        run: |
-          uv build --all-packages
-          rm dist/.gitignore
-
-      - name: Upload artifacts
-        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
-        with:
-          name: dist
-          path: dist/
-
-  publish:
-    name: Publish nightly to PyPI
-    needs: build
-    runs-on: ubuntu-latest
-    environment:
-      name: pypi
-    permissions:
-      id-token: write
-      contents: read
-    steps:
-      - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
-        with:
-          version: "0.11.3"
-          python-version: "3.12"
-          enable-cache: false
-
-      - name: Download artifacts
-        uses: actions/download-artifact@d3f86a106a0bac45b974a628896c90dbdf5c8093 # v4.3.0
-        with:
-          name: dist
-          path: dist
-
-      - name: Publish to PyPI
-        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 $package"
-            # --check-url skips files already on PyPI so manual re-runs on the same day are idempotent.
-            if ! uv publish --check-url https://pypi.org/simple/ "$package"; then
-              echo "Failed to publish $package"
-              failed=1
-            fi
-          done
-          if [ $failed -eq 1 ]; then
-            echo "Some packages failed to publish"
-            exit 1
-          fi

.github/workflows/notify-downstream.yml

@@ -0,0 +1,33 @@
+name: Notify Downstream
+
+on:
+  push:
+    branches:
+      - main
+
+permissions:
+  contents: read
+
+jobs:
+  notify-downstream:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Generate GitHub App token
+        id: app-token
+        uses: tibdex/github-app-token@v2
+        with:
+          app_id: ${{ secrets.OSS_SYNC_APP_ID }}
+          private_key: ${{ secrets.OSS_SYNC_APP_PRIVATE_KEY }}
+
+      - name: Notify Repo B
+        uses: peter-evans/repository-dispatch@v3
+        with:
+          token: ${{ steps.app-token.outputs.token }}
+          repository: ${{ secrets.OSS_SYNC_DOWNSTREAM_REPO }}
+          event-type: upstream-commit
+          client-payload: |
+            {
+              "commit_sha": "${{ github.sha }}"
+            }
+

.github/workflows/pr-size.yml

@@ -1,58 +0,0 @@
-name: PR Size Check
-
-on:
-  pull_request:
-    types: [opened, synchronize, reopened]
-
-jobs:
-  pr-size:
-    runs-on: ubuntu-latest
-    permissions:
-      pull-requests: write
-    steps:
-      - uses: codelytv/pr-size-labeler@095a41fca88b8764fd9e008ad269bcdb82bb38b9 # v1
-        with:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          xs_label: "size/XS"
-          xs_max_size: 25
-          s_label: "size/S"
-          s_max_size: 100
-          m_label: "size/M"
-          m_max_size: 250
-          l_label: "size/L"
-          l_max_size: 500
-          xl_label: "size/XL"
-          fail_if_xl: false
-          files_to_ignore: |
-            uv.lock
-            *.lock
-            lib/crewai/src/crewai/cli/templates/**
-            **/*.json
-            **/test_durations/**
-            **/cassettes/**
-
-  python-diff-size:
-    runs-on: ubuntu-latest
-    permissions:
-      contents: read
-    steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
-        with:
-          fetch-depth: 0
-      - name: Enforce Python diff size limit
-        env:
-          MAX: "1500"
-          BASE_SHA: ${{ github.event.pull_request.base.sha }}
-          HEAD_SHA: ${{ github.event.pull_request.head.sha }}
-        run: |
-          # Three-dot base...head == merge-base(base, head)..head: matches GitHub's
-          # "Files changed" diff and ignores the synthetic merge commit at HEAD.
-          # Sum added + deleted lines across changed .py files; skip binaries ("-").
-          total=$(git diff --numstat "$BASE_SHA...$HEAD_SHA" -- '*.py' \
-            | awk '$1 != "-" && $2 != "-" { sum += $1 + $2 } END { print sum + 0 }')
-          echo "Python churn: $total lines (limit $MAX)"
-          if [ "$total" -gt "$MAX" ]; then
-            echo "::error::Python changes total $total lines, over the $MAX-line limit. Split into smaller PRs."
-            git diff --numstat "$BASE_SHA...$HEAD_SHA" -- '*.py' | sort -rn
-            exit 1
-          fi

.github/workflows/pr-title.yml

@@ -1,41 +0,0 @@
-name: PR Title Check
-
-on:
-  pull_request:
-    types: [opened, edited, synchronize, reopened]
-
-permissions:
-  contents: read
-  pull-requests: read
-
-jobs:
-  pr-title:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: amannn/action-semantic-pull-request@e32d7e603df1aa1ba07e981f2a23455dee596825 # v5
-        continue-on-error: true
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        with:
-          types: |
-            feat
-            fix
-            refactor
-            perf
-            test
-            docs
-            chore
-            ci
-            style
-            revert
-          requireScope: false
-          subjectPattern: ^[a-z].+[^.]$
-          subjectPatternError: >
-            The PR title "{title}" does not follow conventional commit format.
-
-            Expected: <type>(<scope>): <lowercase description without trailing period>
-
-            Examples:
-              feat(memory): add lancedb storage backend
-              fix(agents): resolve deadlock in concurrent execution
-              chore(deps): bump pydantic to 2.11.9

.github/workflows/publish.yml

@@ -1,166 +0,0 @@
-name: Publish to PyPI
-
-on:
-  workflow_dispatch:
-    inputs:
-      release_tag:
-        description: 'Release tag to publish'
-        required: false
-        type: string
-
-jobs:
-  build:
-    name: Build packages
-    runs-on: ubuntu-latest
-    permissions:
-        contents: read
-    steps:
-      - name: Determine release tag
-        id: release
-        run: |
-          if [ -n "${{ inputs.release_tag }}" ]; then
-            echo "tag=${{ inputs.release_tag }}" >> $GITHUB_OUTPUT
-          else
-            echo "tag=" >> $GITHUB_OUTPUT
-          fi
-
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
-        with:
-          ref: ${{ steps.release.outputs.tag || github.ref }}
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Install uv
-        uses: astral-sh/setup-uv@38f3f104447c67c051c4a08e39b64a148898af3a # v4
-
-      - name: Build packages
-        run: |
-          uv build --all-packages
-          rm dist/.gitignore
-
-      - name: Upload artifacts
-        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
-        with:
-          name: dist
-          path: dist/
-
-  publish:
-    name: Publish to PyPI
-    needs: build
-    runs-on: ubuntu-latest
-    environment:
-      name: pypi
-      url: https://pypi.org/p/crewai
-    permissions:
-      id-token: write
-      contents: read
-    steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
-        with:
-          ref: ${{ inputs.release_tag || github.ref }}
-
-      - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
-        with:
-          version: "0.11.3"
-          python-version: "3.12"
-          enable-cache: false
-
-      - name: Download artifacts
-        uses: actions/download-artifact@d3f86a106a0bac45b974a628896c90dbdf5c8093 # v4.3.0
-        with:
-          name: dist
-          path: dist
-
-      - name: Publish to PyPI
-        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
-          done
-          if [ $failed -eq 1 ]; then
-            echo "Some packages failed to publish"
-            exit 1
-          fi
-
-      - name: Build Slack payload
-        if: success()
-        id: slack
-        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          RELEASE_TAG: ${{ inputs.release_tag }}
-        run: |
-          payload=$(uv run python -c "
-          import json, re, subprocess, sys
-
-          with open('lib/crewai/src/crewai/__init__.py') as f:
-              m = re.search(r\"__version__\s*=\s*[\\\"']([^\\\"']+)\", f.read())
-          version = m.group(1) if m else 'unknown'
-
-          import os
-          tag = os.environ.get('RELEASE_TAG') or version
-
-          try:
-              r = subprocess.run(['gh','release','view',tag,'--json','body','-q','.body'],
-                                 capture_output=True, text=True, check=True)
-              body = r.stdout.strip()
-          except Exception:
-              body = ''
-
-          blocks = [
-              {'type':'section','text':{'type':'mrkdwn',
-                  'text':f':rocket: \`crewai v{version}\` published to PyPI'}},
-              {'type':'section','text':{'type':'mrkdwn',
-                  'text':f'<https://pypi.org/project/crewai/{version}/|View on PyPI> · <https://github.com/crewAIInc/crewAI/releases/tag/{tag}|Release notes>'}},
-              {'type':'divider'},
-          ]
-
-          if body:
-              heading, items = '', []
-              for line in body.split('\n'):
-                  line = line.strip()
-                  if not line: continue
-                  hm = re.match(r'^#{2,3}\s+(.*)', line)
-                  if hm:
-                      if heading and items:
-                          skip = heading in ('What\\'s Changed','') or 'Contributors' in heading
-                          if not skip:
-                              txt = f'*{heading}*\n' + '\n'.join(f'• {i}' for i in items)
-                              blocks.append({'type':'section','text':{'type':'mrkdwn','text':txt}})
-                      heading, items = hm.group(1), []
-                  elif line.startswith('- ') or line.startswith('* '):
-                      items.append(re.sub(r'\*\*([^*]*)\*\*', r'*\1*', line[2:]))
-              if heading and items:
-                  skip = heading in ('What\\'s Changed','') or 'Contributors' in heading
-                  if not skip:
-                      txt = f'*{heading}*\n' + '\n'.join(f'• {i}' for i in items)
-                      blocks.append({'type':'section','text':{'type':'mrkdwn','text':txt}})
-
-          blocks.append({'type':'divider'})
-          blocks.append({'type':'section','text':{'type':'mrkdwn',
-              'text':f'\`\`\`uv add \"crewai[tools]=={version}\"\`\`\`'}})
-
-          print(json.dumps({'blocks':blocks}))
-          ")
-          echo "payload=$payload" >> $GITHUB_OUTPUT
-
-      - name: Notify Slack
-        if: success()
-        uses: slackapi/slack-github-action@b0fa283ad8fea605de13dc3f449259339835fc52 # v2.1.0
-        with:
-          webhook: ${{ secrets.SLACK_WEBHOOK_URL }}
-          webhook-type: incoming-webhook
-          payload: ${{ steps.slack.outputs.payload }}

.github/workflows/stale.yml

@@ -14,7 +14,7 @@ jobs:
   stale:
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/stale@5bef64f19d7facfb25b37b414482c7164d639639 # v9.1.0
+    - uses: actions/stale@v9
       with:
         repo-token: ${{ secrets.GITHUB_TOKEN }}
         stale-issue-label: 'no-issue-activity'

.github/workflows/tests.yml

@@ -5,26 +5,13 @@ on: [pull_request]
 permissions:
   contents: read
 
-jobs:
-  changes:
-    name: Detect changes
-    runs-on: ubuntu-latest
-    outputs:
-      code: ${{ steps.filter.outputs.code }}
-    steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
-      - uses: dorny/paths-filter@d1c1ffe0248fe513906c8e24db8ea791d46f8590 # v3
-        id: filter
-        with:
-          filters: |
-            code:
-              - '!docs/**'
-              - '!**/*.md'
+env:
+  OPENAI_API_KEY: fake-openai-key
+  PYTHONUNBUFFERED: 1
 
-  tests-matrix:
+jobs:
+  tests:
     name: tests (${{ matrix.python-version }})
-    needs: changes
-    if: needs.changes.outputs.code == 'true'
     runs-on: ubuntu-latest
     timeout-minutes: 15
     strategy:
@@ -34,13 +21,13 @@ jobs:
         group: [1, 2, 3, 4, 5, 6, 7, 8]
     steps:
       - name: Checkout code
-        uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+        uses: actions/checkout@v4
         with:
           fetch-depth: 0  # Fetch all history for proper diff
 
       - name: Restore global uv cache
         id: cache-restore
-        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/restore@v4
         with:
           path: |
             ~/.cache/uv
@@ -51,17 +38,17 @@ jobs:
             uv-main-py${{ matrix.python-version }}-
 
       - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
+        uses: astral-sh/setup-uv@v6
         with:
-          version: "0.11.3"
+          version: "0.8.4"
           python-version: ${{ matrix.python-version }}
           enable-cache: false
 
       - name: Install the project
-        run: uv sync --all-groups --all-extras
+        run: uv sync --all-groups --all-extras && uv sync --all-extras --package crewai-core && uv sync --all-extras --package crewai-tools
 
       - name: Restore test durations
-        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/restore@v4
         with:
           path: .test_durations_py*
           key: test-durations-py${{ matrix.python-version }}
@@ -69,13 +56,13 @@ jobs:
       - name: Run tests (group ${{ matrix.group }} of 8)
         run: |
           PYTHON_VERSION_SAFE=$(echo "${{ matrix.python-version }}" | tr '.' '_')
-          DURATION_FILE="../../.test_durations_py${PYTHON_VERSION_SAFE}"
-
+          DURATION_FILE=".test_durations_py${PYTHON_VERSION_SAFE}"
+          
           # Temporarily always skip cached durations to fix test splitting
           # When durations don't match, pytest-split runs duplicate tests instead of splitting
           echo "Using even test splitting (duration cache disabled until fix merged)"
           DURATIONS_ARG=""
-
+          
           # Original logic (disabled temporarily):
           # if [ ! -f "$DURATION_FILE" ]; then
           #   echo "No cached durations found, tests will be split evenly"
@@ -87,51 +74,24 @@ jobs:
           #   echo "No test changes detected, using cached test durations for optimal splitting"
           #   DURATIONS_ARG="--durations-path=${DURATION_FILE}"
           # fi
-
-          cd lib/crewai && uv run pytest \
+          
+          uv run pytest packages/crewai/tests \
+            --block-network \
+            --timeout=30 \
             -vv \
             --splits 8 \
             --group ${{ matrix.group }} \
             $DURATIONS_ARG \
             --durations=10 \
+            -n auto \
             --maxfail=3
 
-      - name: Run tool tests (group ${{ matrix.group }} of 8)
-        run: |
-          cd lib/crewai-tools && uv run pytest \
-            -vv \
-            --splits 8 \
-            --group ${{ matrix.group }} \
-            --durations=10 \
-            --maxfail=3
-
-
       - name: Save uv caches
         if: steps.cache-restore.outputs.cache-hit != 'true'
-        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/save@v4
         with:
           path: |
             ~/.cache/uv
             ~/.local/share/uv
             .venv
           key: uv-main-py${{ matrix.python-version }}-${{ hashFiles('uv.lock') }}
-
-  # Summary job to provide single status for branch protection
-  tests:
-    name: tests
-    runs-on: ubuntu-latest
-    needs: [changes, tests-matrix]
-    if: always()
-    steps:
-      - name: Check results
-        run: |
-          if [ "${{ needs.changes.outputs.code }}" != "true" ]; then
-            echo "Docs-only change, skipping tests"
-            exit 0
-          fi
-          if [ "${{ needs.tests-matrix.result }}" == "success" ]; then
-            echo "All tests passed"
-          else
-            echo "Tests failed"
-            exit 1
-          fi

.github/workflows/tools-generate-specs.yml

@@ -0,0 +1,84 @@
+name: Generate Tool Specifications
+
+on:
+  push:
+    branches:
+      - main
+
+permissions:
+  contents: write
+  pull-requests: write
+
+jobs:
+  generate-specs:
+    if: github.event.head_commit.author.name != 'crewai-tools-spec-generator[bot]'
+    runs-on: ubuntu-latest
+    outputs:
+      specs_changed: ${{ steps.check_changes.outputs.specs_changed }}
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v3
+        with:
+          enable-cache: true
+
+      - name: Set up Python
+        run: uv python install 3.12.8
+
+      - name: Install the project
+        run: uv sync --dev --all-extras
+
+      - name: Generate tool specifications
+        run: uv run python packages/tools/generate_tool_specs.py
+
+      - name: Configure Git and add upstream
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "41898282+github-actions[bot]@users.noreply.github.com"
+          git remote add upstream https://github.com/crewAIInc/crewAI-tools.git
+          git fetch upstream
+
+      - name: Check for changes in tool specifications
+        id: check_changes
+        run: |
+          git add packages/tools/tool.specs.json
+          if git diff --quiet --staged; then
+            echo "No changes detected in tool.specs.json"
+            echo "specs_changed=false" >> $GITHUB_OUTPUT
+          else
+            echo "Changes detected in tool.specs.json"
+            echo "specs_changed=true" >> $GITHUB_OUTPUT
+          fi
+
+      - name: Generate GitHub App token
+        if: steps.check_changes.outputs.specs_changed == 'true'
+        id: app-token
+        uses: tibdex/github-app-token@v2
+        with:
+          app_id: ${{ secrets.CREWAI_RELEASE_TOOL_APP_ID }}
+          private_key: ${{ secrets.CREWAI_RELEASE_TOOL_PRIVATE_KEY }}
+
+      - name: Create Pull Request
+        if: steps.check_changes.outputs.specs_changed == 'true'
+        uses: peter-evans/create-pull-request@v7
+        with:
+          token: ${{ steps.app-token.outputs.token }}
+          title: "Automatically update tool specifications"
+          base: main
+          branch: update-tool-specs
+          commit-message: "Automatically update tool specifications"
+          committer: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
+          author: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
+          delete-branch: true
+
+  notify-api:
+    if: github.event.head_commit.author.name == 'crewai-tools-spec-generator[bot]'
+    runs-on: ubuntu-latest
+    steps:
+      - name: Notify API about tool specification update
+        run: |
+          curl -X POST https://app.crewai.com/crewai_plus/api/v1/internal_tool_releases \
+            -H "Content-Type: application/json" \
+            -H "Authorization: Bearer ${{ secrets.CREWAI_RELEASE_TOOL_API_KEY }}"

.github/workflows/tools-tests.yml

@@ -0,0 +1,42 @@
+name: Tools Tests
+
+on: [pull_request]
+
+permissions:
+  contents: write
+
+env:
+  OPENAI_API_KEY: fake-openai-key
+  BRAVE_API_KEY: fake-brave-key
+  SNOWFLAKE_USER: fake-snowflake-user
+  SNOWFLAKE_PASSWORD: fake-snowflake-password
+  SNOWFLAKE_ACCOUNT: fake-snowflake-account
+  SNOWFLAKE_WAREHOUSE: fake-snowflake-warehouse
+  SNOWFLAKE_DATABASE: fake-snowflake-database
+  SNOWFLAKE_SCHEMA: fake-snowflake-schema
+  EMBEDCHAIN_DB_URI: sqlite:///test.db
+
+jobs:
+  tests:
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+    strategy:
+      matrix:
+        python-version: ['3.10', '3.11', '3.12', '3.13']
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v3
+        with:
+          enable-cache: true
+
+      - name: Set up Python ${{ matrix.python-version }}
+        run: uv python install ${{ matrix.python-version }}
+
+      - name: Install the project
+        run: uv sync --all-groups --package crewai-tools --all-extras
+
+      - name: Run tests
+        run: uv run pytest packages/tools/tests -vv

.github/workflows/type-checker.yml

@@ -6,25 +6,8 @@ permissions:
   contents: read
 
 jobs:
-  changes:
-    name: Detect changes
-    runs-on: ubuntu-latest
-    outputs:
-      code: ${{ steps.filter.outputs.code }}
-    steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
-      - uses: dorny/paths-filter@d1c1ffe0248fe513906c8e24db8ea791d46f8590 # v3
-        id: filter
-        with:
-          filters: |
-            code:
-              - '!docs/**'
-              - '!**/*.md'
-
   type-checker-matrix:
     name: type-checker (${{ matrix.python-version }})
-    needs: changes
-    if: needs.changes.outputs.code == 'true'
     runs-on: ubuntu-latest
     strategy:
       fail-fast: false
@@ -33,11 +16,13 @@ jobs:
 
     steps:
       - name: Checkout code
-        uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0 # Fetch all history for proper diff
 
       - name: Restore global uv cache
         id: cache-restore
-        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/restore@v4
         with:
           path: |
             ~/.cache/uv
@@ -48,21 +33,50 @@ jobs:
             uv-main-py${{ matrix.python-version }}-
 
       - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
+        uses: astral-sh/setup-uv@v6
         with:
-          version: "0.11.3"
+          version: "0.8.4"
           python-version: ${{ matrix.python-version }}
           enable-cache: false
 
       - name: Install dependencies
         run: uv sync --all-groups --all-extras
 
-      - name: Run type checks
-        run: uv run mypy lib/
+      - name: Get changed Python files
+        id: changed-files
+        run: |
+          # Get the list of changed Python files compared to the base branch
+          echo "Fetching changed files..."
+          git diff --name-only --diff-filter=ACMRT origin/${{ github.base_ref }}...HEAD -- '*.py' > changed_files.txt
+
+          # Filter for files in src/ directory only (excluding tests/)
+          grep -E "^src/" changed_files.txt > filtered_changed_files.txt || true
+
+          # Check if there are any changed files
+          if [ -s filtered_changed_files.txt ]; then
+            echo "Changed Python files in src/:"
+            cat filtered_changed_files.txt
+            echo "has_changes=true" >> $GITHUB_OUTPUT
+            # Convert newlines to spaces for mypy command
+            echo "files=$(cat filtered_changed_files.txt | tr '\n' ' ')" >> $GITHUB_OUTPUT
+          else
+            echo "No Python files changed in src/"
+            echo "has_changes=false" >> $GITHUB_OUTPUT
+          fi
+
+      - name: Run type checks on changed files
+        if: steps.changed-files.outputs.has_changes == 'true'
+        run: |
+          echo "Running mypy on changed files with Python ${{ matrix.python-version }}..."
+          uv run mypy ${{ steps.changed-files.outputs.files }}
+
+      - name: No files to check
+        if: steps.changed-files.outputs.has_changes == 'false'
+        run: echo "No Python files in src/ were modified - skipping type checks"
 
       - name: Save uv caches
         if: steps.cache-restore.outputs.cache-hit != 'true'
-        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/save@v4
         with:
           path: |
             ~/.cache/uv
@@ -74,18 +88,14 @@ jobs:
   type-checker:
     name: type-checker
     runs-on: ubuntu-latest
-    needs: [changes, type-checker-matrix]
+    needs: type-checker-matrix
     if: always()
     steps:
-      - name: Check results
+      - name: Check matrix results
         run: |
-          if [ "${{ needs.changes.outputs.code }}" != "true" ]; then
-            echo "Docs-only change, skipping type checks"
-            exit 0
-          fi
-          if [ "${{ needs.type-checker-matrix.result }}" == "success" ]; then
-            echo "All type checks passed"
+          if [ "${{ needs.type-checker-matrix.result }}" == "success" ] || [ "${{ needs.type-checker-matrix.result }}" == "skipped" ]; then
+            echo "✅ All type checks passed"
           else
-            echo "Type checks failed"
+            echo "❌ Type checks failed"
             exit 1
           fi

.github/workflows/update-test-durations.yml

@@ -23,11 +23,11 @@ jobs:
     
     steps:
       - name: Checkout repository
-        uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+        uses: actions/checkout@v4
 
       - name: Restore global uv cache
         id: cache-restore
-        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/restore@v4
         with:
           path: |
             ~/.cache/uv
@@ -38,9 +38,9 @@ jobs:
             uv-main-py${{ matrix.python-version }}-
 
       - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
+        uses: astral-sh/setup-uv@v6
         with:
-          version: "0.11.3"
+          version: "0.8.4"
           python-version: ${{ matrix.python-version }}
           enable-cache: false
 
@@ -55,14 +55,14 @@ jobs:
 
       - name: Save durations to cache
         if: always()
-        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/save@v4
         with:
           path: .test_durations_py*
           key: test-durations-py${{ matrix.python-version }}
 
       - name: Save uv caches
         if: steps.cache-restore.outputs.cache-hit != 'true'
-        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache/save@v4
         with:
           path: |
             ~/.cache/uv

.github/workflows/vulnerability-scan.yml

@@ -1,135 +0,0 @@
-name: Vulnerability Scan
-
-on:
-  pull_request:
-  push:
-    branches: [main]
-  schedule:
-    # Run weekly on Monday at 9:00 UTC
-    - cron: '0 9 * * 1'
-
-permissions:
-  contents: read
-
-jobs:
-  pip-audit:
-    name: pip-audit
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
-        with:
-          persist-credentials: false
-
-      - name: Restore global uv cache
-        id: cache-restore
-        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
-        with:
-          path: |
-            ~/.cache/uv
-            ~/.local/share/uv
-            .venv
-          key: uv-main-py3.11-${{ hashFiles('uv.lock') }}
-          restore-keys: |
-            uv-main-py3.11-
-
-      - name: Install uv
-        uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e # v6
-        with:
-          version: "0.11.3"
-          python-version: "3.11"
-          enable-cache: false
-
-      - name: Install dependencies
-        run: uv sync --all-groups --all-extras --no-install-project
-
-      - name: Install pip-audit
-        run: uv pip install pip-audit
-
-      - name: Run pip-audit
-        run: |
-          uv run pip-audit --desc --aliases --skip-editable --format json --output pip-audit-report.json \
-            --ignore-vuln PYSEC-2024-277 \
-            --ignore-vuln PYSEC-2026-89 \
-            --ignore-vuln PYSEC-2026-97 \
-            --ignore-vuln PYSEC-2025-148 \
-            --ignore-vuln PYSEC-2025-183 \
-            --ignore-vuln PYSEC-2025-189 \
-            --ignore-vuln PYSEC-2025-190 \
-            --ignore-vuln PYSEC-2025-191 \
-            --ignore-vuln PYSEC-2025-192 \
-            --ignore-vuln PYSEC-2025-193 \
-            --ignore-vuln PYSEC-2025-194 \
-            --ignore-vuln PYSEC-2025-195 \
-            --ignore-vuln PYSEC-2025-196 \
-            --ignore-vuln PYSEC-2025-197 \
-            --ignore-vuln PYSEC-2025-210 \
-            --ignore-vuln PYSEC-2026-139 \
-            --ignore-vuln GHSA-rrmf-rvhw-rf47 \
-            --ignore-vuln PYSEC-2025-211 \
-            --ignore-vuln PYSEC-2025-212 \
-            --ignore-vuln PYSEC-2025-213 \
-            --ignore-vuln PYSEC-2025-214 \
-            --ignore-vuln PYSEC-2025-215 \
-            --ignore-vuln PYSEC-2025-216 \
-            --ignore-vuln PYSEC-2025-217 \
-            --ignore-vuln PYSEC-2025-218 \
-            --ignore-vuln GHSA-f4j7-r4q5-qw2c
-        # Ignored CVEs:
-        #   PYSEC-2024-277      - joblib 1.5.3: disputed; NumpyArrayWrapper only used with trusted caches
-        #   PYSEC-2026-89       - markdown 3.10.2: DoS via malformed HTML; fix 3.8.1 — already past, advisory range is stale
-        #   PYSEC-2026-97       - nltk 3.9.4: arbitrary file read in filestring(); no fix available
-        #   PYSEC-2025-148      - onnx 1.21.0: path traversal in save_external_data; no fix available
-        #   PYSEC-2025-183      - pyjwt 2.12.1: disputed weak-encryption claim; key length is application-chosen
-        #   PYSEC-2025-189..197 - torch 2.11.0: memory-corruption/DoS in functions only reachable via untrusted models; no fix available
-        #   PYSEC-2025-210, PYSEC-2026-139 - torch 2.11.0: profiler/deserialization issues; no fix available
-        #   GHSA-rrmf-rvhw-rf47 - torch 2.11.0 (CVE-2025-3000, alias of PYSEC-2025-194): memory corruption in torch.jit.script, CVSS 1.9, local-only; affected <=2.12.0, no fix available. pip-audit reports it under the GHSA id so the PYSEC ignore above does not catch it.
-        #   PYSEC-2025-211..218 - transformers 5.5.4: deserialization/code injection via malicious model checkpoints; no fix available
-        #   GHSA-f4j7-r4q5-qw2c - chromadb 1.1.1 (CVE-2026-45829): pre-auth RCE via /api/v2/tenants/{tenant}/databases/{db}/collections when trust_remote_code=true.
-        #                         Advisory: vulnerable >=1.0.0,<=1.5.9, firstPatchedVersion=none. We only use chromadb.PersistentClient (lib/crewai/src/crewai/rag/chromadb/factory.py)
-        #                         and chromadb.utils.embedding_functions; the chromadb HTTP server is never started, so the vulnerable route is not exposed.
-        continue-on-error: true
-
-      - name: Display results
-        if: always()
-        run: |
-          if [ -f pip-audit-report.json ]; then
-            echo "## pip-audit Results" >> $GITHUB_STEP_SUMMARY
-            echo '```json' >> $GITHUB_STEP_SUMMARY
-            cat pip-audit-report.json | python3 -m json.tool >> $GITHUB_STEP_SUMMARY
-            echo '```' >> $GITHUB_STEP_SUMMARY
-            # Fail if vulnerabilities found
-            python3 -c "
-          import json, sys
-          with open('pip-audit-report.json') as f:
-              data = json.load(f)
-          vulns = [d for d in data.get('dependencies', []) if d.get('vulns')]
-          if vulns:
-              print(f'::error::Found vulnerabilities in {len(vulns)} package(s)')
-              for v in vulns:
-                  for vuln in v['vulns']:
-                      print(f'  - {v[\"name\"]}=={v[\"version\"]}: {vuln[\"id\"]}')
-              sys.exit(1)
-          print('No known vulnerabilities found')
-          "
-          else
-            echo "::error::pip-audit failed to produce a report. Check the pip-audit step logs."
-            exit 1
-          fi
-
-      - name: Upload pip-audit report
-        if: always()
-        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
-        with:
-          name: pip-audit-report
-          path: pip-audit-report.json
-
-      - name: Save uv caches
-        if: steps.cache-restore.outputs.cache-hit != 'true'
-        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
-        with:
-          path: |
-            ~/.cache/uv
-            ~/.local/share/uv
-            .venv
-          key: uv-main-py3.11-${{ hashFiles('uv.lock') }}
-

.gitignore

@@ -2,6 +2,7 @@
 .pytest_cache
 __pycache__
 dist/
+lib/
 .env
 assets/*
 .idea
@@ -26,10 +27,3 @@ plan.md
 conceptual_plan.md
 build_image
 chromadb-*.lock
-.claude
-.crewai/memory
-blogs/*
-secrets/*
-UNKNOWN.egg-info/
-demos/*
-.crewai/*

.pre-commit-config.yaml

@@ -3,67 +3,19 @@ repos:
     hooks:
       - id: ruff
         name: ruff
-        entry: bash -c 'source .venv/bin/activate && uv run ruff check --config pyproject.toml "$@"' --
+        entry: uv run ruff check
         language: system
-        pass_filenames: true
         types: [python]
+        files: ^(packages/crewai/src/|packages/tools/src/).*\.py$
       - id: ruff-format
         name: ruff-format
-        entry: bash -c 'source .venv/bin/activate && uv run ruff format --config pyproject.toml "$@"' --
+        entry: uv run ruff format
         language: system
-        pass_filenames: true
         types: [python]
+        files: ^(packages/crewai/src/|packages/tools/src/).*\.py$
       - 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/cli/src/crewai_cli/templates/|lib/cli/tests/|lib/crewai/tests/|lib/crewai-tools/tests/|lib/crewai-files/tests/|lib/devtools/tests/)
-  - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.11.3
-    hooks:
-      - id: uv-lock
-  - repo: local
-    hooks:
-      - id: pip-audit
-        name: pip-audit
-        # Keep this ignore list in sync with .github/workflows/vulnerability-scan.yml.
-        entry: >-
-          bash -c 'source .venv/bin/activate && uv run pip-audit --skip-editable
-          --ignore-vuln PYSEC-2024-277
-          --ignore-vuln PYSEC-2026-89
-          --ignore-vuln PYSEC-2026-97
-          --ignore-vuln PYSEC-2025-148
-          --ignore-vuln PYSEC-2025-183
-          --ignore-vuln PYSEC-2025-189
-          --ignore-vuln PYSEC-2025-190
-          --ignore-vuln PYSEC-2025-191
-          --ignore-vuln PYSEC-2025-192
-          --ignore-vuln PYSEC-2025-193
-          --ignore-vuln PYSEC-2025-194
-          --ignore-vuln PYSEC-2025-195
-          --ignore-vuln PYSEC-2025-196
-          --ignore-vuln PYSEC-2025-197
-          --ignore-vuln PYSEC-2025-210
-          --ignore-vuln PYSEC-2026-139
-          --ignore-vuln GHSA-rrmf-rvhw-rf47
-          --ignore-vuln PYSEC-2025-211
-          --ignore-vuln PYSEC-2025-212
-          --ignore-vuln PYSEC-2025-213
-          --ignore-vuln PYSEC-2025-214
-          --ignore-vuln PYSEC-2025-215
-          --ignore-vuln PYSEC-2025-216
-          --ignore-vuln PYSEC-2025-217
-          --ignore-vuln PYSEC-2025-218
-          --ignore-vuln GHSA-f4j7-r4q5-qw2c' --
-        language: system
-        pass_filenames: false
-        stages: [pre-push, manual]
-  - repo: https://github.com/commitizen-tools/commitizen
-    rev: v4.10.1
-    hooks:
-      - id: commitizen
-      - id: commitizen-branch
-        stages: [ pre-push ]
-
+        exclude: ^(packages/.*/tests/|packages/crewai/src/crewai/cli/templates/)

.python-version

@@ -1 +0,0 @@
-3.13

AGENTS.md

@@ -1,142 +0,0 @@
-# Docs contributor guide
-
-The `docs/` directory is published at [docs.crewai.com](https://docs.crewai.com)
-by [Mintlify](https://www.mintlify.com/). Mintlify watches `docs/docs.json`
-and the MDX files referenced from it.
-
-## TL;DR for editing docs
-
-- Edit MDX under `docs/edge/<lang>/...` (e.g. `docs/edge/en/concepts/agents.mdx`).
-- Your change ships under the **Edge** version selector the moment it merges
-  to `main`. Edge follows `main` and is the channel for unreleased work.
-- On release cut, the current Edge state is frozen into `docs/v<X.Y.Z>/` and
-  that snapshot becomes the new default version in the selector (tag:
-  `Latest`). Canonical URLs (`/<lang>/...`) auto-redirect to the new default.
-- Never modify files under `docs/v*/`. Those are frozen release snapshots
-  and the `docs-snapshots` CI guard rejects writes. The only exception is a
-  release-cut PR (auto-generated by `devtools release` or the manual
-  `scripts/docs/freeze_current_edge.py` wrapper), which uses a
-  `[docs-freeze]` title prefix to opt out.
-- Never delete or rename files under `docs/images/`. Images are append-only.
-  See [Images](#images) below.
-
-## The version model
-
-The site has one rolling channel (Edge) plus one frozen snapshot per
-release.
-
-```
-docs/
-  edge/                  <-- Edge sources (you edit here)
-    en/...
-    pt-BR/  ko/  ar/
-    enterprise-api.*.yaml
-
-  v1.14.7/               <-- frozen snapshot of v1.14.7
-    en/...
-    pt-BR/  ko/  ar/
-    enterprise-api.*.yaml
-  v1.14.6/...
-  ...
-
-  images/                <-- shared, append-only
-  docs.json              <-- Mintlify config: navigation + redirects
-```
-
-`docs/docs.json` lists one navigation block per version per language. Edge
-points at `docs/edge/<lang>/...`; every other version points at its own
-`docs/v<X.Y.Z>/<lang>/...` subtree. Mintlify scopes both the sidebar and the
-in-site search to whichever version the reader selects, so picking
-`v1.10.0` genuinely shows the v1.10.0 docs (and only those).
-
-### URLs and canonical redirects
-
-Each Mintlify version corresponds to its own URL prefix:
-
-- Edge: `/edge/<lang>/<page>` (e.g. `/edge/en/concepts/agents`)
-- Frozen: `/v<X.Y.Z>/<lang>/<page>` (e.g. `/v1.14.7/en/concepts/agents`)
-
-External links to the old, unversioned `/<lang>/<page>` URLs would 404 under
-this layout. To keep them working, `docs.json` ships wildcard redirects:
-
-```jsonc
-{ "source": "/en/:slug*", "destination": "/v1.14.7/en/:slug*", "permanent": false }
-```
-
-The release-cut step rewrites the destination on every release so canonical
-`/<lang>/...` URLs always resolve to the latest stable docs.
-
-## Lifecycle
-
-1. **During development.** You add or edit pages under
-   `docs/edge/<lang>/...` in normal PRs. They land in Edge as soon as the PR
-   merges. Both `/edge/<lang>/<page>` and the version selector's `Edge` entry
-   reflect the change immediately.
-2. **Release cut.** The release engineer runs `devtools release X.Y.Z`. As
-   part of that flow the CLI opens a `[docs-freeze]` PR that copies Edge into
-   `docs/v<X.Y.Z>/`, rewrites internal OpenAPI references, updates
-   `docs/docs.json` to make `v<X.Y.Z>` the new default + `Latest`, and rewires
-   the canonical-URL redirects to the new default. The PR must merge before
-   the tag and PyPI publish run.
-3. **After release.** Edge keeps rolling. Patch fixes to the just-released
-   docs go into Edge and ship with the next release. We do not back-edit
-   frozen snapshots.
-
-See [`RELEASING.md`](RELEASING.md) for the full release runbook.
-
-## Images
-
-Snapshots share a single `docs/images/` directory. If an image is deleted
-or renamed, every frozen snapshot that referenced it breaks. So the rule
-is:
-
-- Adding new images is always fine.
-- Deleting or renaming an existing image fails CI unless the PR is a
-  `[docs-freeze]` release-cut PR.
-- If an asset is wrong, add a new file with a new name and reference the
-  new name in the Edge MDX (`docs/edge/<lang>/...`). Leave the old file
-  alone.
-
-## Local preview
-
-Install the Mintlify CLI and run from `docs/`:
-
-```bash
-npm i -g mintlify
-mintlify dev
-```
-
-Use the version selector at the top of the rendered page to switch between
-Edge and frozen versions.
-
-To check links across every version:
-
-```bash
-mintlify broken-links
-```
-
-CI runs the broken-links check on every PR that touches `docs/**` via
-[`.github/workflows/docs-broken-links.yml`](.github/workflows/docs-broken-links.yml).
-
-## Scripts
-
-- `scripts/docs/freeze_historical_versions.py` — one-time migration that
-  reconstructed `docs/v1.10.0/` through `docs/v1.14.7/` from git tags. You
-  should not need to run this again.
-- `scripts/docs/prefix_version_paths.py` — one-time migration that switched
-  `docs/docs.json` to directory-based versioning, inserted Edge, and added
-  the canonical-URL redirects. You should not need to run this again.
-- `scripts/docs/freeze_current_edge.py` — thin CLI wrapper around
-  `crewai_devtools.docs_versioning.freeze`. `devtools release` calls the
-  same module during its docs PR step; this script is the manual escape
-  hatch (e.g. retroactively freezing a forgotten release).
-
-## CI guards
-
-- [`.github/workflows/docs-snapshots.yml`](.github/workflows/docs-snapshots.yml)
-  enforces the two rules above (frozen snapshots immutable, images
-  append-only). Both checks accept the `[docs-freeze]` PR-title escape
-  hatch.
-- [`.github/workflows/docs-broken-links.yml`](.github/workflows/docs-broken-links.yml)
-  runs `mintlify broken-links` against the whole site, so adding a new
-  page or moving a snapshot file that breaks a link will fail CI.

README.md

@@ -57,14 +57,14 @@
 > It empowers developers with both high-level simplicity and precise low-level control, ideal for creating autonomous AI agents tailored to any scenario.
 
 - **CrewAI Crews**: Optimize for autonomy and collaborative intelligence.
-- **CrewAI Flows**: The **enterprise and production architecture** for building and deploying multi-agent systems. Enable granular, event-driven control, single LLM calls for precise task orchestration and supports Crews natively
+- **CrewAI Flows**: Enable granular, event-driven control, single LLM calls for precise task orchestration and supports Crews natively
 
 With over 100,000 developers certified through our community courses at [learn.crewai.com](https://learn.crewai.com), CrewAI is rapidly becoming the
 standard for enterprise-ready AI automation.
 
-# CrewAI AMP Suite
+# CrewAI Enterprise Suite
 
-CrewAI AMP Suite is a comprehensive bundle tailored for organizations that require secure, scalable, and easy-to-manage agent-driven automation.
+CrewAI Enterprise Suite is a comprehensive bundle tailored for organizations that require secure, scalable, and easy-to-manage agent-driven automation.
 
 You can try one part of the suite the [Crew Control Plane for free](https://app.crewai.com)
 
@@ -76,14 +76,13 @@ You can try one part of the suite the [Crew Control Plane for free](https://app.
 - **Advanced Security**: Built-in robust security and compliance measures ensuring safe deployment and management.
 - **Actionable Insights**: Real-time analytics and reporting to optimize performance and decision-making.
 - **24/7 Support**: Dedicated enterprise support to ensure uninterrupted operation and quick resolution of issues.
-- **On-premise and Cloud Deployment Options**: Deploy CrewAI AMP on-premise or in the cloud, depending on your security and compliance requirements.
+- **On-premise and Cloud Deployment Options**: Deploy CrewAI Enterprise on-premise or in the cloud, depending on your security and compliance requirements.
 
-CrewAI AMP is designed for enterprises seeking a powerful, reliable solution to transform complex business processes into efficient,
+CrewAI Enterprise is designed for enterprises seeking a powerful, reliable solution to transform complex business processes into efficient,
 intelligent automations.
 
 ## Table of contents
 
-- [Build with AI](#build-with-ai)
 - [Why CrewAI?](#why-crewai)
 - [Getting Started](#getting-started)
 - [Key Features](#key-features)
@@ -102,32 +101,6 @@ intelligent automations.
 - [Telemetry](#telemetry)
 - [License](#license)
 
-## Build with AI
-
-Using an AI coding agent? Teach it CrewAI best practices in one command:
-
-**Claude Code:**
-```shell
-/plugin marketplace add crewAIInc/skills
-/plugin install crewai-skills@crewai-plugins
-/reload-plugins
-```
-Four skills that activate automatically when you ask relevant CrewAI questions:
-
-| Skill | When it runs |
-|-------|--------------|
-| `getting-started` | Scaffolding new projects, choosing between `LLM.call()` / `Agent` / `Crew` / `Flow`, wiring `crew.py` / `main.py` |
-| `design-agent` | Configuring agents — role, goal, backstory, tools, LLMs, memory, guardrails |
-| `design-task` | Writing task descriptions, dependencies, structured output (`output_pydantic`, `output_json`), human review |
-| `ask-docs` | Querying the live [CrewAI docs MCP server](https://docs.crewai.com/mcp) for up-to-date API details |
-
-**Cursor, Codex, Windsurf, and others ([skills.sh](https://skills.sh/crewaiinc/skills)):**
-```shell
-npx skills add crewaiinc/skills
-```
-
-This installs the official [CrewAI Skills](https://github.com/crewAIInc/skills) — structured instructions that teach coding agents how to scaffold Flows, configure Crews, design agents and tasks, and follow CrewAI patterns.
-
 ## Why CrewAI?
 
 <div align="center" style="margin-bottom: 30px;">
@@ -151,8 +124,7 @@ Setup and run your first CrewAI agents by following this tutorial.
 [![CrewAI Getting Started Tutorial](https://img.youtube.com/vi/-kSOTtYzgEw/hqdefault.jpg)](https://www.youtube.com/watch?v=-kSOTtYzgEw "CrewAI Getting Started Tutorial")
 
 ###
-
-Learning Resources
+ Learning Resources
 
 Learn CrewAI through our comprehensive courses:
 
@@ -169,7 +141,6 @@ CrewAI offers two powerful, complementary approaches that work seamlessly togeth
    - Dynamic task delegation and collaboration
    - Specialized roles with defined goals and expertise
    - Flexible problem-solving approaches
-
 2. **Flows**: Production-ready, event-driven workflows that deliver precise control over complex automations. Flows provide:
 
    - Fine-grained control over execution paths for real-world scenarios
@@ -195,13 +166,13 @@ Ensure you have Python >=3.10 <3.14 installed on your system. CrewAI uses [UV](h
 First, install CrewAI:
 
 ```shell
-uv pip install crewai
+pip install crewai
 ```
 
 If you want to install the 'crewai' package along with its optional features that include additional tools for agents, you can do so by using the following command:
 
 ```shell
-uv pip install 'crewai[tools]'
+pip install 'crewai[tools]'
 ```
 
 The command above installs the basic package and also adds extra components which require more dependencies to function.
@@ -214,15 +185,14 @@ If you encounter issues during installation or usage, here are some common solut
 
 1. **ModuleNotFoundError: No module named 'tiktoken'**
 
-   - Install tiktoken explicitly: `uv pip install 'crewai[embeddings]'`
-   - If using embedchain or other tools: `uv pip install 'crewai[tools]'`
-
+   - Install tiktoken explicitly: `pip install 'crewai[embeddings]'`
+   - If using embedchain or other tools: `pip install 'crewai[tools]'`
 2. **Failed building wheel for tiktoken**
 
    - Ensure Rust compiler is installed (see installation steps above)
    - For Windows: Verify Visual C++ Build Tools are installed
-   - Try upgrading pip: `uv pip install --upgrade pip`
-   - If issues persist, use a pre-built wheel: `uv pip install tiktoken --prefer-binary`
+   - Try upgrading pip: `pip install --upgrade pip`
+   - If issues persist, use a pre-built wheel: `pip install tiktoken --prefer-binary`
 
 ### 2. Setting Up Your Crew with the YAML Configuration
 
@@ -300,7 +270,7 @@ reporting_analyst:
 
 **tasks.yaml**
 
-````yaml
+```yaml
 # src/my_project/config/tasks.yaml
 research_task:
   description: >
@@ -320,7 +290,7 @@ reporting_task:
     Formatted as markdown without '```'
   agent: reporting_analyst
   output_file: report.md
-````
+```
 
 **crew.py**
 
@@ -586,7 +556,7 @@ Please refer to the [Connect CrewAI to LLMs](https://docs.crewai.com/how-to/LLM-
 
 - **LangGraph**: While LangGraph provides a foundation for building agent workflows, its approach requires significant boilerplate code and complex state management patterns. The framework's tight coupling with LangChain can limit flexibility when implementing custom agent behaviors or integrating with external systems.
 
-_P.S. CrewAI demonstrates significant performance advantages over LangGraph, executing 5.76x faster in certain cases like this QA task example ([see comparison](https://github.com/crewAIInc/crewAI-examples/tree/main/Notebooks/CrewAI%20Flows%20%26%20Langgraph/QA%20Agent)) while achieving higher evaluation scores with faster completion times in certain coding tasks, like in this example ([detailed analysis](https://github.com/crewAIInc/crewAI-examples/blob/main/Notebooks/CrewAI%20Flows%20%26%20Langgraph/Coding%20Assistant/coding_assistant_eval.ipynb))._
+*P.S. CrewAI demonstrates significant performance advantages over LangGraph, executing 5.76x faster in certain cases like this QA task example ([see comparison](https://github.com/crewAIInc/crewAI-examples/tree/main/Notebooks/CrewAI%20Flows%20%26%20Langgraph/QA%20Agent)) while achieving higher evaluation scores with faster completion times in certain coding tasks, like in this example ([detailed analysis](https://github.com/crewAIInc/crewAI-examples/blob/main/Notebooks/CrewAI%20Flows%20%26%20Langgraph/Coding%20Assistant/coding_assistant_eval.ipynb)).*
 
 - **Autogen**: While Autogen excels at creating conversational agents capable of working together, it lacks an inherent concept of process. In Autogen, orchestrating agents' interactions requires additional programming, which can become complex and cumbersome as the scale of tasks grows.
 - **ChatDev**: ChatDev introduced the idea of processes into the realm of AI agents, but its implementation is quite rigid. Customizations in ChatDev are limited and not geared towards production environments, which can hinder scalability and flexibility in real-world applications.
@@ -601,19 +571,6 @@ CrewAI is open-source and we welcome contributions. If you're looking to contrib
 - Send a pull request.
 - We appreciate your input!
 
-### Contributing to the docs
-
-The site at [docs.crewai.com](https://docs.crewai.com) is published from
-`docs/` by [Mintlify](https://www.mintlify.com/). The docs use directory-based
-versioning: edits to `docs/edge/<lang>/...` (e.g.
-`docs/edge/en/concepts/agents.mdx`) land under the **Edge** version selector
-immediately and are frozen into a new versioned snapshot under
-`docs/v<X.Y.Z>/` at the next release cut. Frozen snapshots are immutable — CI
-rejects PRs that modify them without a `[docs-freeze]` title prefix. The
-release CLI (`devtools release`) handles the freeze automatically; see
-[`AGENTS.md`](AGENTS.md) for the full contributor guide and
-[`RELEASING.md`](RELEASING.md) for the release-cut runbook.
-
 ### Installing Dependencies
 
 ```bash
@@ -654,7 +611,7 @@ uv build
 ### Installing Locally
 
 ```bash
-uv pip install dist/*.tar.gz
+pip install dist/*.tar.gz
 ```
 
 ## Telemetry
@@ -717,9 +674,9 @@ CrewAI is released under the [MIT License](https://github.com/crewAIInc/crewAI/b
 
 ### Enterprise Features
 
-- [What additional features does CrewAI AMP offer?](#q-what-additional-features-does-crewai-amp-offer)
-- [Is CrewAI AMP available for cloud and on-premise deployments?](#q-is-crewai-amp-available-for-cloud-and-on-premise-deployments)
-- [Can I try CrewAI AMP for free?](#q-can-i-try-crewai-amp-for-free)
+- [What additional features does CrewAI Enterprise offer?](#q-what-additional-features-does-crewai-enterprise-offer)
+- [Is CrewAI Enterprise available for cloud and on-premise deployments?](#q-is-crewai-enterprise-available-for-cloud-and-on-premise-deployments)
+- [Can I try CrewAI Enterprise for free?](#q-can-i-try-crewai-enterprise-for-free)
 
 ### Q: What exactly is CrewAI?
 
@@ -730,13 +687,13 @@ A: CrewAI is a standalone, lean, and fast Python framework built specifically fo
 A: Install CrewAI using pip:
 
 ```shell
-uv pip install crewai
+pip install crewai
 ```
 
 For additional tools, use:
 
 ```shell
-uv pip install 'crewai[tools]'
+pip install 'crewai[tools]'
 ```
 
 ### Q: Does CrewAI depend on LangChain?
@@ -775,17 +732,17 @@ A: Check out practical examples in the [CrewAI-examples repository](https://gith
 
 A: Contributions are warmly welcomed! Fork the repository, create your branch, implement your changes, and submit a pull request. See the Contribution section of the README for detailed guidelines.
 
-### Q: What additional features does CrewAI AMP offer?
+### Q: What additional features does CrewAI Enterprise offer?
 
-A: CrewAI AMP provides advanced features such as a unified control plane, real-time observability, secure integrations, advanced security, actionable insights, and dedicated 24/7 enterprise support.
+A: CrewAI Enterprise provides advanced features such as a unified control plane, real-time observability, secure integrations, advanced security, actionable insights, and dedicated 24/7 enterprise support.
 
-### Q: Is CrewAI AMP available for cloud and on-premise deployments?
+### Q: Is CrewAI Enterprise available for cloud and on-premise deployments?
 
-A: Yes, CrewAI AMP supports both cloud-based and on-premise deployment options, allowing enterprises to meet their specific security and compliance requirements.
+A: Yes, CrewAI Enterprise supports both cloud-based and on-premise deployment options, allowing enterprises to meet their specific security and compliance requirements.
 
-### Q: Can I try CrewAI AMP for free?
+### Q: Can I try CrewAI Enterprise for free?
 
-A: Yes, you can explore part of the CrewAI AMP Suite by accessing the [Crew Control Plane](https://app.crewai.com) for free.
+A: Yes, you can explore part of the CrewAI Enterprise Suite by accessing the [Crew Control Plane](https://app.crewai.com) for free.
 
 ### Q: Does CrewAI support fine-tuning or training custom models?
 
@@ -805,7 +762,7 @@ A: CrewAI is highly scalable, supporting simple automations and large-scale ente
 
 ### Q: Does CrewAI offer debugging and monitoring tools?
 
-A: Yes, CrewAI AMP includes advanced debugging, tracing, and real-time observability features, simplifying the management and troubleshooting of your automations.
+A: Yes, CrewAI Enterprise includes advanced debugging, tracing, and real-time observability features, simplifying the management and troubleshooting of your automations.
 
 ### Q: What programming languages does CrewAI support?
 

conftest.py

@@ -1,423 +0,0 @@
-"""Pytest configuration for crewAI workspace."""
-
-import base64
-from collections.abc import Generator
-import gzip
-import os
-from pathlib import Path
-import re
-import tempfile
-from typing import Any
-
-from dotenv import load_dotenv
-import pytest
-
-
-def _patch_vcrpy_aiohttp_compat() -> None:
-    """Keep vcrpy's aiohttp stub working under aiohttp 3.14.0.
-
-    aiohttp 3.14.0 (pulled in to fix GHSA-jg22-mg44-37j8 and GHSA-hg6j-4rv6-33pg):
-      * removed ``aiohttp.streams.AsyncStreamReaderMixin`` (folded into ``StreamReader``),
-        which vcrpy's ``MockStream`` still subclasses -- vcr's patch machinery then raises
-        ``AttributeError`` at collection time; and
-      * added a required ``stream_writer`` keyword-only arg to ``ClientResponse.__init__``,
-        which vcrpy's ``MockClientResponse`` does not pass -- raising ``TypeError`` at
-        cassette playback.
-
-    Restore the mixin, then rebuild ``MockClientResponse``'s ``super().__init__`` call from
-    the live ``ClientResponse`` signature (defaulting every required keyword-only arg to
-    ``None``, mirroring vcrpy's original call) so it also survives future aiohttp additions.
-    """
-    import asyncio
-    import inspect
-
-    from aiohttp import streams
-    from aiohttp.client_reqrep import ClientResponse
-
-    if not hasattr(streams, "AsyncStreamReaderMixin"):
-
-        class AsyncStreamReaderMixin:
-            __slots__ = ()
-
-            def __aiter__(self) -> streams.AsyncStreamIterator[bytes]:
-                return streams.AsyncStreamIterator(self.readline)  # type: ignore[attr-defined]
-
-            def iter_chunked(self, n: int) -> streams.AsyncStreamIterator[bytes]:
-                return streams.AsyncStreamIterator(lambda: self.read(n))  # type: ignore[attr-defined]
-
-            def iter_any(self) -> streams.AsyncStreamIterator[bytes]:
-                return streams.AsyncStreamIterator(self.readany)  # type: ignore[attr-defined]
-
-            def iter_chunks(self) -> streams.ChunkTupleAsyncStreamIterator:
-                return streams.ChunkTupleAsyncStreamIterator(self)  # type: ignore[arg-type]
-
-        streams.AsyncStreamReaderMixin = AsyncStreamReaderMixin  # type: ignore[attr-defined]
-
-    # Importing the stub builds MockStream/MockClientResponse, so it must run after the
-    # mixin is restored above.
-    import vcr.stubs.aiohttp_stubs as aiohttp_stubs  # type: ignore[import-untyped]
-
-    if getattr(aiohttp_stubs.MockClientResponse, "_crewai_aiohttp_patched", False):
-        return
-
-    keyword_only = [
-        name
-        for name, param in inspect.signature(ClientResponse.__init__).parameters.items()
-        if param.kind is inspect.Parameter.KEYWORD_ONLY
-    ]
-
-    class _NullStreamWriter:
-        # aiohttp 3.14.0 reads stream_writer.output_size in the "request already
-        # sent" branch (writer is None), so None is not enough -- supply a stub.
-        output_size = 0
-
-    fallback_loop: list[asyncio.AbstractEventLoop] = []
-
-    def _resolve_loop() -> asyncio.AbstractEventLoop:
-        # MockClientResponse is normally built inside aiohttp's running loop, so
-        # prefer that. In a sync context there is no running loop; avoid
-        # asyncio.get_event_loop(), which on 3.12+ emits a DeprecationWarning
-        # (and can RuntimeError) when no current loop is set. Use one cached
-        # loop instead -- the mock only stores it and calls loop.get_debug().
-        try:
-            return asyncio.get_running_loop()
-        except RuntimeError:
-            if not fallback_loop:
-                fallback_loop.append(asyncio.new_event_loop())
-            return fallback_loop[0]
-
-    def _mock_client_response_init(
-        self: Any, method: str, url: Any, request_info: Any = None
-    ) -> None:
-        kwargs: dict[str, Any] = dict.fromkeys(keyword_only)
-        kwargs["request_info"] = request_info
-        if "loop" in kwargs:
-            kwargs["loop"] = _resolve_loop()
-        if "stream_writer" in kwargs:
-            kwargs["stream_writer"] = _NullStreamWriter()
-        ClientResponse.__init__(self, method, url, **kwargs)
-
-    aiohttp_stubs.MockClientResponse.__init__ = _mock_client_response_init
-    aiohttp_stubs.MockClientResponse._crewai_aiohttp_patched = True
-
-
-_patch_vcrpy_aiohttp_compat()
-
-from vcr.request import Request  # type: ignore[import-untyped]  # noqa: E402
-
-
-try:
-    import vcr.stubs.httpx_stubs as httpx_stubs  # type: ignore[import-untyped]
-except ModuleNotFoundError:
-    import vcr.stubs.httpcore_stubs as httpx_stubs  # type: ignore[import-untyped]
-
-
-env_test_path = Path(__file__).parent / ".env.test"
-
-load_dotenv(env_test_path, override=False)
-load_dotenv(override=False)
-
-BEDROCK_HOST_PLACEHOLDER = "bedrock-runtime.vcr.amazonaws.com"
-_BEDROCK_HOST_RE = re.compile(r"^bedrock-runtime\.[a-z0-9-]+\.amazonaws\.com$")
-
-
-def _normalize_bedrock_host(host: str) -> str:
-    if _BEDROCK_HOST_RE.match(host):
-        return BEDROCK_HOST_PLACEHOLDER
-    return host
-
-
-def bedrock_host_matcher(r1: Request, r2: Request) -> bool:  # type: ignore[no-any-unimported]
-    """Match Bedrock requests across AWS regions (CI uses us-east-1, local may use us-west-2)."""
-    return _normalize_bedrock_host(r1.host or "") == _normalize_bedrock_host(
-        r2.host or ""
-    )
-
-
-def _patched_make_vcr_request(httpx_request: Any, **kwargs: Any) -> Any:
-    """Patched version of VCR's _make_vcr_request that handles binary content.
-
-    The original implementation fails on binary request bodies (like file uploads)
-    because it assumes all content can be decoded as UTF-8.
-    """
-    raw_body = httpx_request.read()
-    try:
-        body = raw_body.decode("utf-8")
-    except UnicodeDecodeError:
-        body = base64.b64encode(raw_body).decode("ascii")
-    uri = str(httpx_request.url)
-    headers = dict(httpx_request.headers)
-    return Request(httpx_request.method, uri, body, headers)
-
-
-httpx_stubs._make_vcr_request = _patched_make_vcr_request
-
-
-# Patch the response-side of VCR to fix httpx.ResponseNotRead errors.
-# VCR's _from_serialized_response mocks httpx.Response.read(), which prevents
-# the response's internal _content attribute from being properly initialized.
-# When OpenAI's client (using with_raw_response) accesses response.content,
-# httpx raises ResponseNotRead because read() was never actually called.
-# This patch ensures _content is explicitly set after response creation.
-_original_from_serialized_response = getattr(
-    httpx_stubs, "_from_serialized_response", None
-)
-
-if _original_from_serialized_response is not None:
-    _from_serialized: Any = _original_from_serialized_response
-
-    def _patched_from_serialized_response(
-        request: Any, serialized_response: Any, history: Any = None
-    ) -> Any:
-        """Patched version that ensures response._content is properly set."""
-        response = _from_serialized(request, serialized_response, history)
-        # Explicitly set _content to avoid ResponseNotRead errors
-        # The content was passed to the constructor but the mocked read() prevents
-        # proper initialization of the internal state
-        body_content = serialized_response.get("body", {}).get("string", b"")
-        if isinstance(body_content, str):
-            body_content = body_content.encode("utf-8")
-        response._content = body_content
-        return response
-
-    httpx_stubs._from_serialized_response = _patched_from_serialized_response
-
-
-@pytest.fixture(autouse=True, scope="function")
-def cleanup_event_handlers() -> Generator[None, Any, None]:
-    """Clean up event bus handlers after each test to prevent test pollution."""
-    yield
-
-    try:
-        from crewai.events.event_bus import crewai_event_bus
-
-        with crewai_event_bus._rwlock.w_locked():
-            crewai_event_bus._sync_handlers.clear()
-            crewai_event_bus._async_handlers.clear()
-    except Exception:  # noqa: S110
-        pass
-
-
-@pytest.fixture(autouse=True, scope="function")
-def reset_event_state() -> None:
-    """Reset event system state before each test for isolation."""
-    from crewai.events.base_events import reset_emission_counter
-    from crewai.events.event_context import (
-        EventContextConfig,
-        _event_context_config,
-        _event_id_stack,
-    )
-
-    reset_emission_counter()
-    _event_id_stack.set(())
-    _event_context_config.set(EventContextConfig())
-
-
-@pytest.fixture(autouse=True, scope="function")
-def setup_test_environment() -> Generator[None, Any, None]:
-    """Setup test environment for crewAI workspace."""
-    with tempfile.TemporaryDirectory() as temp_dir:
-        storage_dir = Path(temp_dir) / "crewai_test_storage"
-        storage_dir.mkdir(parents=True, exist_ok=True)
-
-        if not storage_dir.exists() or not storage_dir.is_dir():
-            raise RuntimeError(
-                f"Failed to create test storage directory: {storage_dir}"
-            )
-
-        try:
-            test_file = storage_dir / ".permissions_test"
-            test_file.touch()
-            test_file.unlink()
-        except (OSError, IOError) as e:
-            raise RuntimeError(
-                f"Test storage directory {storage_dir} is not writable: {e}"
-            ) from e
-
-        os.environ["CREWAI_STORAGE_DIR"] = str(storage_dir)
-        os.environ["CREWAI_TESTING"] = "true"
-
-        try:
-            yield
-        finally:
-            os.environ.pop("CREWAI_TESTING", "true")
-            os.environ.pop("CREWAI_STORAGE_DIR", None)
-            os.environ.pop("CREWAI_DISABLE_TELEMETRY", "true")
-            os.environ.pop("OTEL_SDK_DISABLED", "true")
-            os.environ.pop("OPENAI_BASE_URL", "https://api.openai.com/v1")
-            os.environ.pop("OPENAI_API_BASE", "https://api.openai.com/v1")
-
-
-HEADERS_TO_FILTER = {
-    "authorization": "AUTHORIZATION-XXX",
-    "content-security-policy": "CSP-FILTERED",
-    "cookie": "COOKIE-XXX",
-    "set-cookie": "SET-COOKIE-XXX",
-    "permissions-policy": "PERMISSIONS-POLICY-XXX",
-    "referrer-policy": "REFERRER-POLICY-XXX",
-    "strict-transport-security": "STS-XXX",
-    "x-content-type-options": "X-CONTENT-TYPE-XXX",
-    "x-frame-options": "X-FRAME-OPTIONS-XXX",
-    "x-permitted-cross-domain-policies": "X-PERMITTED-XXX",
-    "x-request-id": "X-REQUEST-ID-XXX",
-    "x-runtime": "X-RUNTIME-XXX",
-    "x-xss-protection": "X-XSS-PROTECTION-XXX",
-    "x-stainless-arch": "X-STAINLESS-ARCH-XXX",
-    "x-stainless-os": "X-STAINLESS-OS-XXX",
-    "x-stainless-read-timeout": "X-STAINLESS-READ-TIMEOUT-XXX",
-    "cf-ray": "CF-RAY-XXX",
-    "etag": "ETAG-XXX",
-    "Strict-Transport-Security": "STS-XXX",
-    "access-control-expose-headers": "ACCESS-CONTROL-XXX",
-    "openai-organization": "OPENAI-ORG-XXX",
-    "openai-project": "OPENAI-PROJECT-XXX",
-    "x-ratelimit-limit-requests": "X-RATELIMIT-LIMIT-REQUESTS-XXX",
-    "x-ratelimit-limit-tokens": "X-RATELIMIT-LIMIT-TOKENS-XXX",
-    "x-ratelimit-remaining-requests": "X-RATELIMIT-REMAINING-REQUESTS-XXX",
-    "x-ratelimit-remaining-tokens": "X-RATELIMIT-REMAINING-TOKENS-XXX",
-    "x-ratelimit-reset-requests": "X-RATELIMIT-RESET-REQUESTS-XXX",
-    "x-ratelimit-reset-tokens": "X-RATELIMIT-RESET-TOKENS-XXX",
-    "x-goog-api-key": "X-GOOG-API-KEY-XXX",
-    "api-key": "X-API-KEY-XXX",
-    "User-Agent": "X-USER-AGENT-XXX",
-    "apim-request-id:": "X-API-CLIENT-REQUEST-ID-XXX",
-    "azureml-model-session": "AZUREML-MODEL-SESSION-XXX",
-    "x-ms-client-request-id": "X-MS-CLIENT-REQUEST-ID-XXX",
-    "x-ms-region": "X-MS-REGION-XXX",
-    "apim-request-id": "APIM-REQUEST-ID-XXX",
-    "x-api-key": "X-API-KEY-XXX",
-    "anthropic-organization-id": "ANTHROPIC-ORGANIZATION-ID-XXX",
-    "request-id": "REQUEST-ID-XXX",
-    "anthropic-ratelimit-input-tokens-limit": "ANTHROPIC-RATELIMIT-INPUT-TOKENS-LIMIT-XXX",
-    "anthropic-ratelimit-input-tokens-remaining": "ANTHROPIC-RATELIMIT-INPUT-TOKENS-REMAINING-XXX",
-    "anthropic-ratelimit-input-tokens-reset": "ANTHROPIC-RATELIMIT-INPUT-TOKENS-RESET-XXX",
-    "anthropic-ratelimit-output-tokens-limit": "ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-LIMIT-XXX",
-    "anthropic-ratelimit-output-tokens-remaining": "ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-REMAINING-XXX",
-    "anthropic-ratelimit-output-tokens-reset": "ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-RESET-XXX",
-    "anthropic-ratelimit-tokens-limit": "ANTHROPIC-RATELIMIT-TOKENS-LIMIT-XXX",
-    "anthropic-ratelimit-tokens-remaining": "ANTHROPIC-RATELIMIT-TOKENS-REMAINING-XXX",
-    "anthropic-ratelimit-tokens-reset": "ANTHROPIC-RATELIMIT-TOKENS-RESET-XXX",
-    "x-amz-date": "X-AMZ-DATE-XXX",
-    "x-amz-security-token": "X-AMZ-SECURITY-TOKEN-XXX",
-    "amz-sdk-invocation-id": "AMZ-SDK-INVOCATION-ID-XXX",
-    "accept-encoding": "ACCEPT-ENCODING-XXX",
-    "x-amzn-requestid": "X-AMZN-REQUESTID-XXX",
-    "x-amzn-RequestId": "X-AMZN-REQUESTID-XXX",
-    "x-a2a-notification-token": "X-A2A-NOTIFICATION-TOKEN-XXX",
-    "x-a2a-version": "X-A2A-VERSION-XXX",
-}
-
-
-def _filter_request_headers(request: Request) -> Request:  # type: ignore[no-any-unimported]
-    """Filter sensitive headers from request before recording."""
-    for header_name, replacement in HEADERS_TO_FILTER.items():
-        for variant in [header_name, header_name.upper(), header_name.title()]:
-            if variant in request.headers:
-                request.headers[variant] = [replacement]
-
-    request.method = request.method.upper()
-
-    # Normalize Azure OpenAI endpoints to a consistent placeholder for cassette matching.
-    if request.host and request.host.endswith(".openai.azure.com"):
-        original_host = request.host
-        placeholder_host = "fake-azure-endpoint.openai.azure.com"
-        request.uri = request.uri.replace(original_host, placeholder_host)
-
-    # Normalize Bedrock regional endpoints so cassettes work in any AWS region.
-    if request.host and _BEDROCK_HOST_RE.match(request.host):
-        request.uri = request.uri.replace(request.host, BEDROCK_HOST_PLACEHOLDER)
-
-    return request
-
-
-def _filter_response_headers(response: dict[str, Any]) -> dict[str, Any] | None:
-    """Filter sensitive headers from response before recording.
-
-    Returns None to skip recording responses with empty bodies. This handles
-    duplicate recordings caused by OpenAI's stainless client using
-    with_raw_response which triggers httpx to re-read the consumed stream.
-    """
-    body = response.get("body", {}).get("string", "")
-    headers = response.get("headers", {})
-    content_length = headers.get("content-length", headers.get("Content-Length", []))
-
-    if body == "" or body == b"" or content_length == ["0"]:
-        return None
-
-    status_code = response.get("status", {}).get("code")
-    if isinstance(status_code, int) and status_code >= 400:
-        # Avoid persisting auth/model errors when re-recording without valid AWS creds.
-        return None
-
-    for encoding_header in ["Content-Encoding", "content-encoding"]:
-        if encoding_header in headers:
-            encoding = headers.pop(encoding_header)
-            if encoding and encoding[0] == "gzip":
-                body = response.get("body", {}).get("string", b"")
-                if isinstance(body, bytes) and body.startswith(b"\x1f\x8b"):
-                    response["body"]["string"] = gzip.decompress(body).decode("utf-8")
-
-    for header_name, replacement in HEADERS_TO_FILTER.items():
-        for variant in [header_name, header_name.upper(), header_name.title()]:
-            if variant in headers:
-                headers[variant] = [replacement]
-    return response
-
-
-@pytest.fixture(scope="module")
-def vcr_cassette_dir(request: Any) -> str:
-    """Generate cassette directory path based on test module location.
-
-    Organizes cassettes to mirror test directory structure within each package:
-    lib/crewai/tests/llms/google/test_google.py -> lib/crewai/tests/cassettes/llms/google/
-    lib/crewai-tools/tests/tools/test_search.py -> lib/crewai-tools/tests/cassettes/tools/
-    """
-    test_file = Path(request.fspath)
-
-    for parent in test_file.parents:
-        if (
-            parent.name
-            in ("crewai", "crewai-tools", "crewai-files", "cli", "crewai-core")
-            and parent.parent.name == "lib"
-        ):
-            package_root = parent
-            break
-    else:
-        package_root = test_file.parent
-
-    tests_root = package_root / "tests"
-    test_dir = test_file.parent
-
-    if test_dir != tests_root:
-        relative_path = test_dir.relative_to(tests_root)
-        cassette_dir = tests_root / "cassettes" / relative_path
-    else:
-        cassette_dir = tests_root / "cassettes"
-
-    cassette_dir.mkdir(parents=True, exist_ok=True)
-
-    return str(cassette_dir)
-
-
-def pytest_recording_configure(vcr: Any, config: Any) -> None:
-    """Register custom VCR matchers for each test cassette session."""
-    vcr.register_matcher("bedrock_host", bedrock_host_matcher)
-
-
-@pytest.fixture(scope="module")
-def vcr_config(vcr_cassette_dir: str) -> dict[str, Any]:
-    """Configure VCR with organized cassette storage."""
-    config = {
-        "cassette_library_dir": vcr_cassette_dir,
-        "record_mode": os.getenv("PYTEST_VCR_RECORD_MODE", "once"),
-        "filter_headers": [(k, v) for k, v in HEADERS_TO_FILTER.items()],
-        "before_record_request": _filter_request_headers,
-        "before_record_response": _filter_response_headers,
-        "filter_query_parameters": ["key"],
-        "match_on": ["method", "scheme", "host", "port", "path"],
-    }
-
-    if os.getenv("GITHUB_ACTIONS") == "true":
-        config["record_mode"] = "none"
-
-    return config

docs/edge/ar/api-reference/inputs.mdx

@@ -1,8 +0,0 @@
----
-title: "GET /inputs"
-description: "الحصول على المدخلات المطلوبة لطاقمك"
-openapi: "/enterprise-api.en.yaml GET /inputs"
-mode: "wide"
----
-
-

docs/edge/ar/api-reference/introduction.mdx

@@ -1,135 +0,0 @@
----
-title: "مقدمة"
-description: "المرجع الكامل لواجهة برمجة تطبيقات CrewAI AMP REST"
-icon: "code"
-mode: "wide"
----
-
-# واجهة برمجة تطبيقات CrewAI AMP
-
-مرحبًا بك في مرجع واجهة برمجة تطبيقات CrewAI AMP. تتيح لك هذه الواجهة التفاعل برمجيًا مع الأطقم المنشورة، مما يمكّنك من دمجها مع تطبيقاتك وسير عملك وخدماتك.
-
-## البدء السريع
-
-<Steps>
-  <Step title="الحصول على بيانات اعتماد API">
-    انتقل إلى صفحة تفاصيل طاقمك في لوحة تحكم CrewAI AMP وانسخ رمز Bearer من علامة تبويب الحالة.
-  </Step>
-
-<Step title="اكتشاف المدخلات المطلوبة">
-  استخدم نقطة النهاية `GET /inputs` لمعرفة المعاملات التي يتوقعها طاقمك.
-</Step>
-
-<Step title="بدء تنفيذ الطاقم">
-  استدعِ `POST /kickoff` مع مدخلاتك لبدء تنفيذ الطاقم واستلام
-  `kickoff_id`.
-</Step>
-
-  <Step title="مراقبة التقدم">
-    استخدم `GET /status/{kickoff_id}` للتحقق من حالة التنفيذ واسترجاع النتائج.
-  </Step>
-</Steps>
-
-## المصادقة
-
-تتطلب جميع طلبات API المصادقة باستخدام رمز Bearer. أدرج رمزك في ترويسة `Authorization`:
-
-```bash
-curl -H "Authorization: Bearer YOUR_CREW_TOKEN" \
-  https://your-crew-url.crewai.com/inputs
-```
-
-### أنواع الرموز
-
-| نوع الرمز            | النطاق                     | حالة الاستخدام                                                     |
-| :-------------------- | :------------------------ | :----------------------------------------------------------- |
-| **Bearer Token**      | وصول على مستوى المؤسسة | عمليات الطاقم الكاملة، مثالي للتكامل بين الخوادم |
-| **User Bearer Token** | وصول محدد بالمستخدم        | صلاحيات محدودة، مناسب للعمليات الخاصة بالمستخدم   |
-
-<Tip>
-  يمكنك العثور على كلا نوعي الرموز في علامة تبويب الحالة من صفحة تفاصيل طاقمك في
-  لوحة تحكم CrewAI AMP.
-</Tip>
-
-## عنوان URL الأساسي
-
-لكل طاقم منشور نقطة نهاية API فريدة خاصة به:
-
-```
-https://your-crew-name.crewai.com
-```
-
-استبدل `your-crew-name` بعنوان URL الفعلي لطاقمك من لوحة التحكم.
-
-## سير العمل النموذجي
-
-1. **الاكتشاف**: استدعِ `GET /inputs` لفهم ما يحتاجه طاقمك
-2. **التنفيذ**: أرسل المدخلات عبر `POST /kickoff` لبدء المعالجة
-3. **المراقبة**: استعلم عن `GET /status/{kickoff_id}` حتى الاكتمال
-4. **النتائج**: استخرج المخرجات النهائية من الاستجابة المكتملة
-
-## معالجة الأخطاء
-
-تستخدم الواجهة أكواد حالة HTTP القياسية:
-
-| الكود  | المعنى                                    |
-| ----- | :----------------------------------------- |
-| `200` | نجاح                                    |
-| `400` | طلب غير صالح - تنسيق مدخلات غير صحيح         |
-| `401` | غير مصرّح - رمز bearer غير صالح        |
-| `404` | غير موجود - المورد غير موجود         |
-| `422` | خطأ في التحقق - مدخلات مطلوبة مفقودة |
-| `500` | خطأ في الخادم - تواصل مع الدعم             |
-
-## الاختبار التفاعلي
-
-<Info>
-  **لماذا لا يوجد زر "إرسال"؟** نظرًا لأن كل مستخدم CrewAI AMP لديه عنوان URL
-  فريد للطاقم، نستخدم **وضع المرجع** بدلاً من بيئة تفاعلية لتجنب
-  الالتباس. يوضح لك هذا بالضبط كيف يجب أن تبدو الطلبات بدون
-  أزرار إرسال غير فعالة.
-</Info>
-
-تعرض لك كل صفحة نقطة نهاية:
-
-- **تنسيق الطلب الدقيق** مع جميع المعاملات
-- **أمثلة الاستجابة** لحالات النجاح والخطأ
-- **عينات الكود** بلغات متعددة (cURL، Python، JavaScript، إلخ)
-- **أمثلة المصادقة** بتنسيق رمز Bearer الصحيح
-
-### **لاختبار واجهتك الفعلية:**
-
-<CardGroup cols={2}>
-  <Card title="نسخ أمثلة cURL" icon="terminal">
-    انسخ أمثلة cURL واستبدل العنوان URL + الرمز بقيمك الحقيقية
-  </Card>
-  <Card title="استخدام Postman/Insomnia" icon="play">
-    استورد الأمثلة في أداة اختبار API المفضلة لديك
-  </Card>
-</CardGroup>
-
-**مثال على سير العمل:**
-
-1. **انسخ مثال cURL هذا** من أي صفحة نقطة نهاية
-2. **استبدل `your-actual-crew-name.crewai.com`** بعنوان URL الحقيقي لطاقمك
-3. **استبدل رمز Bearer** برمزك الحقيقي من لوحة التحكم
-4. **نفّذ الطلب** في طرفيتك أو عميل API
-
-## هل تحتاج مساعدة؟
-
-<CardGroup cols={2}>
-  <Card
-    title="دعم المؤسسات"
-    icon="headset"
-    href="mailto:support@crewai.com"
-  >
-    احصل على مساعدة في تكامل API واستكشاف الأخطاء وإصلاحها
-  </Card>
-  <Card
-    title="لوحة تحكم المؤسسات"
-    icon="chart-line"
-    href="https://app.crewai.com"
-  >
-    إدارة أطقمك وعرض سجلات التنفيذ
-  </Card>
-</CardGroup>

docs/edge/ar/api-reference/kickoff.mdx

@@ -1,8 +0,0 @@
----
-title: "POST /kickoff"
-description: "بدء تنفيذ الطاقم"
-openapi: "/enterprise-api.en.yaml POST /kickoff"
-mode: "wide"
----
-
-

docs/edge/ar/api-reference/resume.mdx

@@ -1,6 +0,0 @@
----
-title: "POST /resume"
-description: "استئناف تنفيذ الطاقم مع التغذية الراجعة البشرية"
-openapi: "/enterprise-api.en.yaml POST /resume"
-mode: "wide"
----

docs/edge/ar/api-reference/status.mdx

@@ -1,6 +0,0 @@
----
-title: "GET /status/{kickoff_id}"
-description: "الحصول على حالة التنفيذ"
-openapi: "/enterprise-api.en.yaml GET /status/{kickoff_id}"
-mode: "wide"
----

docs/edge/ar/concepts/agent-capabilities.mdx

@@ -1,147 +0,0 @@
----
-title: "قدرات الوكيل"
-description: "فهم الطرق الخمس لتوسيع وكلاء CrewAI: الأدوات، MCP، التطبيقات، المهارات، والمعرفة."
-icon: puzzle-piece
-mode: "wide"
----
-
-## نظرة عامة
-
-يمكن توسيع وكلاء CrewAI بـ **خمسة أنواع مميزة من القدرات**، كل منها يخدم غرضًا مختلفًا. فهم متى تستخدم كل نوع — وكيف يعملون معًا — هو المفتاح لبناء وكلاء فعّالين.
-
-<CardGroup cols={2}>
-  <Card title="الأدوات" icon="wrench" href="/ar/concepts/tools" color="#3B82F6">
-    **دوال قابلة للاستدعاء** — تمنح الوكلاء القدرة على اتخاذ إجراءات. البحث على الويب، عمليات الملفات، استدعاءات API، تنفيذ الكود.
-  </Card>
-  <Card title="خوادم MCP" icon="plug" href="/ar/mcp/overview" color="#8B5CF6">
-    **خوادم أدوات عن بُعد** — تربط الوكلاء بخوادم أدوات خارجية عبر Model Context Protocol. نفس تأثير الأدوات، لكن مستضافة خارجيًا.
-  </Card>
-  <Card title="التطبيقات" icon="grid-2" color="#EC4899">
-    **تكاملات المنصة** — تربط الوكلاء بتطبيقات SaaS (Gmail، Slack، Jira، Salesforce) عبر منصة CrewAI. تعمل محليًا مع رمز تكامل المنصة.
-  </Card>
-  <Card title="المهارات" icon="bolt" href="/ar/concepts/skills" color="#F59E0B">
-    **خبرة المجال** — تحقن التعليمات والإرشادات والمواد المرجعية في إرشادات الوكلاء. المهارات تخبر الوكلاء *كيف يفكرون*.
-  </Card>
-  <Card title="المعرفة" icon="book" href="/ar/concepts/knowledge" color="#10B981">
-    **حقائق مُسترجعة** — توفر للوكلاء بيانات من المستندات والملفات وعناوين URL عبر البحث الدلالي (RAG). المعرفة تعطي الوكلاء *ما يحتاجون معرفته*.
-  </Card>
-</CardGroup>
-
----
-
-## التمييز الأساسي
-
-أهم شيء يجب فهمه: **هذه القدرات تنقسم إلى فئتين**.
-
-### قدرات الإجراء (الأدوات، MCP، التطبيقات)
-
-تمنح الوكلاء القدرة على **فعل أشياء** — استدعاء APIs، قراءة الملفات، البحث على الويب، إرسال رسائل البريد الإلكتروني. عند التنفيذ، تتحول الأنواع الثلاثة إلى نفس التنسيق الداخلي (مثيلات `BaseTool`) وتظهر في قائمة أدوات موحدة يمكن للوكيل استدعاؤها.
-
-```python
-from crewai import Agent
-from crewai_tools import SerperDevTool, FileReadTool
-
-agent = Agent(
-    role="Researcher",
-    goal="Find and compile market data",
-    backstory="Expert market analyst",
-    tools=[SerperDevTool(), FileReadTool()],  # أدوات محلية
-    mcps=["https://mcp.example.com/sse"],     # أدوات خادم MCP عن بُعد
-    apps=["gmail", "google_sheets"],           # تكاملات المنصة
-)
-```
-
-### قدرات السياق (المهارات، المعرفة)
-
-تُعدّل **إرشادات** الوكيل — بحقن الخبرة أو التعليمات أو البيانات المُسترجعة قبل أن يبدأ الوكيل في التفكير. لا تمنح الوكلاء إجراءات جديدة؛ بل تُشكّل كيف يفكر الوكلاء وما هي المعلومات التي يمكنهم الوصول إليها.
-
-```python
-from crewai import Agent
-
-agent = Agent(
-    role="Security Auditor",
-    goal="Audit cloud infrastructure for vulnerabilities",
-    backstory="Expert in cloud security with 10 years of experience",
-    skills=["./skills/security-audit"],        # تعليمات المجال
-    knowledge_sources=[pdf_source, url_source], # حقائق مُسترجعة
-)
-```
-
----
-
-## متى تستخدم ماذا
-
-| تحتاج إلى...                                            | استخدم            | مثال                                     |
-| :------------------------------------------------------- | :---------------- | :--------------------------------------- |
-| الوكيل يبحث على الويب                                    | **الأدوات**       | `tools=[SerperDevTool()]`                |
-| الوكيل يستدعي API عن بُعد عبر MCP                        | **MCP**           | `mcps=["https://api.example.com/sse"]`   |
-| الوكيل يرسل بريد إلكتروني عبر Gmail                      | **التطبيقات**     | `apps=["gmail"]`                         |
-| الوكيل يتبع إجراءات محددة                                | **المهارات**      | `skills=["./skills/code-review"]`        |
-| الوكيل يرجع لمستندات الشركة                              | **المعرفة**       | `knowledge_sources=[pdf_source]`         |
-| الوكيل يبحث على الويب ويتبع إرشادات المراجعة              | **الأدوات + المهارات** | استخدم كليهما معًا                  |
-
----
-
-## دمج القدرات
-
-في الممارسة العملية، غالبًا ما يستخدم الوكلاء **أنواعًا متعددة من القدرات معًا**. إليك مثال واقعي:
-
-```python
-from crewai import Agent
-from crewai_tools import SerperDevTool, FileReadTool, CodeInterpreterTool
-
-# وكيل بحث مجهز بالكامل
-researcher = Agent(
-    role="Senior Research Analyst",
-    goal="Produce comprehensive market analysis reports",
-    backstory="Expert analyst with deep industry knowledge",
-
-    # الإجراء: ما يمكن للوكيل فعله
-    tools=[
-        SerperDevTool(),         # البحث على الويب
-        FileReadTool(),          # قراءة الملفات المحلية
-        CodeInterpreterTool(),   # تشغيل كود Python للتحليل
-    ],
-    mcps=["https://data-api.example.com/sse"],  # الوصول لـ API بيانات عن بُعد
-    apps=["google_sheets"],                      # الكتابة في Google Sheets
-
-    # السياق: ما يعرفه الوكيل
-    skills=["./skills/research-methodology"],    # كيفية إجراء البحث
-    knowledge_sources=[company_docs],            # بيانات خاصة بالشركة
-)
-```
-
----
-
-## جدول المقارنة
-
-| الميزة | الأدوات | MCP | التطبيقات | المهارات | المعرفة |
-| :--- | :---: | :---: | :---: | :---: | :---: |
-| **يمنح الوكيل إجراءات** | ✅ | ✅ | ✅ | ❌ | ❌ |
-| **يُعدّل الإرشادات** | ❌ | ❌ | ❌ | ✅ | ✅ |
-| **يتطلب كود** | نعم | إعداد فقط | إعداد فقط | Markdown فقط | إعداد فقط |
-| **يعمل محليًا** | نعم | يعتمد | نعم (مع متغير بيئة) | غير متاح | نعم |
-| **يحتاج مفاتيح API** | لكل أداة | لكل خادم | رمز التكامل | لا | المُضمّن فقط |
-| **يُعيَّن على Agent** | `tools=[]` | `mcps=[]` | `apps=[]` | `skills=[]` | `knowledge_sources=[]` |
-| **يُعيَّن على Crew** | ❌ | ❌ | ❌ | `skills=[]` | `knowledge_sources=[]` |
-
----
-
-## تعمّق أكثر
-
-هل أنت مستعد لمعرفة المزيد عن كل نوع من أنواع القدرات؟
-
-<CardGroup cols={2}>
-  <Card title="الأدوات" icon="wrench" href="/ar/concepts/tools">
-    إنشاء أدوات مخصصة، استخدام كتالوج OSS مع أكثر من 75 خيارًا، تكوين التخزين المؤقت والتنفيذ غير المتزامن.
-  </Card>
-  <Card title="تكامل MCP" icon="plug" href="/ar/mcp/overview">
-    الاتصال بخوادم MCP عبر stdio أو SSE أو HTTP. تصفية الأدوات، تكوين المصادقة.
-  </Card>
-  <Card title="المهارات" icon="bolt" href="/ar/concepts/skills">
-    بناء حزم المهارات مع SKILL.md، حقن خبرة المجال، استخدام الكشف التدريجي.
-  </Card>
-  <Card title="المعرفة" icon="book" href="/ar/concepts/knowledge">
-    إضافة المعرفة من ملفات PDF وCSV وعناوين URL والمزيد. تكوين المُضمّنات والاسترجاع.
-  </Card>
-</CardGroup>

docs/edge/ar/concepts/agents.mdx

@@ -1,383 +0,0 @@
----
-title: الوكلاء
-description: دليل تفصيلي حول إنشاء وإدارة الوكلاء ضمن إطار عمل CrewAI.
-icon: robot
-mode: "wide"
----
-
-## نظرة عامة على الوكيل
-
-في إطار عمل CrewAI، الـ `Agent` هو وحدة مستقلة يمكنها:
-
-- أداء مهام محددة
-- اتخاذ قرارات بناءً على دوره وهدفه
-- استخدام الأدوات لتحقيق الأهداف
-- التواصل والتعاون مع وكلاء آخرين
-- الاحتفاظ بذاكرة التفاعلات
-- تفويض المهام عند السماح بذلك
-
-<Tip>
-  فكّر في الوكيل كعضو فريق متخصص بمهارات وخبرات ومسؤوليات محددة.
-  على سبيل المثال، قد يتفوق وكيل `Researcher` في جمع وتحليل المعلومات،
-  بينما قد يكون وكيل `Writer` أفضل في إنشاء المحتوى.
-</Tip>
-
-<Note type="info" title="تحسين المؤسسات: منشئ الوكلاء المرئي">
-يتضمن CrewAI AMP منشئ وكلاء مرئي يبسّط إنشاء وتهيئة الوكلاء بدون كتابة كود. صمم وكلاءك بصريًا واختبرهم في الوقت الفعلي.
-
-![Visual Agent Builder Screenshot](/images/enterprise/crew-studio-interface.png)
-
-يُمكّن منشئ الوكلاء المرئي من:
-
-- تهيئة وكلاء بديهية بواجهات نماذج
-- اختبار والتحقق في الوقت الفعلي
-- مكتبة قوالب مع أنواع وكلاء مهيأة مسبقًا
-- تخصيص سهل لخصائص وسلوكيات الوكيل
-</Note>
-
-## خصائص الوكيل
-
-| الخاصية                               | المعامل                | النوع                                  | الوصف                                                                                              |
-| :-------------------------------------- | :----------------------- | :------------------------------------ | :------------------------------------------------------------------------------------------------------- |
-| **الدور**                                | `role`                   | `str`                                 | يحدد وظيفة الوكيل وخبرته ضمن الطاقم.                                              |
-| **الهدف**                                | `goal`                   | `str`                                 | الهدف الفردي الذي يوجه عملية اتخاذ القرار لدى الوكيل.                                        |
-| **الخلفية**                           | `backstory`              | `str`                                 | يوفر سياقًا وشخصية للوكيل، مما يثري التفاعلات.                                   |
-| **LLM** _(اختياري)_                    | `llm`                    | `Union[str, LLM, Any]`                | نموذج اللغة الذي يشغّل الوكيل. افتراضيًا النموذج المحدد في `OPENAI_MODEL_NAME` أو "gpt-4". |
-| **الأدوات** _(اختياري)_                  | `tools`                  | `List[BaseTool]`                      | القدرات أو الوظائف المتاحة للوكيل. افتراضيًا قائمة فارغة.                             |
-| **LLM استدعاء الدوال** _(اختياري)_   | `function_calling_llm`   | `Optional[Any]`                       | نموذج لغة لاستدعاء الأدوات، يتجاوز LLM الطاقم إذا حُدد.                                      |
-| **الحد الأقصى للتكرارات** _(اختياري)_         | `max_iter`               | `int`                                 | الحد الأقصى للتكرارات قبل أن يقدم الوكيل أفضل إجابته. الافتراضي 20.                         |
-| **الحد الأقصى لـ RPM** _(اختياري)_                | `max_rpm`                | `Optional[int]`                       | الحد الأقصى للطلبات في الدقيقة لتجنب حدود المعدل.                                                        |
-| **الحد الأقصى لوقت التنفيذ** _(اختياري)_     | `max_execution_time`     | `Optional[int]`                       | الحد الأقصى للوقت (بالثواني) لتنفيذ المهمة.                                                            |
-| **الوضع المفصل** _(اختياري)_                | `verbose`                | `bool`                                | تفعيل سجلات التنفيذ المفصلة للتصحيح. الافتراضي False.                                          |
-| **السماح بالتفويض** _(اختياري)_       | `allow_delegation`       | `bool`                                | السماح للوكيل بتفويض المهام لوكلاء آخرين. الافتراضي False.                                     |
-| **دالة الخطوة** _(اختياري)_          | `step_callback`          | `Optional[Any]`                       | دالة تُستدعى بعد كل خطوة للوكيل، تتجاوز دالة الطاقم.                                          |
-| **التخزين المؤقت** _(اختياري)_                  | `cache`                  | `bool`                                | تفعيل التخزين المؤقت لاستخدام الأدوات. الافتراضي True.                                                          |
-| **قالب النظام** _(اختياري)_        | `system_template`        | `Optional[str]`                       | قالب أمر نظام مخصص للوكيل.                                                             |
-| **قالب الأمر** _(اختياري)_        | `prompt_template`        | `Optional[str]`                       | قالب أمر مخصص للوكيل.                                                                    |
-| **قالب الاستجابة** _(اختياري)_      | `response_template`      | `Optional[str]`                       | قالب استجابة مخصص للوكيل.                                                                  |
-| **السماح بتنفيذ الكود** _(اختياري)_   | `allow_code_execution`   | `Optional[bool]`                      | تفعيل تنفيذ الكود للوكيل. الافتراضي False.                                                   |
-| **الحد الأقصى لإعادة المحاولة** _(اختياري)_        | `max_retry_limit`        | `int`                                 | الحد الأقصى لإعادات المحاولة عند حدوث خطأ. الافتراضي 2.                                            |
-| **احترام نافذة السياق** _(اختياري)_ | `respect_context_window` | `bool`                                | إبقاء الرسائل تحت حجم نافذة السياق عبر التلخيص. الافتراضي True.                                 |
-| **وضع تنفيذ الكود** _(اختياري)_    | `code_execution_mode`    | `Literal["safe", "unsafe"]`           | وضع تنفيذ الكود: 'safe' (باستخدام Docker) أو 'unsafe' (مباشر). الافتراضي 'safe'.                  |
-| **متعدد الوسائط** _(اختياري)_             | `multimodal`             | `bool`                                | ما إذا كان الوكيل يدعم القدرات متعددة الوسائط. الافتراضي False.                                    |
-| **حقن التاريخ** _(اختياري)_            | `inject_date`            | `bool`                                | ما إذا كان يتم حقن التاريخ الحالي تلقائيًا في المهام. الافتراضي False.                           |
-| **تنسيق التاريخ** _(اختياري)_            | `date_format`            | `str`                                 | سلسلة تنسيق التاريخ عند تفعيل inject_date. الافتراضي "%Y-%m-%d" (تنسيق ISO).                  |
-| **الاستدلال** _(اختياري)_              | `reasoning`              | `bool`                                | ما إذا كان يجب على الوكيل التأمل وإنشاء خطة قبل تنفيذ المهمة. الافتراضي False.            |
-| **الحد الأقصى لمحاولات الاستدلال** _(اختياري)_ | `max_reasoning_attempts` | `Optional[int]`                       | الحد الأقصى لمحاولات الاستدلال قبل تنفيذ المهمة. إذا None، سيحاول حتى الاستعداد.           |
-| **المُضمّن** _(اختياري)_               | `embedder`               | `Optional[Dict[str, Any]]`            | تهيئة المُضمّن المستخدم من قبل الوكيل.                                                        |
-| **مصادر المعرفة** _(اختياري)_      | `knowledge_sources`      | `Optional[List[BaseKnowledgeSource]]` | مصادر المعرفة المتاحة للوكيل.                                                                |
-| **استخدام أمر النظام** _(اختياري)_      | `use_system_prompt`      | `Optional[bool]`                      | ما إذا كان يُستخدم أمر النظام (لدعم نموذج o1). الافتراضي True.                                    |
-
-## إنشاء الوكلاء
-
-هناك طريقتان شائعتان لإنشاء الوكلاء في CrewAI: باستخدام **تهيئة JSONC (الموصى بها للـ crews الجديدة)** أو تعريفهم **مباشرة في الكود**.
-
-### تهيئة JSONC (موصى بها)
-
-المشاريع الجديدة التي تُنشأ عبر `crewai create crew <name>` تستخدم تهيئة JSON-first. يُعرّف كل Agent في `agents/<agent_name>.jsonc`، ويحدد `crew.jsonc` أي Agents تدخل في الـ crew.
-
-```jsonc agents/researcher.jsonc
-{
-  "role": "{topic} Senior Data Researcher",
-  "goal": "Uncover cutting-edge developments in {topic}",
-  "backstory": "You find the most relevant information and present it clearly.",
-  "llm": "openai/gpt-4o",
-  "tools": ["SerperDevTool"],
-  "settings": {
-    "verbose": true,
-    "allow_delegation": false
-  }
-}
-```
-
-استخدم `{placeholder}` داخل `role` أو `goal` أو `backstory`. ضع القيم الافتراضية في `inputs` داخل `crew.jsonc`؛ وسيطلب `crewai run` أي قيم ناقصة. يمكن وضع حقول السلوك مثل `verbose` و `allow_delegation` و `max_iter` و `memory` و `cache` و `planning_config` في المستوى الأعلى أو داخل `settings`.
-
-<Note>
-يدعم JSONC التعليقات والفواصل النهائية. إذا وُجد `agents/<name>.jsonc` و `agents/<name>.json` معًا، يستخدم CrewAI ملف JSONC.
-</Note>
-
-### تهيئة YAML الكلاسيكية
-
-المشاريع الكلاسيكية التي تُنشأ عبر `crewai create crew <name> --classic` تستخدم `config/agents.yaml` وفئة `@CrewBase` في `crew.py`.
-
-تظل تهيئة YAML مدعومة للمشاريع الحالية المبنية بـ Python/YAML وللفِرق التي تفضل تعريف الوكلاء من خلال فئة `@CrewBase`.
-
-بعد إنشاء مشروع كلاسيكي، انتقل إلى ملف `src/<project_name>/config/agents.yaml` وعدّل القالب ليتوافق مع متطلباتك.
-
-<Note>
-ستُستبدل المتغيرات في ملفات YAML (مثل `{topic}`) بقيم من مدخلاتك عند تشغيل الطاقم:
-```python Code
-crew.kickoff(inputs={'topic': 'AI Agents'})
-```
-</Note>
-
-إليك مثالًا على كيفية تهيئة الوكلاء باستخدام YAML:
-
-```yaml agents.yaml
-# src/<project_name>/config/agents.yaml
-researcher:
-  role: >
-    {topic} Senior Data Researcher
-  goal: >
-    Uncover cutting-edge developments in {topic}
-  backstory: >
-    You're a seasoned researcher with a knack for uncovering the latest
-    developments in {topic}. Known for your ability to find the most relevant
-    information and present it in a clear and concise manner.
-
-reporting_analyst:
-  role: >
-    {topic} Reporting Analyst
-  goal: >
-    Create detailed reports based on {topic} data analysis and research findings
-  backstory: >
-    You're a meticulous analyst with a keen eye for detail. You're known for
-    your ability to turn complex data into clear and concise reports, making
-    it easy for others to understand and act on the information you provide.
-```
-
-لاستخدام تهيئة YAML في الكود، أنشئ فئة طاقم ترث من `CrewBase`:
-
-```python Code
-# src/<project_name>/crew.py
-from crewai import Agent, Crew, Process
-from crewai.project import CrewBase, agent, crew
-from crewai_tools import SerperDevTool
-
-@CrewBase
-class LatestAiDevelopmentCrew():
-  """LatestAiDevelopment crew"""
-
-  agents_config = "config/agents.yaml"
-
-  @agent
-  def researcher(self) -> Agent:
-    return Agent(
-      config=self.agents_config['researcher'], # type: ignore[index]
-      verbose=True,
-      tools=[SerperDevTool()]
-    )
-
-  @agent
-  def reporting_analyst(self) -> Agent:
-    return Agent(
-      config=self.agents_config['reporting_analyst'], # type: ignore[index]
-      verbose=True
-    )
-```
-
-<Note>
-  يجب أن تتطابق الأسماء المستخدمة في ملفات YAML (`agents.yaml`) مع أسماء
-  الطرق في كود Python.
-</Note>
-
-### تعريف مباشر في الكود
-
-يمكنك إنشاء الوكلاء مباشرة في الكود بإنشاء فئة `Agent`. إليك مثالًا شاملًا يوضح جميع المعاملات المتاحة:
-
-```python Code
-from crewai import Agent
-from crewai_tools import SerperDevTool
-
-# إنشاء وكيل بجميع المعاملات المتاحة
-agent = Agent(
-    role="Senior Data Scientist",
-    goal="Analyze and interpret complex datasets to provide actionable insights",
-    backstory="With over 10 years of experience in data science and machine learning, "
-              "you excel at finding patterns in complex datasets.",
-    llm="gpt-4",
-    function_calling_llm=None,
-    verbose=False,
-    allow_delegation=False,
-    max_iter=20,
-    max_rpm=None,
-    max_execution_time=None,
-    max_retry_limit=2,
-    allow_code_execution=False,
-    code_execution_mode="safe",
-    respect_context_window=True,
-    use_system_prompt=True,
-    multimodal=False,
-    inject_date=False,
-    date_format="%Y-%m-%d",
-    reasoning=False,
-    max_reasoning_attempts=None,
-    tools=[SerperDevTool()],
-    knowledge_sources=None,
-    embedder=None,
-    system_template=None,
-    prompt_template=None,
-    response_template=None,
-    step_callback=None,
-)
-```
-
-دعنا نستعرض بعض تركيبات المعاملات الرئيسية لحالات الاستخدام الشائعة:
-
-#### وكيل بحث أساسي
-
-```python Code
-research_agent = Agent(
-    role="Research Analyst",
-    goal="Find and summarize information about specific topics",
-    backstory="You are an experienced researcher with attention to detail",
-    tools=[SerperDevTool()],
-    verbose=True
-)
-```
-
-#### وكيل تطوير الكود
-
-```python Code
-dev_agent = Agent(
-    role="Senior Python Developer",
-    goal="Write and debug Python code",
-    backstory="Expert Python developer with 10 years of experience",
-    allow_code_execution=True,
-    code_execution_mode="safe",
-    max_execution_time=300,
-    max_retry_limit=3
-)
-```
-
-#### وكيل تحليل طويل المدى
-
-```python Code
-analysis_agent = Agent(
-    role="Data Analyst",
-    goal="Perform deep analysis of large datasets",
-    backstory="Specialized in big data analysis and pattern recognition",
-    memory=True,
-    respect_context_window=True,
-    max_rpm=10,
-    function_calling_llm="gpt-4o-mini"
-)
-```
-
-### تفاصيل المعاملات
-
-#### المعاملات الحرجة
-
-- `role` و `goal` و `backstory` مطلوبة وتشكّل سلوك الوكيل
-- `llm` يحدد نموذج اللغة المستخدم (افتراضي: GPT-4 من OpenAI)
-
-#### الذاكرة والسياق
-
-- `memory`: تفعيل للحفاظ على سجل المحادثة
-- `respect_context_window`: يمنع مشاكل حد الرموز
-- `knowledge_sources`: إضافة قواعد معرفة خاصة بالمجال
-
-#### التحكم في التنفيذ
-
-- `max_iter`: الحد الأقصى للمحاولات قبل تقديم أفضل إجابة
-- `max_execution_time`: المهلة بالثواني
-- `max_rpm`: تحديد معدل استدعاءات API
-- `max_retry_limit`: إعادات المحاولة عند الخطأ
-
-#### تنفيذ الكود
-
-<Warning>
-  `allow_code_execution` و`code_execution_mode` مهجوران. تمت إزالة `CodeInterpreterTool` من `crewai-tools`. استخدم خدمة بيئة معزولة مخصصة مثل [E2B](https://e2b.dev) أو [Modal](https://modal.com) لتنفيذ الكود بأمان.
-</Warning>
-
-- `allow_code_execution` _(مهجور)_: كان يُمكّن تنفيذ الكود المدمج عبر `CodeInterpreterTool`.
-- `code_execution_mode` _(مهجور)_: كان يتحكم في وضع التنفيذ (`"safe"` لـ Docker، `"unsafe"` للتنفيذ المباشر).
-
-#### الميزات المتقدمة
-
-- `multimodal`: تفعيل القدرات متعددة الوسائط لمعالجة النص والمحتوى المرئي
-- `reasoning`: تمكين الوكيل من التأمل وإنشاء خطط قبل تنفيذ المهام
-- `inject_date`: حقن التاريخ الحالي تلقائيًا في أوصاف المهام
-
-#### القوالب
-
-- `system_template`: يحدد السلوك الأساسي للوكيل
-- `prompt_template`: ينظم تنسيق الإدخال
-- `response_template`: ينسّق استجابات الوكيل
-
-<Note>
-  عند استخدام القوالب المخصصة، تأكد من تعريف كل من `system_template` و
-  `prompt_template`. `response_template` اختياري لكن يُوصى به
-  لتنسيق مخرجات متسق.
-</Note>
-
-## أدوات الوكيل
-
-يمكن تجهيز الوكلاء بأدوات متنوعة لتعزيز قدراتهم. يدعم CrewAI أدوات من:
-
-- [مجموعة أدوات CrewAI](https://github.com/joaomdmoura/crewai-tools)
-- [أدوات LangChain](https://python.langchain.com/docs/integrations/tools)
-
-إليك كيفية إضافة أدوات لوكيل:
-
-```python Code
-from crewai import Agent
-from crewai_tools import SerperDevTool, WikipediaTools
-
-# إنشاء الأدوات
-search_tool = SerperDevTool()
-wiki_tool = WikipediaTools()
-
-# إضافة أدوات للوكيل
-researcher = Agent(
-    role="AI Technology Researcher",
-    goal="Research the latest AI developments",
-    tools=[search_tool, wiki_tool],
-    verbose=True
-)
-```
-
-## التفاعل المباشر مع الوكيل عبر `kickoff()`
-
-يمكن استخدام الوكلاء مباشرة بدون المرور بمهمة أو سير عمل طاقم باستخدام طريقة `kickoff()`. يوفر هذا طريقة أبسط للتفاعل مع وكيل عندما لا تحتاج إلى إمكانيات تنسيق الطاقم الكاملة.
-
-```python Code
-from crewai import Agent
-from crewai_tools import SerperDevTool
-
-# إنشاء وكيل
-researcher = Agent(
-    role="AI Technology Researcher",
-    goal="Research the latest AI developments",
-    tools=[SerperDevTool()],
-    verbose=True
-)
-
-# استخدام kickoff() للتفاعل مباشرة مع الوكيل
-result = researcher.kickoff("What are the latest developments in language models?")
-
-# الوصول إلى الاستجابة الخام
-print(result.raw)
-```
-
-## اعتبارات مهمة وأفضل الممارسات
-
-### الأمان وتنفيذ الكود
-
-<Warning>
-  `allow_code_execution` و`code_execution_mode` مهجوران وتمت إزالة `CodeInterpreterTool`. استخدم خدمة بيئة معزولة مخصصة مثل [E2B](https://e2b.dev) أو [Modal](https://modal.com) لتنفيذ الكود بأمان.
-</Warning>
-
-### تحسين الأداء
-
-- استخدم `respect_context_window: true` لمنع مشاكل حد الرموز
-- عيّن `max_rpm` مناسبًا لتجنب تحديد المعدل
-- فعّل `cache: true` لتحسين الأداء للمهام المتكررة
-- اضبط `max_iter` و `max_retry_limit` بناءً على تعقيد المهمة
-
-### إدارة الذاكرة والسياق
-
-- استفد من `knowledge_sources` للمعلومات الخاصة بالمجال
-- هيّئ `embedder` عند استخدام نماذج تضمين مخصصة
-- استخدم القوالب المخصصة للتحكم الدقيق في سلوك الوكيل
-
-### التعاون بين الوكلاء
-
-- فعّل `allow_delegation: true` عندما يحتاج الوكلاء للعمل معًا
-- استخدم `step_callback` لمراقبة وتسجيل تفاعلات الوكلاء
-- فكّر في استخدام نماذج LLM مختلفة لأغراض مختلفة
-
-### توافق النموذج
-
-- عيّن `use_system_prompt: false` للنماذج القديمة التي لا تدعم رسائل النظام
-- تأكد من أن `llm` المختار يدعم الميزات التي تحتاجها