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549 Commits

Author SHA1 Message Date
Greyson Lalonde
2b85244b36 dont cache deps 2025-09-27 20:37:48 -04:00
Greyson Lalonde
2b6fba8390 fix: try install project 2025-09-27 20:34:13 -04:00
Greyson Lalonde
37b49756b5 fix: try from root 2025-09-27 20:31:47 -04:00
Greyson Lalonde
6fd2d8e19b fix: change ref, lint 2025-09-27 17:25:15 -04:00
Greyson Lalonde
4d79c41a06 feat: move core functionality to lib workspace structure 2025-09-27 17:22:46 -04:00
Greyson Lalonde
f0762473d0 chore: update CI workflows and dependencies for workspace structure 2025-09-27 16:37:08 -04:00
Greyson Lalonde
aca826c553 refactor: move rag package to lib/core and extract standalone utilities 2025-09-27 16:31:54 -04:00
Greyson LaLonde
1d1f5f455c test: fix lite agent guardrail test assertions 2025-09-26 23:15:37 -04:00
Greyson LaLonde
58b72c3948 test: mark tracing tests requiring API connections to skip in CI 2025-09-26 23:10:45 -04:00
Greyson LaLonde
3b18e7d971 test: fix task interpolation test assertion and update cassette 2025-09-26 23:07:51 -04:00
Greyson LaLonde
c062992806 test: mark tests requiring external APIs to skip in CI 2025-09-26 23:03:38 -04:00
Greyson LaLonde
9d3fe72e75 test: fix evaluation tests and update cassettes 2025-09-26 22:59:43 -04:00
Greyson LaLonde
d2249e621d test: mark converter tests requiring local services to skip in CI 2025-09-26 22:50:26 -04:00
Greyson LaLonde
03a711c365 rerecord cassetes 2025-09-26 22:44:04 -04:00
Greyson LaLonde
72366e846e fix: handle source code extraction errors for lambda guardrails
- Fix OSError when trying to get source code of lambda functions in guardrail events
- Gracefully handle lambdas and built-in functions by showing placeholder text
2025-09-26 22:37:31 -04:00
Greyson LaLonde
0a09beca03 fix: improve VCR configuration and skip local service tests in CI
- Update VCR config to exclude body matching for more reliable cassette playback
- Add pytest marker for tests requiring local services (Ollama, etc)
- Configure CI to skip tests marked as requiring local services
- Re-record async tool test cassettes with telemetry calls only
2025-09-26 22:30:34 -04:00
Greyson LaLonde
76ad0e0a10 test: re-record async tool test cassettes with proper mocking 2025-09-26 22:21:46 -04:00
Greyson LaLonde
6cf7da6d13 fix: remove broken VCR cassettes for async tool tests
These cassettes need to be re-recorded with proper API mocking
2025-09-26 22:18:37 -04:00
Greyson LaLonde
02267c1435 fix: specify tests directory in pytest command to avoid import conflicts 2025-09-26 22:14:02 -04:00
Greyson LaLonde
a717f44011 refactor: move src and tests from lib/crewai to root 2025-09-26 22:10:31 -04:00
Greyson LaLonde
b88f065ad8 feat: sync with upstream crewai-tools changes 2025-09-26 15:37:34 -04:00
Greyson LaLonde
e2270456c4 feat: add crewai-tools library to workspace
- Migrate crewai-tools as standalone package in lib/tools
- Configure UV workspace for monorepo structure
- Move assets to repository root
- Clean up duplicate README files
- Focus pre-commit hooks on lib/crewai/src only
2025-09-26 15:05:41 -04:00
Greyson LaLonde
3eeb9b8f6c chore: prepare for crewai-tools migration 2025-09-26 14:52:25 -04:00
Greyson LaLonde
14a1bf6317 feat: add crewai-tools library to workspace 2025-09-26 14:37:51 -04:00
Greyson LaLonde
98a8607c87 chore: update workspace configuration and lock file 2025-09-26 14:32:15 -04:00
Greyson LaLonde
daf6f679ff feat: restructure project as UV workspace with crewai in lib/ 2025-09-26 14:29:28 -04:00
Greyson LaLonde
e350817b8d fix: remove debug logging (#462) 2025-09-25 08:00:41 -04:00
Thiago Moretto
2a927933f2 Add OPENAI_API_KEY as required by QdrantSearchTool (#461) 2025-09-24 12:34:37 -04:00
Greyson LaLonde
7c2aa2f923 fix: remove circular deps
- Remove embedchain and resolve circular deps with ChromaDB  
- Adjust lockfile to match crewai requirements  
- Mock embeddings and vector DB in RAG tool tests
2025-09-22 19:35:08 -04:00
Ryan
1bd10bb254 Add base_url param to exa search tool (#454) 2025-09-22 12:19:56 -04:00
Greyson LaLonde
e29ca9ec28 feat: replace embedchain with native crewai adapter (#451)
- Remove embedchain adapter; add crewai rag adapter and update all search tools  
- Add loaders: pdf, youtube (video & channel), github, docs site, mysql, postgresql  
- Add configurable similarity threshold, limit params, and embedding_model support  
- Improve chromadb compatibility (sanitize metadata, convert columns, fix chunking)  
- Fix xml encoding, Python 3.10 issues, and youtube url spoofing  
- Update crewai dependency and instructions; refresh uv.lock  
- Update tests for new rag adapter and search params
2025-09-18 19:02:22 -04:00
Lucas Gomide
8d9cee45f2 feat: attempt to make embedchain optional (#450)
* fix: attempt to make embedchain optional

* fix: drop pydantic_settings dependency

* fix: ensure the package is importable without any extra dependency

After making embedchain option many packages were unstalled which caused errors in some tools due to failing import directives
2025-09-12 13:35:17 -04:00
Lucas Gomide
f9925887aa Add CrewAIPlatformTools (#449)
* chore: add deprecation warning in CrewaiEnterpriseTools

* feat: add CrewAI Platform Tool

* feat: drop support to oldest env-var token
2025-09-12 12:04:26 -04:00
Vini Brasil
6f2301c945 Clarify tool support for both local and remote URLs (#447)
This commit updates tool prompts to explicitly highlight that some tools
can accept both local file paths and remote URLs.

The improved prompts ensure LLMs understand they may pass remote
resources.
2025-09-10 09:38:14 -03:00
Tony Kipkemboi
cb8a1da730 feat(parallel): add ParallelSearchTool (Search API v1beta) (#445)
* docs: add BUILDING_TOOLS.md

* feat(parallel): add ParallelSearchTool (Search API v1beta), tests, README; register exports; regenerate tool.specs.json

* test(parallel): replace URL substring assertion with hostname allowlist (CodeQL)
2025-09-08 10:53:06 -04:00
Lucas Gomide
47b64d3507 fix: use explicit DeprecationWarning for legacy token detection (#440) 2025-09-02 16:28:22 -04:00
Lucas Gomide
33241ef363 refactor: fetch & execute enterprise tool actions from platform (#437)
* refactor: fetch enterprise tool actions from platform

* chore: logging legacy token detected
2025-09-02 15:41:00 -04:00
Vini Brasil
93b841fc86 Create tool for generating automations in Studio (#438)
* Create tool for generating automations in Studio

This commit creates a tool to use CrewAI Enterprise API to generate
crews using CrewAI Studio.

* Replace CREWAI_BASE_URL with CREWAI_PLUS_URL

* Add missing /crewai_plus in URL
2025-09-02 11:46:18 -03:00
Jinash Rouniyar
cb84d2ddfa feat: Add modular contextual AI tools with async functionality (#431)
* Add contextual AI tools with async support

* Fix package version issues and update README

* Rename contextual tools to contextualai and update contents

* Update tools init for contextualai tools

* feat: Resolved no module found error for nest_asyncio

* Updated nest_asyncio import

---------

Co-authored-by: QJ <qj@QJs-MacBook-Pro.local>
Co-authored-by: Qile-Jiang <qile.jiang@contextual.ai>
2025-08-28 08:56:53 -04:00
Mike Plachta
1f581fa9ac fix: add OCRTool to crewai_tools package exports (#433) 2025-08-27 14:11:57 -07:00
Mike Plachta
6562587cba feat: add InvokeCrewAIAutomationTool for external crew API integration (#430)
* feat: add InvokeCrewAIAutomationTool for external crew API integration

* feat: add InvokeCrewAIAutomationTool class for executing CrewAI tasks programmatically
2025-08-27 10:42:19 -07:00
Erika Shorten
992cd726c4 Weaviate hybrid search (#428)
* Update tool to use hybrid search

* Set default alpha to 0.75
2025-08-27 10:33:16 -04:00
Mike Plachta
403bb7e208 feat: add descriptive header to scraped website content output (#426)
* feat: add descriptive header to scraped website content output

* fix: correct typo in scraped website content header text
2025-08-26 08:10:24 -07:00
Lucas Gomide
dc039cfac8 Adds RAG feature (#406)
* feat: initialize rag

* refactor: using cosine distance metric for chromadb

* feat: use RecursiveCharacterTextSplitter as chunker strategy

* feat: support chucker and loader per data_type

* feat: adding JSON loader

* feat: adding CSVLoader

* feat: adding loader for DOCX files

* feat: add loader for MDX files

* feat: add loader for XML files

* feat: add loader for parser Webpage

* feat: support to load files from an entire directory

* feat: support to auto-load the loaders for additional DataType

* feat: add chuckers for some specific data type

- Each chunker uses separators specific to its content type

* feat: prevent document duplication and centralize content management

- Implement document deduplication logic in RAG
  * Check for existing documents by source reference
  * Compare doc IDs to detect content changes
  * Automatically replace outdated content while preventing duplicates

- Centralize common functionality for better maintainability
  * Create SourceContent class to handle URLs, files, and text uniformly
  * Extract shared utilities (compute_sha256) to misc.py
  * Standardize doc ID generation across all loaders

- Improve RAG system architecture
  * All loaders now inherit consistent patterns from centralized BaseLoader
  * Better separation of concerns with dedicated content management classes
  * Standardized LoaderResult structure across all loader implementations

* chore: split text loaders file

* test: adding missing tests about RAG loaders

* refactor: QOL

* fix: add missing uv syntax on DOCXLoader
2025-08-19 18:30:35 -04:00
Joao Moura
1ce016df8b Revert "working around OAI new update for now"
This reverts commit 23a16eb446.
2025-08-19 00:09:25 -07:00
Joao Moura
23a16eb446 working around OAI new update for now 2025-08-18 22:40:30 -07:00
Gabe Milani
16d613488b fix: use json_schema_extra instead of deprecated Field extra args (#417) 2025-08-14 17:52:56 -04:00
nicoferdi96
99e174e575 Stagehand tool improvements (#415)
* Stagehand tool improvements

This commit significantly improves the StagehandTool reliability and usability when working with CrewAI agents by addressing several critical
  issues:

  ## Key Improvements

  ### 1. Atomic Action Support
  - Added _extract_steps() method to break complex instructions into individual steps
  - Added _simplify_instruction() method for intelligent error recovery
  - Sequential execution of micro-actions with proper DOM settling between steps
  - Prevents token limit issues on complex pages by encouraging scoped actions

  ### 2. Enhanced Schema Design
  - Made instruction field optional to handle navigation-only commands
  - Added smart defaults for missing instructions based on command_type
  - Improved field descriptions to guide agents toward atomic actions with location context
  - Prevents "instruction Field required" validation errors

  ### 3. Intelligent API Key Management
  - Added _get_model_api_key() method with automatic detection based on model type
  - Support for OpenAI (GPT), Anthropic (Claude), and Google (Gemini) API keys
  - Removes need for manual model API key configuration

  ### 4. Robust Error Recovery
  - Step-by-step execution with individual error handling per atomic action
  - Automatic retry with simplified instructions when complex actions fail
  - Comprehensive error logging and reporting for debugging
  - Graceful degradation instead of complete failure

  ### 5. Token Management & Performance
  - Tool descriptions encourage atomic, scoped actions (e.g., "click search box in header")
  - Prevents "prompt too long" errors on complex pages like Wikipedia
  - Location-aware instruction patterns for better DOM targeting
  - Reduced observe-act cycles through better instruction decomposition

  ### 6. Enhanced Testing Support
  - Comprehensive async mock objects for testing mode
  - Proper async/sync compatibility for different execution contexts
  - Enhanced resource cleanup and session management

* Update stagehand_tool.py

removeing FixedStagehandTool in favour of StagehandTool

* removed comment

* Cleanup

Revoved unused class
Improved tool description
2025-08-13 08:57:11 -04:00
meirk-brd
41ce4981ac feat: Add Bright Data tools (#314)
* Initial commit of BrightData tools

* Renamed the BrightData test file names

* Refactored and improved the overall BrightData tools

* Add BrightData tools

* Add tools to init

* Added config class

* Fix test failures and add missing __init__.py files

- Remove problematic brightdata_dataset_tool_test.py that referenced non-existent classes
- Fix brightdata_serp_tool_test.py to expect string responses instead of dict
- Fix brightdata_webunlocker_tool_test.py to expect string responses instead of dict
- Add missing tests/tools/__init__.py for proper test imports

---------

Co-authored-by: Ranjan Dailata <ranjancse@gmail.com>
Co-authored-by: Tony Kipkemboi <iamtonykipkemboi@gmail.com>
2025-08-07 10:29:51 -04:00
Volodymyr Tkachuk
d00c9764fc feat: Adding SingleStoreSearchTool (#349)
* initial commit

* Add actual SinglesStore Search Tool implementation

* add the implementation

* update readme

* add tool's description

* add tests

* fix tests

* review comments

* remove schema from public exports

* fix test failure

* revert tools.specs.json

* added dependencies and env vars descriptions
2025-08-07 09:51:37 -04:00
Lucas Gomide
4daf18256d feat: allow custom client_timeout for MCPAdapter (#409) 2025-08-05 09:53:57 -04:00
Lucas Gomide
9220cfba28 fix: use proper ArxivPaperTool import (#408) 2025-08-05 09:46:11 -04:00
Lucas Gomide
707c8583f4 chore: make tavily tools exportable (#400) 2025-07-29 14:56:20 -04:00
Harikrishnan K
30df46445b Adding Arxiv Paper tool (#310)
* arxiv_paper_tool.py

* Updating as per the review

* Update __init__.py

* Update __init__.py

* Update arxiv_paper_tool.py

* added test cases

* Create README.md

* Create Examples.md

* Update Examples.md

* Updated logger

* Updated with package_dependencies,env_vars
2025-07-29 12:53:30 -04:00
Vini Brasil
b8bd3000c6 Make RagTool processs-safe (#399)
This commit adds a file lock to `RagTool`. As it uses Embedchain and
Chroma internally, this tool was not process-safe.
2025-07-28 17:09:53 -03:00
Steven Silvester
e6ec6cc332 Fix MongoDBVectorSearchTool serialization and schema (#389)
* Fix MongoDBVectorSearchTool serialization

* fix base class
2025-07-23 10:28:07 -07:00
Mike Plachta
104485d18b feat: add SerperScrapeWebsiteTool for extracting clean content from URLs (#392)
* feat: add SerperScrapeWebsiteTool for extracting clean content from URLs

* feat: add required SERPER_API_KEY env var validation to SerperScrapeWebsiteTool
2025-07-23 10:22:47 -07:00
Filip Michalsky
c3e87fc31f Fm/update stagehand (#387)
* Update tool specifications for

* Update stagehand dependency from stagehand-py to stagehand v0.4.1

* uv add

---------

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
2025-07-22 07:05:29 -07:00
Piyush Jain
2c38d1d448 Bedrock AgentCore browser and code interpreter toolkits (#385)
* Added browser and code tools

* Added dependencies, moved imports inside class

* Added instructions in README

* Updated imports

* Updated imports

* Updated dependencies

* Fix 'get_current_page' utilities for Browser tools

* Support browser session cleanup from synchronous code

* Update browser tool examples for new changes

* Manually override _run->_arun and set nested loop when in crew event loop

* Browser async example

* update examples with uv

* Fix toolkit fields for code interpreter

* Update code interpreter examples

* update uv.lock

* Move nest_asyncio import

---------

Co-authored-by: Michael Chin <mchin188@yahoo.com>
2025-07-18 14:33:39 -07:00
Thiago Moretto
9f6002a9dd Declaring and make some tool configurable using env vars (#376) 2025-07-14 09:48:36 -04:00
Lorenze Jay
78f5144bde Enhance EnterpriseActionTool with improved schema processing and erro… (#371)
* Enhance EnterpriseActionTool with improved schema processing and error handling

- Added methods for sanitizing names and processing schema types, including support for nested models and nullable types.
- Improved error handling during schema creation and processing, with warnings for failures.
- Updated parameter handling in the `_run` method to clean up `kwargs` before sending requests.
- Introduced a detailed description generation for nested schema structures to enhance tool documentation.

* Add tests for EnterpriseActionTool schema conversion and validation

- Introduced a new test class for validating complex nested schemas in EnterpriseActionTool.
- Added tests for schema conversion, optional fields, enum validation, and required nested fields.
- Implemented execution tests to ensure the tool can handle complex validated input correctly.
- Verified model naming conventions and added tests for simpler schemas with basic enum validation.
- Enhanced overall test coverage for the EnterpriseActionTool functionality.

* Update chromadb dependency version in pyproject.toml and uv.lock

- Changed chromadb version from >=0.4.22 to ==0.5.23 in both pyproject.toml and uv.lock to ensure compatibility and stability.

* Update test workflow configuration

- Changed EMBEDCHAIN_DB_URI to point to a temporary test database location.
- Added CHROMA_PERSIST_PATH for specifying the path to the Chroma test database.
- Cleaned up the test run command in the workflow file.

* reverted
2025-07-11 10:18:54 -07:00
Vini Brasil
eb09f2718f Use environment variable to initialize scrapegraph_py.Client (#362)
This commit fixes a bug where `SCRAPEGRAPH_API_KEY` were never used to
initialize `scrapegraph_py.Client`.
2025-07-09 15:03:16 -03:00
Steven Silvester
e0de166592 Add MongoDB Vector Search Tool (#319)
* INTPYTHON-580 Design and Implement MongoDBVectorSearchTool

* add implementation

* wip

* wip

* finish tests

* add todo

* refactor to wrap langchain-mongodb

* cleanup

* address review

* Fix usage of EnvVar class

* inline code

* lint

* lint

* fix usage of SearchIndexModel

* Refactor: Update EnvVar import path and remove unused tests.utils module

- Changed import of EnvVar from tests.utils to crewai.tools in multiple files.
- Updated README.md for MongoDB vector search tool with additional context.
- Modified subprocess command in vector_search.py for package installation.
- Cleaned up test_generate_tool_specs.py to improve mock patching syntax.
- Deleted unused tests/utils.py file.

* update the crewai dep and the lockfile

* chore: update package versions and dependencies in uv.lock

- Removed `auth0-python` package.
- Updated `crewai` version to 0.140.0 and adjusted its dependencies.
- Changed `json-repair` version to 0.25.2.
- Updated `litellm` version to 1.72.6.
- Modified dependency markers for several packages to improve compatibility with Python versions.

* refactor: improve MongoDB vector search tool with enhanced error handling and new dimensions field

- Added logging for error handling in the _run method and during client cleanup.
- Introduced a new 'dimensions' field in the MongoDBVectorSearchConfig for embedding vector size.
- Refactored the _run method to return JSON formatted results and handle exceptions gracefully.
- Cleaned up import statements and improved code readability.

* address review

* update tests

* debug

* fix test

* fix test

* fix test

* support azure openai

---------

Co-authored-by: lorenzejay <lorenzejaytech@gmail.com>
2025-07-09 08:44:23 -07:00
gautham
c45e92bd17 Add Couchbase as a tool (#264)
* - Added CouchbaseFTSVectorStore as a CrewAI tool.
- Wrote a README to setup the tool.
- Wrote test cases.
- Added Couchbase as an optional dependency in the project.

* Fixed naming in some places. Added docstrings. Added instructions on how to create a vector search index.

* Fixed pyproject.toml

* error handling and response format

- Removed unnecessary ImportError for missing 'couchbase' package.
- Changed response format from a concatenated string to a JSON array for search results.
- Updated error handling to return error messages instead of raising exceptions in certain cases.
- Adjusted tests to reflect changes in response format and error handling.

* Update dependencies in pyproject.toml and uv.lock

- Changed pydantic version from 2.6.1 to 2.10.6 in both pyproject.toml and uv.lock.
- Updated crewai-tools version from 0.42.2 to 0.42.3 in uv.lock.
- Adjusted pydantic-core version from 2.33.1 to 2.27.2 in uv.lock, reflecting the new pydantic version.

* Removed restrictive pydantic version and updated uv.lock

* synced lockfile

* regenerated lockfile

* updated lockfile

* regenerated lockfile

* Update tool specifications for

* Fix test cases

---------

Co-authored-by: AayushTyagi1 <tyagiaayush5@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
2025-07-08 10:54:54 -04:00
Lorenze Jay
b4786d86b0 refactor: enhance schema handling in EnterpriseActionTool (#355)
* refactor: enhance schema handling in EnterpriseActionTool

- Extracted schema property and required field extraction into separate methods for better readability and maintainability.
- Introduced methods to analyze field types and create Pydantic field definitions based on nullability and requirement status.
- Updated the _run method to handle required nullable fields, ensuring they are set to None if not provided in kwargs.

* refactor: streamline nullable field handling in EnterpriseActionTool

- Removed commented-out code related to handling required nullable fields for clarity.
- Simplified the logic in the _run method to focus on processing parameters without unnecessary comments.
2025-07-02 12:54:09 -07:00
Emmanuel Ferdman
d53e96fcd7 fix: update Pydantic schema access (#337)
Signed-off-by: Emmanuel Ferdman <emmanuelferdman@gmail.com>
2025-07-02 09:25:26 -07:00
Thiago Moretto
26652e5e24 Mapping required env vars of more tools (#353) 2025-07-01 14:08:30 -04:00
Lorenze Jay
180cc38330 refactor: update Firecrawl tools to improve configuration and error handling (#351)
- Added TYPE_CHECKING imports for FirecrawlApp to enhance type safety.
- Updated configuration keys in FirecrawlCrawlWebsiteTool and FirecrawlScrapeWebsiteTool to camelCase for consistency.
- Introduced error handling in the _run methods of both tools to ensure FirecrawlApp is properly initialized before usage.
- Adjusted parameters passed to crawl_url and scrape_url methods to use 'params' instead of unpacking the config dictionary directly.
2025-06-27 11:27:48 -07:00
Lorenze Jay
8723e66807 feat: add support for parsing actions list from environment variables (#346)
* feat: add support for parsing actions list from environment variables

This commit introduces a new function, _parse_actions_list, to handle the parsing of a string representation of a list of tool names from environment variables. The CrewaiEnterpriseTools now utilizes this function to filter tools based on the parsed actions list, enhancing flexibility in tool selection. Additionally, a new test case is added to verify the correct usage of the environment actions list.

* test: simplify environment actions list test setup

This commit refactors the test for CrewaiEnterpriseTools to streamline the setup of environment variables. The environment token and actions list are now set in a single patch.dict call, improving readability and reducing redundancy in the test code.
2025-06-25 11:14:41 -07:00
Lorenze Jay
e4cb8bf797 Lorenze/better env vars setup enterprise tools (#343)
* refactor: remove token validation from EnterpriseActionKitToolAdapter and CrewaiEnterpriseTools

This commit simplifies the initialization of the EnterpriseActionKitToolAdapter and CrewaiEnterpriseTools by removing the explicit validation for the enterprise action token. The token can now be set to None without raising an error, allowing for more flexible usage.

* added loggers for monitoring

* fixed typo

* fix: enhance token handling in EnterpriseActionKitToolAdapter and CrewaiEnterpriseTools

This commit improves the handling of the enterprise action token by allowing it to be fetched from environment variables if not provided. It adds checks to ensure the token is set before making API requests, enhancing robustness and flexibility.

* removed redundancy

* test: add new test for environment token fallback in CrewaiEnterpriseTools

This update introduces a new test case to verify that the environment token is used when no token is provided during the initialization of CrewaiEnterpriseTools. Additionally, minor formatting adjustments were made to existing assertions for consistency.

* test: update environment token test to clear environment variables

This change modifies the test for CrewaiEnterpriseTools to ensure that the environment variables are cleared before setting the test token. This ensures a clean test environment and prevents potential interference from other tests.

* drop redundancy
2025-06-25 10:17:26 -07:00
Lucas Gomide
03917411b4 Support to filter available MCP Tools (#345)
* feat: support to complex filter on ToolCollection

* refactor: use proper tool collection methot to filter tool in CrewAiEnterpriseTools

* feat: allow to filter available MCP tools
2025-06-25 12:32:22 -04:00
Lucas Gomide
e8825d071a feat: support api_key fallback to EXA_API_KEY env-var (#341) 2025-06-24 14:47:39 -04:00
Rostyslav Borovyk
78a062a907 Add Oxylabs Web Scraping tools (#312)
* Add Oxylabs tools

* Review updates

* Add package_dependencies attribute
2025-06-24 09:56:47 -04:00
Lucas Gomide
c13b08de2e fix: add support for case-insensitive Enterprise filter (#340) 2025-06-20 11:09:45 -04:00
Lucas Gomide
31b3dd2b94 feat: Add ToolCollection class for named tool access (#339)
This change allows accessing tools by name (tools["tool_name"]) in addition to
index (tools[0]), making it more intuitive and convenient to work with multiple
tools without needing to remember their position in the list
2025-06-20 09:27:10 -04:00
Lucas Gomide
9e92b84bcc feat: mapping explicitly tool environment variables (#338) 2025-06-20 08:06:11 -04:00
Lucas Gomide
2cca45b45a refactor: renaming init_params and run_params to reflect their schema. (#332) (#333)
We’re currently using the JSON Schema standard for these fields
2025-06-17 07:52:51 -04:00
Lucas Gomide
fac32d9503 Support to collect extra package dependencies of Tools (#330)
* feat: add explictly package_dependencies in the Tools

* feat: collect package_dependencies from Tool to add in tool.specs.json

* feat: add default value in run_params Tool' specs

* fix: support get boolean values

This commit also refactor test to make easier define newest attributes into a Tool
2025-06-16 10:09:19 -04:00
Lorenze Jay
5a99f07765 refactor: remove token validation from EnterpriseActionKitToolAdapter… (#331)
* refactor: remove token validation from EnterpriseActionKitToolAdapter and CrewaiEnterpriseTools

This commit simplifies the initialization of the EnterpriseActionKitToolAdapter and CrewaiEnterpriseTools by removing the explicit validation for the enterprise action token. The token can now be set to None without raising an error, allowing for more flexible usage.

* added loggers for monitoring

* fixed typo
2025-06-14 12:21:18 -07:00
Lucas Gomide
dc2d4af8ea fix: ensure the entire file will be read when the start_line is None (#325) 2025-06-11 09:02:56 -04:00
Lucas Gomide
748f438232 Support to generate a tool spec file for each published released (#313)
* feat: generate tool specs file based on their schema definition

* generate tool spec after publishing a new release

* feat: support add available env-vars to tool.specs.json

* refactor: use better identifier names on tool specs

* feat: change tool specs generation to run daily

* feat: add auth token to notify api about tool changes

* refactor: use humanized_name instead of verbose_name

* refactor: generate tool spec after pushing to main

This commit also fix the remote upstream & updated the notify api
2025-06-03 10:11:17 -04:00
Lucas Gomide
72b3a8c70a feat: allow to provide the driver and options to be used by Selenium (#316) 2025-05-30 08:13:11 -04:00
Lorenze Jay
5d5377cfb9 feat: add ZapierActionTool and ZapierActionsAdapter for integrating with Zapier actions (#311)
* feat: add ZapierActionTool and ZapierActionsAdapter for integrating with Zapier actions

- Introduced ZapierActionTool to execute Zapier actions with dynamic parameter handling.
- Added ZapierActionsAdapter to fetch available Zapier actions and convert them into BaseTool instances.
- Updated __init__.py files to include new tools and ensure proper imports.
- Created README.md for ZapierActionTools with installation instructions and usage examples.

* fix: restore ZapierActionTool import and enhance logging in Zapier adapter

- Reintroduced the import of ZapierActionTool in __init__.py for proper accessibility.
- Added logging for error handling in ZapierActionsAdapter to improve debugging.
- Updated ZapierActionTools factory function to include logging for missing API key.
2025-05-27 09:54:35 -07:00
Lucas Gomide
0dbcbde119 fix: remove logging.basicConfig definition from Tool (#305) 2025-05-14 14:38:11 -04:00
Ranuga Disansa
ba6a85d342 Add TavilyExtractorTool and TavilySearchTool with documentation (#279)
* feat(tavily): add TavilyExtractorTool and TavilySearchTool with documentation

* feat(tavily): enhance TavilyExtractorTool and TavilySearchTool with additional parameters and improved error handling

* fix(tavily): update installation instructions for 'tavily-python' package in TavilyExtractorTool and TavilySearchTool

---------

Co-authored-by: lorenzejay <lorenzejaytech@gmail.com>
2025-05-14 09:45:12 -07:00
Mark McDonald
8b887b4eb3 Fix Callable reference in QdrantVectorSearchTool (#304)
The built-in `callable` type is not subscriptable, and thus not usable
in a type annotation. When this tool is used, this warning is generated:

```
.../_generate_schema.py:623: UserWarning: <built-in function callable> is not a Python type (it may be an instance of an object), Pydantic will allow any object with no validation since we cannot even enforce that the input is an instance of the given type. To get rid of this error wrap the type with `pydantic.SkipValidation`.
```

This change fixes the warning.
2025-05-13 17:13:07 -04:00
Filip Michalsky
8ecc958e4c stagehand tool (#277)
* stagehand tool

* update import paths

* updates

* improve example

* add tests

* revert init

* imports

* add context manager

* update tests

* update example to run again

* update context manager docs

* add to pyproject.toml and run uv sync

* run uv sync

* update lazy import

* update test mock

* fixing tests

* attempt to fix tests
2025-05-10 09:53:20 -04:00
Harikrishnan K
64f6f998d8 FileCompressorTool with support for files and subdirectories (#282)
* FileCompressorTool with support for files and subdirectories

* README.md

* Updated files_compressor_tool.py

* Enhanced FileCompressorTool different compression formats

* Update README.md

* Updated with lookup tables

* Updated files_compressor_tool.py

* Added Test Cases

* Removing Test_Cases.md inorder to update with correct test case as per the review

* Added Test Cases

* Test Cases with patch,MagicMock

* Empty lines Removed

* Updated Test Case,Ensured Maximum Scenarios

* Deleting old one

* Updated __init__.py to include FileCompressorTool

* Update __init__.py to add FileCompressorTool
2025-05-08 13:17:17 -04:00
nicoferdi96
edd4e5bef9 Fix FirecrawlScrapeWebsiteTool (#298)
* fix FirecrawlScrapeWebsiteTool: add missing config parameter and correct Dict type annotation

- Add required config parameter when creating the tool
- Change type hint from `dict` to `Dict` to resolve Pydantic validation issues

* Update firecrawl_scrape_website_tool.py

- removing optional config
- removing timeout from Pydantic model

* Removing config from __init__

- removing config from __init__

* Update firecrawl_scrape_website_tool.py

- removing timeout
2025-05-07 12:34:15 -04:00
Lucas Gomide
fd4ef4f47a fix: Remove kwargs from all RagTools (#285)
* fix: remove kwargs from all (except mysql & pg) RagTools

The agent uses the tool description to decide what to propagate when a tool with **kwargs is found, but this often leads to failures during the tool invocation step.

This happens because the final description ends up like this:

```
CrewStructuredTool(name='Knowledge base', description='Tool Name: Knowledge base
Tool Arguments: {'query': {'description': None, 'type': 'str'}, 'kwargs': {'description': None, 'type': 'Any'}}
Tool Description: A knowledge base that can be used to answer questions.')
```

The agent then tries to infer and pass a kwargs parameter, which isn’t supported by the schema at all.

* feat: adding test to search tools

* feat: add db (chromadb folder) to .gitignore

* fix: fix github search integration

A few attributes were missing when calling the .add method: data_type and loader.

Also, update the query search according to the EmbedChain documentation, the query must include the type and repo keys

* fix: rollback YoutubeChannel paramenter

* chore: fix type hinting for CodeDocs search

* fix: ensure proper configuration when call `add`

According to the documentation, some search methods must be defined as either a loader or a data_type. This commit ensures that.

* build: add optional-dependencies for github and xml search

* test: mocking external requests from search_tool tests

* build: add pytest-recording as devDependencie
2025-05-05 14:15:50 -04:00
Lorenze Jay
93d043bcd4 Enhance EnterpriseActionKitToolAdapter to support custom project IDs (#297)
* Enhance EnterpriseActionKitToolAdapter to support custom project IDs

- Updated the EnterpriseActionKitToolAdapter and EnterpriseActionTool classes to accept an optional project_id parameter, allowing for greater flexibility in API interactions.
- Modified API URL construction to utilize the provided project_id instead of a hardcoded default.
- Updated the CrewaiEnterpriseTools factory function to accept and pass the project_id to the adapter.

* for factory in mind
2025-05-04 10:41:54 -07:00
Daniel Barreto
67be0c674d Allow setting custom LLM for the vision tool (#294)
* Allow setting custom LLM for the vision tool

Defaults to gpt-4o-mini otherwise

* Enhance VisionTool with model management and improved initialization

- Added support for setting a custom model identifier with a default of "gpt-4o-mini".
- Introduced properties for model management, allowing dynamic updates and resetting of the LLM instance.
- Updated the initialization method to accept an optional LLM and model parameter.
- Refactored the image processing logic for clarity and efficiency.

* docstrings

* Add stop config

---------

Co-authored-by: lorenzejay <lorenzejaytech@gmail.com>
2025-04-28 19:53:00 -03:00
benzakritesteur
82d0209ce2 Fix firecrawl tool (Too many positional arguments) (#275)
* Corrected to adapt to firecrawl package use

Was leading to an error too many arguments when calling the craw_url() function

* Corrected to adapt to firecrawl package use

Corrected to avoid too many arguments error when calling firecrawl scrape_url function

* Corrected to adapt to firecrawl package use

Corrected to avoid error too many arguments when calling firecrawl search() function

* fix: fix firecrawl integration

* feat: support define Firecrawl using any config

Currently we pre-defined the available paramenters to call Firecrawl, this commit adds support to receive any parameter and propagate them

* docs: added doc string to Firecrawls classes

---------

Co-authored-by: Lucas Gomide <lucaslg200@gmail.com>
2025-04-28 13:57:03 -04:00
João Moura
6909c587c2 Merge pull request #286 from crewAIInc/joaodmmoura/crewai-enterprise-tool
new tool around adapter
2025-04-27 23:18:34 -07:00
João Moura
7c1a87e5ab new tool around adapter 2025-04-24 23:05:50 -07:00
João Moura
af5a605f31 Merge pull request #284 from crewAIInc/lorenze/enterprise-integrations
Lorenze/enterprise tools integrations
2025-04-24 14:48:02 -07:00
lorenzejay
40dd22ce2c refactor: remove main execution block from EnterpriseActionKitToolAdapter
- Removed the main execution block that included token validation and agent/task setup for testing.
- This change streamlines the adapter's code, focusing on its core functionality without execution logic.
2025-04-24 14:39:55 -07:00
lorenzejay
4d86da80c3 feat: add EnterpriseActionKitToolAdapter and EnterpriseActionTool for enterprise action execution
- Introduced EnterpriseActionTool to execute specific enterprise actions with dynamic parameter validation.
- Added EnterpriseActionKitToolAdapter to manage and create tool instances for available enterprise actions.
- Implemented methods for fetching action schemas from the API and creating corresponding tools.
- Enhanced error handling and provided detailed descriptions for tool parameters.
- Included a main execution block for testing the adapter with a sample agent and task setup.
2025-04-24 14:20:40 -07:00
Lucas Gomide
edc9b44c47 Add secure Python Sandbox and Enhanced Logging in CodeInterpreterTool (#281)
* feat: add a safety sandbox to run Python code

This sandbox blocks a bunch of dangerous imports and built-in functions

* feat: add more logs and warning about code execution

* test: add tests to cover sandbox code execution

* docs: add Google-style docstrings and type hints to printer and code_interpreter

* chore: renaming globals and locals paramenters

---------

Co-authored-by: Greyson Lalonde <greyson.r.lalonde@gmail.com>
2025-04-23 15:42:05 -04:00
Lucas Gomide
78d0ec501d fix: do not use deprecated distutils in FileWriterTool (#280) 2025-04-23 10:29:07 -04:00
Milad Noroozi
7973c163f3 Add chunk reading functionality to FileReadTool (#266)
* Add chunk reading functionality to FileReadTool

- Added start_line parameter to specify which line to start reading from
- Added line_count parameter to specify how many lines to read
- Updated documentation with new parameters and examples

* [FIX] Bugs and Disscutions

Fixed: start_line negative value
Improved: File Reading Operations

* [IMPROVE] Simplify line selection

* [REFACTOR] use mock_open while preserving essential filesystem tests
2025-04-22 10:18:29 -04:00
Guillaume Raille
a270742319 mcp server proposal (#267)
* mcp server proposal

* Refactor MCP server implementation: rename MCPServer to MCPServerAdapter and update usage examples. Adjust error message for optional dependencies installation.

* Update MCPServerAdapter usage examples to remove unnecessary parameters in context manager instantiation.

* Refactor MCPServerAdapter to move optional dependency imports inside the class constructor, improving error handling for missing dependencies.

* Enhance MCPServerAdapter by adding type hinting for server parameters and improving error handling during server startup. Optional dependency imports are now conditionally loaded, ensuring clearer error messages for missing packages.

* Refactor MCPServerAdapter to improve error handling for missing 'mcp' package. Conditional imports are now used, prompting users to install the package if not found, enhancing user experience during server initialization.

* Refactor MCPServerAdapter to ensure proper cleanup after usage. Removed redundant exception handling and ensured that the server stops in a finally block, improving resource management.

* add documentation

* fix typo close -> stop

* add tests and fix double call with context manager

* Enhance MCPServerAdapter with logging capabilities and improved error handling during initialization. Added logging for cleanup errors and refined the structure for handling missing 'mcp' package dependencies.

---------

Co-authored-by: lorenzejay <lorenzejaytech@gmail.com>
2025-04-16 10:18:07 -07:00
Lucas Gomide
8cbdaeaff5 refactor(selenium): improve driver management and add headless mode (#268)
- Refactor Selenium scraping tool to use single driver instance
- Add headless mode configuration for Chrome
- Improve error handling with try/finally
- Simplify code structure and improve maintainability
2025-04-15 10:50:40 -04:00
Lucas Gomide
a95be24865 Merge pull request #262 from GibsonAI/tool-typo-fixes
Fix typo "seach" -> "search" in tools
2025-04-11 10:05:17 -03:00
Nathan Chapman
c2cb8e06be Fix typo seach -> search in tools 2025-04-10 17:38:28 -05:00
Vini Brasil
257f4bf385 Test optional dependencies are not required in runtime (#260)
* Test optional dependencies are not required in runtime

* Add dynamic imports to S3 tools

* Setup CI
2025-04-08 13:20:11 -04:00
Lucas Gomide
6f95572e18 Merge pull request #237 from SHIXOOM/Fix-FireCrawl-Crawler-Tool
Fix: FirecrawlCrawlWebsiteTool update parameters for FireCrawl API v1 and update run arguments for agents
2025-04-06 14:06:32 -04:00
lorenzejay
89394ef3e3 Refactor: Clean up FirecrawlCrawlWebsiteTool schema field descriptions and formatting for improved readability 2025-04-04 11:42:32 -07:00
Lucas Gomide
90c9d5d71d Merge pull request #250 from parthbs/feat/local-qdrant-client-support
#249 feat: add support for local qdrant client
2025-04-02 10:16:14 -03:00
Lorenze Jay
5b06a0c189 Merge pull request #253 from crewAIInc/fix/clear-more-warnings-databricks
cleanup more warnings from tools
2025-04-01 10:47:25 -07:00
lorenzejay
6b4453e1b1 refactor: rename schema to db_schema in DatabricksQueryTool for clarity 2025-04-01 10:42:36 -07:00
Lorenze Jay
d842e9df97 Merge pull request #252 from crewAIInc/feature-cleanup-pydatic-issues
feat: cleanup Pydantic warning
2025-04-01 09:27:41 -07:00
lucasgomide
47acb5c3e4 feat: cleanup Pydantic warning
A several warnings were addressed following by  https://docs.pydantic.dev/2.10/migration
2025-04-01 09:55:01 -03:00
Shady Ali
e0adb4695c Addressed review comments and made further improvements 2025-03-28 16:58:47 +02:00
Parth Patel
4fd7db2e53 #249: update QdrantVectorSearchTool README 2025-03-25 19:16:18 +00:00
Parth Patel
5ded394e43 #249 feat: add support for local qdrant client 2025-03-25 19:01:01 +00:00
João Moura
baea6dc8a4 Merge pull request #197 from beowolx/bugfix/serperdev-missing-country
fix(serper-dev): restore search localization parameters
2025-03-21 14:54:50 -03:00
João Moura
5cfcb5c74a new version 2025-03-19 11:30:26 -07:00
João Moura
865930da78 Merge pull request #239 from raju-rangan/main
Amazon Bedrock Knowledge Bases Retriever and Agents support
2025-03-19 15:18:26 -03:00
Raju Rangan
319423b70a added __init__ files as suggested. 2025-03-18 10:24:08 -04:00
João Moura
658c23547e prep new version 2025-03-17 18:58:45 -07:00
João Moura
568aace62e fix 2025-03-17 18:58:09 -07:00
Vini Brasil
9e68cbbb3d Conditionally import Databricks library (#243)
Databricks is an optional dependency, but the tool package is imported by
default, leading to ImportError exceptions.

Related: crewAIInc/crewAI#2390
2025-03-17 15:13:28 -03:00
Brandon Hancock (bhancock_ai)
c06076280e Merge pull request #228 from MQ37/feat/apify
feat: apify actors
2025-03-16 12:28:13 -04:00
João Moura
0c3140e758 new version 2025-03-14 07:39:52 -07:00
Raju Rangan
db309ca1ae - Add custom exceptions for better error handling
- Add parameter validation for Bedrock tools
- Improve response processing and debug information
- Maintain backward compatibility with existing implementations
2025-03-11 16:46:12 -04:00
Jakub Kopecký
292adef7ba Update README.md 2025-03-11 18:02:15 +01:00
Raju Rangan
d47adfc34a Adding tooling to use Amazon Bedrock Agents as enternal agent, enbaling distributed agentic capabilities 2025-03-11 10:21:30 -04:00
Raju Rangan
e8326f134f Adding tooling to use Amazon Bedrock Knowledge Base as a knowledge retreiver 2025-03-11 10:20:42 -04:00
João Moura
c19591a689 updatign readme 2025-03-09 04:01:12 -07:00
Shady Ali
5af2108307 Fix: FireCrawl FirecrawlCrawlWebsiteTool for crawling. FireCrawl API does not recognize sent paramters (HTTPError: Unexpected error during start crawl job: Status code 400. Bad Request -
[{'code': 'unrecognized_keys', 'keys': ['crawlerOptions', 'timeout'], 'path': [], 'message': 'Unrecognized key in body -- please review the v1 API documentation for request body changes'}]) because it has been updated to v1. I updated the sent parameters to match v1 and updated their description in the readme file
2025-03-08 09:35:23 +02:00
MQ
cad804e87b update readme 2025-03-07 11:00:54 +01:00
MQ
7718df5437 minor consistency improvements 2025-03-04 12:45:52 +01:00
MQ
9c7c7d3d75 apify_actors -> apify_actors_tool, refactor readme 2025-03-04 11:10:41 +01:00
MQ
3df25e65d5 fix 2025-02-28 15:40:08 +01:00
MQ
7148c52bf6 format 2025-02-28 12:43:52 +01:00
MQ
f329b0d9d2 improve readme, add link to template 2025-02-28 12:35:23 +01:00
MQ
975c71a920 fix example 2025-02-28 10:29:50 +01:00
MQ
884ea63b49 other improvements 2025-02-28 10:22:56 +01:00
MQ
35aff6e84e improve code, lazy import, improve readme 2025-02-28 10:10:56 +01:00
MQ
867305540c improve 2025-02-27 21:27:05 +01:00
MQ
5bcb598f75 fix readme 2025-02-27 21:14:42 +01:00
MQ
3fcc7b42cb fix docstring 2025-02-27 21:12:38 +01:00
MQ
13bad2bb69 initial implementation 2025-02-27 21:08:05 +01:00
Brandon Hancock (bhancock_ai)
6d8d30178d Merge pull request #227 from mplachta/aws_s3_tools
S3 Tools
2025-02-27 12:49:02 -05:00
Mike Plachta
f1187c5469 S3 Tools 2025-02-27 08:44:43 -08:00
Lorenze Jay
7c16b7d284 Merge pull request #200 from crewAIInc/feat/add-qdrant-tools
enable qdrant as vector search tool for crew agents
2025-02-07 10:25:29 -08:00
Lorenze Jay
837198ae08 Add interactive Qdrant client installation prompt 2025-02-07 10:03:37 -08:00
Lorenze Jay
554bba8036 clearer docs 2025-02-03 16:22:09 -08:00
Lorenze Jay
12927ba79d cleanup 2025-02-03 16:19:53 -08:00
Lorenze Jay
96c3fbdddf remove ollama from here 2025-02-03 16:19:33 -08:00
Lorenze Jay
5a9bb24b63 default openai 2025-02-03 16:19:03 -08:00
Lorenze Jay
05982aeef2 set default vectorizer 2025-02-01 23:44:40 -08:00
Lorenze Jay
d6a6325b55 set vectorizer 2025-02-01 23:43:09 -08:00
Lorenze Jay
6b19a3d156 default set 2025-02-01 23:40:37 -08:00
Lorenze Jay
052a07ddc7 setup common default model 2025-02-01 23:38:24 -08:00
Lorenze Jay
aff40529a5 updated docs 2025-02-01 23:32:31 -08:00
Lorenze Jay
dcd4481ae2 enable qdrant as vector search tool for crew agents 2025-02-01 23:31:15 -08:00
Lorenze Jay
6b93ebb97b Merge pull request #198 from crewAIInc/add/updated-exa
latest version of exa supported
2025-01-31 09:40:32 -08:00
Lorenze Jay
9a09ea7703 better docs and download missing packaged 2025-01-30 16:04:33 -08:00
Lorenze Jay
bcfe015d9d ensure works on agent 2025-01-30 15:53:57 -08:00
Lorenze Jay
90cdb48db0 latest version of exa 2025-01-30 15:09:47 -08:00
João Moura
199044f866 fixing test 2025-01-28 10:11:37 -03:00
Luis Cardoso
3808f98c14 fix(serper-dev): restore search localization parameters
- Re-add country (gl), location, and locale (hl) parameters to SerperDevTool class
- Update payload construction in _make_api_request to include localization params
- Add schema validation for localization parameters
- Update documentation and examples to demonstrate parameter usage

These parameters were accidentally removed in the previous enhancement PR and are crucial for:
- Getting region-specific search results (via country/gl)
- Targeting searches to specific cities (via location)
- Getting results in specific languages (via locale/hl)

BREAKING CHANGE: None - This restores previously available functionality
2025-01-28 10:46:40 +01:00
Brandon Hancock (bhancock_ai)
060671983d Merge pull request #195 from crewAIInc/bugfix/make-tooling-optional
Fix for Gui
2025-01-23 23:29:19 -05:00
Brandon Hancock
bcb72a9305 Clean up and follow auto import pattern 2025-01-23 15:23:12 -05:00
Brandon Hancock
141ff864f2 clean up 2025-01-23 15:11:45 -05:00
Brandon Hancock
43d045f542 Fix for GUI 2025-01-23 14:43:52 -05:00
Brandon Hancock (bhancock_ai)
88785f4a74 Merge pull request #194 from mplachta/ocr-tool
OCR Tool v1
2025-01-23 10:40:03 -05:00
Mike Plachta
b4d98bbb86 OCR Tool v1 2025-01-22 20:22:57 -08:00
Brandon Hancock (bhancock_ai)
df3842ed88 Merge pull request #181 from crewAIInc/fix/optional-dependencies
make extra dependencies optional for our tools (making most tools an opt in)
2025-01-22 13:06:48 -05:00
Lorenze Jay
4af3724ec2 fix selenium tool 2025-01-21 15:55:05 -08:00
Lorenze Jay
0bd6006b27 Merge branch 'main' of github.com:crewAIInc/crewAI-tools into fix/optional-dependencies 2025-01-21 15:53:14 -08:00
João Moura
4774b996d0 Merge pull request #168 from MinuraPunchihewa/feature/ai_minds_tool
Added the MindsDB AIMind Tool
2025-01-19 02:29:11 -03:00
João Moura
717edbba19 Merge pull request #177 from VinciGit00/main
fix: scrapegraph tool
2025-01-19 02:28:04 -03:00
João Moura
755a9ed055 Merge branch 'main' into main 2025-01-19 02:27:52 -03:00
João Moura
d824f3bb3b Merge pull request #183 from NikhilShahi/feature/add-hyperbrowser
added HyperbrowserLoadTool
2025-01-19 02:25:04 -03:00
João Moura
14ecab7365 Merge branch 'main' into feature/add-hyperbrowser 2025-01-19 02:24:51 -03:00
João Moura
b03d74abe5 Merge pull request #185 from MahlerTom/fix/code-interpreter
Fix/code interpreter
2025-01-19 02:11:10 -03:00
João Moura
bee8fda006 Merge branch 'main' into fix/code-interpreter 2025-01-19 02:10:57 -03:00
João Moura
ef611a9dcd Merge pull request #188 from meerkat-citronella/bugfix/fix-description-on-file_read_tool
Fix description on FileReadTool
2025-01-19 02:08:46 -03:00
João Moura
fb4423c91d Merge branch 'main' into bugfix/fix-description-on-file_read_tool 2025-01-19 02:08:27 -03:00
João Moura
fe3f0bda81 Merge pull request #189 from chethanuk/snowflake
Adding Snowflake search tool
2025-01-19 02:07:02 -03:00
João Moura
3f2161efdb Merge branch 'main' into snowflake 2025-01-19 01:22:42 -03:00
João Moura
cef86f73d9 Merge pull request #191 from KhanhSaypien/fix/HTTPError-import-issue
FIX: Fix HTTPError cannot be found in serperai
2025-01-19 00:10:23 -03:00
ArchiusVuong-sudo
659cb6279e fix: Fixed all from urllib.error import HTTPError 2025-01-18 23:01:01 +07:00
ArchiusVuong-sudo
a606f48b70 FIX: Fix HTTPError cannot be found in serperai 2025-01-18 21:58:50 +07:00
ChethanUK
9c4c4219cd Adding Snowflake search tool 2025-01-17 02:29:35 +05:30
Carter Chen
fe2a5abf8d restructure init statement to remove duplicate call to _generate_description 2025-01-14 21:16:11 -05:00
Carter Chen
1568008db6 remove _generate_description on file_read_tool 2025-01-14 19:22:28 -05:00
Tom Mahler
1bd87f514e changed == None to is None 2025-01-14 21:07:08 +02:00
Tom Mahler
334beda181 added missing import 2025-01-14 21:06:42 +02:00
Lorenze Jay
5cb5f4f1a6 use private attr 2025-01-14 08:48:28 -08:00
Lorenze Jay
14bc8de774 fix browserbase tool here 2025-01-14 08:48:09 -08:00
Nikhil Shahi
e343f26c03 add docstring 2025-01-13 16:08:11 -06:00
Nikhil Shahi
1a824cf432 added HyperbrowserLoadTool 2025-01-13 15:48:45 -06:00
Lorenze Jay
78aff9dbdc fix no client err 2025-01-13 10:45:12 -08:00
Lorenze Jay
50779582ed Merge branch 'main' of github.com:crewAIInc/crewAI-tools into fix/optional-dependencies 2025-01-13 10:32:06 -08:00
Lorenze Jay
31192bcdda fixed multion 2025-01-10 18:31:03 -08:00
Lorenze Jay
d882818d6c fixed serpapi 2025-01-10 18:24:07 -08:00
Lorenze Jay
e26667ea40 removing serpapi from dependenices 2025-01-10 18:17:27 -08:00
Brandon Hancock (bhancock_ai)
71f3ed9ef9 Merge pull request #180 from crewAIInc/bugfix/improve-firecrawl-and-serper
Fix firecrawl errors
2025-01-10 19:47:13 -05:00
Lorenze Jay
d3d3cc4c28 remove y/n as it comes with it within click.confirm and fixed firecrawl tools 2025-01-10 15:56:54 -08:00
Lorenze Jay
41cec25ad9 fix client init on scrapegraph tool 2025-01-10 14:26:03 -08:00
Lorenze Jay
40dcf63a70 optional deps for most 2025-01-10 13:51:39 -08:00
Brandon Hancock
ecbf550be9 Fix firecrawl errors 2025-01-08 16:38:38 -05:00
Brandon Hancock (bhancock_ai)
06f99fc6cd Merge pull request #179 from crewAIInc/bugfix/improve-firecrawl-and-serper
improve serper and firecrawl
2025-01-08 15:15:02 -05:00
Brandon Hancock
90a335de46 Fix patronus issues as well 2025-01-08 15:12:29 -05:00
Brandon Hancock
e5aabe05e1 improve serper and firecrawl 2025-01-08 14:56:12 -05:00
Brandon Hancock (bhancock_ai)
4388235846 Merge pull request #165 from patronus-ai/feat/add-patronus-api-tool
Feat/add patronus api tool
2025-01-07 12:48:08 -05:00
Marco Vinciguerra
91bff42398 Merge branch 'main' of https://github.com/VinciGit00/crewAI-tools 2025-01-07 16:15:50 +01:00
Marco Vinciguerra
4f4b061907 fix: scrapegraph-tool 2025-01-07 16:13:50 +01:00
Marco Vinciguerra
c27727b16e Update scrapegraph_scrape_tool.py 2025-01-07 15:51:52 +01:00
Devin AI
ad4c711223 feat: implement reviewer suggestions for StagehandTool
Co-Authored-By: Joe Moura <joao@crewai.com>
2025-01-03 22:56:38 +00:00
Devin AI
2f8c07320b feat: add new StagehandTool for stagehand integration
This commit adds a new StagehandTool that integrates Stagehand's AI-powered web automation capabilities into CrewAI. The tool provides access to Stagehand's three core APIs:
- act: Perform web interactions
- extract: Extract information from web pages
- observe: Monitor web page changes

Each function takes atomic instructions to increase reliability.

Co-Authored-By: Joe Moura <joao@crewai.com>
2025-01-03 22:38:55 +00:00
Lorenze Jay
4360adc725 Merge pull request #174 from crewAIInc/extra_deps
add optional dependencies for all deps that we have
2025-01-03 14:19:00 -08:00
Lorenze Jay
dab8f648cb leave ignore 2025-01-03 13:48:21 -08:00
Lorenze Jay
9f8529eab2 add optional dependencies for all deps that we have 2025-01-03 13:43:50 -08:00
Brandon Hancock (bhancock_ai)
513c156c4b Merge pull request #173 from mplachta/vision-tool-improvement
Vision Tool Refactoring and Simplify the code
2025-01-03 13:31:23 -05:00
Mike Plachta
9a20c3952f Merge branch 'main' into vision-tool-improvement 2025-01-03 09:36:13 -08:00
Mike Plachta
66dee007b7 Vision Tool Improvement 2025-01-03 09:33:59 -08:00
João Moura
aafcf992ab fix weviate tool 2025-01-03 10:03:53 -03:00
João Moura
c31a8d6ee2 fix 2025-01-03 10:00:25 -03:00
Eduardo Chiarotti
a5d19e3ec3 Merge pull request #172 from crewAIInc/fix/weaviate-init
fix: weaviate init parameters
2025-01-03 08:56:45 -03:00
Eduardo Chiarotti
7efc092873 fix: weaviate init parameters 2025-01-03 08:47:52 -03:00
João Moura
fa901453fe new version 2025-01-03 04:15:39 -03:00
João Moura
8047ee067c treating for uninstalled dependencies 2025-01-03 03:34:34 -03:00
Minura Punchihewa
ea85f02e03 refactored the logic for accessing the API key 2025-01-03 11:49:58 +05:30
Minura Punchihewa
d1be5a937f moved constants like the base URL to a class 2025-01-03 11:48:11 +05:30
Minura Punchihewa
d360906f57 renamed the pkg and module 2025-01-03 11:41:59 +05:30
Minura Punchihewa
29a7961ca8 refined the content in the README 2025-01-03 11:26:16 +05:30
João Moura
16cdabbf35 bumping verison fixing tests 2025-01-03 02:53:24 -03:00
Minura Punchihewa
94cce06044 updated the initialization logic to allow the API key to be passed as env var 2025-01-03 11:08:38 +05:30
João Moura
e0c6ec5bd3 fix imports 2025-01-02 20:51:14 -03:00
João Moura
fc68b9f6bf Merge pull request #167 from Priyanshupareek/patch-1
Update browserbase_load_tool.py | Fix for Browserbase Tool Initialization Issue
2025-01-02 20:45:05 -03:00
Minura Punchihewa
3c29a6cc11 added an example of running the tool to the README 2025-01-03 02:25:14 +05:30
Minura Punchihewa
64d54bd423 updated the content in the README 2025-01-03 01:55:51 +05:30
Minura Punchihewa
faff58ba1c fixed a few bugs, type hints and imports 2025-01-03 01:17:11 +05:30
Minura Punchihewa
555638a654 added the main import statements 2025-01-03 00:37:12 +05:30
Minura Punchihewa
0b5f0841bf implemented the run function for the tool 2025-01-03 00:32:24 +05:30
Minura Punchihewa
55f669989b completed the initialization logic for the tool 2025-01-03 00:28:30 +05:30
Minura Punchihewa
29da6659cf added the skeleton for the AIMind tool 2025-01-02 19:40:56 +05:30
Priyanshupareek
954dd43c17 Update browserbase_load_tool.py 2025-01-02 01:34:42 +05:30
Priyanshupareek
4c7ce3a945 Update browserbase_load_tool.py 2025-01-02 00:54:48 +05:30
Rebecca Qian
10f8a87317 update local evaluator 2024-12-31 04:05:46 -05:00
Rebecca Qian
a7316a86bf fix bug in local evaluator tool 2024-12-31 04:01:26 -05:00
Rebecca Qian
15d6314379 Create separate tool classes 2024-12-31 03:02:15 -05:00
Rebecca Qian
62ddb6c9bd Merge pull request #1 from DarshanDeshpande/feat/add-patronus-api-tool
Update Patronus AI evaluator tool and example
2024-12-31 00:32:52 -05:00
João Moura
0d94a8f7d9 Merge pull request #153 from VinciGit00/main
feat: integration of scrapegraph APIs
2024-12-29 12:26:01 -03:00
João Moura
029afd3e14 Update __init__.py 2024-12-29 12:23:08 -03:00
João Moura
20e852bffc Merge pull request #155 from juliette0704/feat/add_linkup_tool
add linkup tool
2024-12-29 12:21:00 -03:00
João Moura
dd3fea748f Merge pull request #162 from crewAIInc/devin/1735422935-file-read-tool-fix
Fix FileReadTool infinite loop by maintaining original schema
2024-12-28 21:23:17 -03:00
Devin AI
d3391d9ba4 Add comprehensive documentation and type hints to FileReadTool
Co-Authored-By: Joe Moura <joao@crewai.com>
2024-12-28 23:10:51 +00:00
Devin AI
aaf2641cc8 Add comprehensive tests for FileReadTool
Co-Authored-By: Joe Moura <joao@crewai.com>
2024-12-28 22:29:46 +00:00
Devin AI
5e2c38c349 Improve FileReadTool error handling and validation
Co-Authored-By: Joe Moura <joao@crewai.com>
2024-12-28 22:26:37 +00:00
Devin AI
63e23c06c5 Fix FileReadTool infinite loop by maintaining original schema
Co-Authored-By: Joe Moura <joao@crewai.com>
2024-12-28 21:55:35 +00:00
juliette_sivan
e5c47e46a8 add import tools 2024-12-28 10:59:06 -05:00
Marco Vinciguerra
b404439aa9 Merge branch 'main' into main 2024-12-28 09:12:50 +01:00
Marco Vinciguerra
c3ebbba8ae Update __init__.py 2024-12-28 09:11:32 +01:00
João Moura
0674b397f7 Merge pull request #145 from caike/fix-firecrawler-crawl-args
Fix url and api_key args on crawler tool
2024-12-28 00:32:52 -03:00
João Moura
8dd4388c49 Merge pull request #148 from HammamWahab/main
Enabled connection to docker daemon with manual setting of docker base url for code interpreter tool. (Issue #1555)
2024-12-27 23:34:37 -03:00
João Moura
2ad99c04d3 Merge branch 'main' into main 2024-12-27 23:33:36 -03:00
João Moura
cc509a363e Merge pull request #160 from crewAIInc/feature/selenium-scraping-tool-can-return-html
feat: add URL validation and return_html examples
2024-12-27 22:09:01 -03:00
João Moura
ed261892df Merge pull request #156 from pedropereira/feature/selenium-scraping-tool-can-return-html
Feat(SeleniumScrapingTool): Provide capability to return HTML
2024-12-27 22:02:58 -03:00
Devin AI
c7c8cd0a3c feat: add URL validation and return_html examples
- Add comprehensive URL validation in schema and _create_driver
- Add URL format, length, and character validation
- Add meaningful error messages for validation failures
- Add return_html usage examples in README.md

Co-Authored-By: Joe Moura <joao@crewai.com>
2024-12-28 00:54:49 +00:00
João Moura
38a7b1e4da Merge pull request #149 from tanys123/feat/serpapi-tools
feat: Add Google Search and Google Shopping tools
2024-12-27 21:48:20 -03:00
João Moura
7b7327c168 Merge pull request #150 from gbertb/fix/spidertool_fixes
Fix(SpiderTool): Improve Tool Reliability and Performance
2024-12-27 18:37:48 -03:00
João Moura
97a4a348ff Merge pull request #151 from hienhayho/main
fix: fix pydantic validation error
2024-12-27 18:30:18 -03:00
João Moura
078120e548 Merge pull request #159 from MahlerTom/main
[BUG] `CodeInterpreterTool` cannot handle mutli-line code
2024-12-27 18:03:47 -03:00
DarshanDeshpande
7da783ef0e Minor formatting changes 2024-12-26 17:44:04 -05:00
DarshanDeshpande
0ac6f915fb Add all Patronus eval tools and update example 2024-12-26 17:37:22 -05:00
Tom Mahler
ba8f95964f added unit testing for multi-line output 2024-12-24 14:14:09 +02:00
Tom Mahler
64b98667a3 fixed code interpreter tests 2024-12-24 14:13:51 +02:00
Tom Mahler
331840e6cc improved imports from docker for better type hinting 2024-12-24 12:17:57 +02:00
Tom Mahler
bb19f1c74c using command list instead of string to avoid parsing issues 2024-12-24 12:12:18 +02:00
Pedro Pereira
f11756387d chore: add tests for SeleniumScrapingTool 2024-12-19 21:06:51 +00:00
Tony Kipkemboi
b7a132db89 Merge pull request #147 from crewAIInc/feature/enhanced-serper-search
feat(serper-dev): implement enhanced search capabilities and error ha…
2024-12-19 13:15:11 -05:00
Pedro Pereira
5e00b74cd4 chore: update readme 2024-12-19 17:38:30 +00:00
juliette_sivan
4c5f1962ac add linkup tool 2024-12-19 14:07:36 +01:00
Pedro Pereira
8d8c3677ff feat: add optional return_html flag to SeleniumScrapingTool 2024-12-18 18:23:18 +01:00
Marco Vinciguerra
b58d80dcf9 update documents according to suggestions 2024-12-18 14:42:37 +01:00
Marco Vinciguerra
7608944e7f Update README.md 2024-12-18 14:38:34 +01:00
Marco Vinciguerra
c070ba002c feat: integration of scrapegraph APIs 2024-12-18 14:34:40 +01:00
Gilbert Bagaoisan
1bbac87e70 Improved readme based on recommendations—added more advanced usage examples 2024-12-17 21:00:40 -08:00
Gilbert Bagaoisan
73b803ddc3 various improvements for PR based on recommendations 2024-12-17 21:00:34 -08:00
Ho Trong Hien
c7624e1f57 Merge pull request #1 from hienhayho/hienhayho-fix-llamaindex-result-as-answer
fix: fix pydantic validation error
2024-12-17 22:29:19 +07:00
Ho Trong Hien
059d635f02 fix: fix pydantic validation error
- When passing result_as_answer=True, it will return ToolOutput so it won't pass pydantic validation as a string

- Get content of ToolOutput before return
2024-12-17 22:28:41 +07:00
Gilbert Bagaoisan
3795d7dd8e Reversed order of url validation 2024-12-16 22:19:46 -08:00
Gilbert Bagaoisan
4551b8c625 Updated readme 2024-12-16 22:05:46 -08:00
Gilbert Bagaoisan
cd37ede869 lint fixes 2024-12-16 22:05:28 -08:00
Terry Tan Yongsheng
81981e43b6 Add type hints 2024-12-17 13:45:50 +08:00
Terry Tan Yongsheng
2effe9a7d2 Add README 2024-12-17 11:09:38 +08:00
Terry Tan Yongsheng
56a9060840 Add SerpApi tools - google search, google shopping 2024-12-17 11:09:28 +08:00
Rip&Tear
e40ca38daf Merge branch 'main' into feature/enhanced-serper-search 2024-12-16 22:53:55 +08:00
Hammam Abdelwahab
b6bb5dbd53 Enabled manual setting of docker base url for code interpreter tool. Goal is to avoid the error: CodeInterpreterTool Error while fetching server API version: 2024-12-15 10:38:56 +01:00
Hammam Abdelwahab
c26e962d17 Enabled manual setting of docker base url for code interpreter tool. Goal is to avoid the error: CodeInterpreterTool Error while fetching server API version: 2024-12-15 10:34:07 +01:00
DarshanDeshpande
d94f7e03dc Update Patronus AI evaluator tool and example 2024-12-14 15:46:10 -05:00
Rebecca Qian
c76e0f3445 Add patronus evaluation tools
remove fields

rename eval tool

remove eval tool

init files
2024-12-13 19:08:05 -05:00
Carlos Souza
668e87d5e1 Add constructor comments 2024-12-13 11:26:46 -05:00
Carlos Souza
164442223e Organize imports 2024-12-13 11:23:53 -05:00
Carlos Souza
3a095183c5 Use proper options and accept custom FirecrawlApp 2024-12-13 11:20:08 -05:00
Carlos Souza
2cb33b18e5 Remove outdated params 2024-12-13 11:18:59 -05:00
theCyberTech
00418d98f7 resolved conflict 2024-12-13 22:01:04 +08:00
theCyberTech
1fd5805bef Resolved conflict 2024-12-13 21:59:38 +08:00
theCyberTech
b0a948797a feat(serper-dev): implement enhanced search capabilities and error handling
- Add support for multiple search types (general and news)
- Implement knowledge graph integration
- Add structured result processing for organic results, "People Also Ask", and related searches
- Enhance error handling with try-catch blocks and logging
- Update documentation with comprehensive feature list and usage examples
2024-12-13 21:42:01 +08:00
Carlos Souza
1eb5d50a55 Fix url and api_key args on crawler tool 2024-12-12 16:00:24 -05:00
Tony Kipkemboi
a49be2fc52 Merge pull request #142 from crewAIInc/feat/weaviate-tool
setup weaviate vector search tool
2024-12-09 10:44:11 -05:00
Lorenze Jay
d5d83cbd7e fix collection name docs 2024-12-08 21:48:15 -08:00
Lorenze Jay
a0e0c28152 setup weaviate vector search tool 2024-12-08 21:44:19 -08:00
Brandon Hancock (bhancock_ai)
264f1e0f0e Merge pull request #141 from crewAIInc/bugfix/fix-basetool-import
update basetool dependencies to use root crewai repo
2024-12-05 13:36:45 -05:00
Brandon Hancock
d5fb31e645 update basetool dependencies to use root crewai repo 2024-12-05 13:16:48 -05:00
João Moura
e1482d740f Merge pull request #116 from ernestp/main
fix: web scraper concatenate words
2024-12-05 12:00:20 -03:00
João Moura
7c375976ab Merge pull request #128 from mplachta/jina_website_scraper
Jina Website Scraper v1
2024-12-05 11:56:26 -03:00
João Moura
5b813e3d31 Merge pull request #132 from caike/fix-firecrawl-scrape-pydantic-errors
Fix pydantic related errors on FirecrawlScrapeWebsiteTool
2024-12-05 11:56:08 -03:00
João Moura
25969d9db7 Merge pull request #134 from caike/fix-firecrawl-crawl-pydantic-errors
Fix pydantic related errors on FirecrawlCrawlWebsiteTool
2024-12-05 11:55:26 -03:00
João Moura
f64a93b541 Merge pull request #139 from crewAIInc/tools_readme_update
docs: add Discourse community link to contact section
2024-12-05 11:54:41 -03:00
João Moura
569d9e7f75 Merge pull request #137 from siddas27/feature/BraveSearchTool
add brave search tool
2024-12-05 11:08:03 -03:00
siddas27
a64cccbd72 add BraveSearchTool to init 2024-12-04 22:28:30 -06:00
theCyberTech
e0d3ee5b23 docs: add Discourse community link to contact section
Add link to Discourse community platform in the contact section to provide users with an additional support channel alongside Discord.
2024-12-03 20:35:23 +08:00
siddas27
95cc6835a1 update name 2024-11-30 22:30:31 -06:00
siddas27
e7e059d02a add rate limiting 2024-11-30 22:08:29 -06:00
siddas27
5532ea8ff7 add lru caching 2024-11-30 21:51:46 -06:00
siddas27
d168b8e245 add error handling 2024-11-30 21:36:28 -06:00
siddas27
6c242ef3bb add brave search tool 2024-11-30 14:04:06 -06:00
Tony Kipkemboi
0e49353fcd Merge pull request #135 from crewAIInc/fix/nl2sql-readme-typos
docs: fix typos and formatting in NL2SQL tool README
2024-11-30 11:54:14 -05:00
Tony Kipkemboi
41711c1ffe Merge pull request #129 from crewAIInc/docs_fix
Fix API Key Reference in MultiOnTool README
2024-11-30 11:52:45 -05:00
Tony Kipkemboi
ea2994d341 Merge pull request #133 from crewAIInc/docs/fix-codedocssearch-readme
docs: improve CodeDocsSearchTool README
2024-11-30 11:44:01 -05:00
theCyberTech
945ed7aaaa docs: fix typos and formatting in NL2SQL tool README 2024-11-30 10:52:57 +08:00
Carlos Souza
eed6a38ea4 Fix pydantic related errors. 2024-11-29 11:42:07 -05:00
theCyberTech
ec9951e28a docs: improve CodeDocsSearchTool README
- Fix tool name in custom model example
2024-11-30 00:34:04 +08:00
Carlos Souza
e677a271e5 More explicit model config 2024-11-29 05:57:09 -05:00
Carlos Souza
49ad43ff08 Do not reraise exception
Tool use is optional and missing dependency
should not raise error
2024-11-29 05:51:55 -05:00
Carlos Souza
a94470772f Fix pydantic related errors on FirecrawlScrapeWebsiteTool 2024-11-28 19:09:44 -05:00
Mike Plachta
dd18c59a9b Update jina_scrape_website_tool.py 2024-11-27 19:57:52 -08:00
theCyberTech
cbec6d5cd7 docs: fix API key reference in MultiOnTool README 2024-11-28 11:15:18 +08:00
Mike Plachta
15970734e3 Jina Website Scraper v1 2024-11-27 17:52:56 -08:00
Eduardo Chiarotti
601abb2bc3 Merge pull request #125 from crewAIInc/feat/remove-langchain
feat: remove langchain from code and update Dockerfile from CodeInterpreter
2024-11-26 16:56:29 -03:00
Eduardo Chiarotti
488782fb4a feat: remove langchain from code and change to CrewStructuredTool and update Dockerilf CodeInterpreter 2024-11-25 16:14:49 -03:00
theCyberTech
1c37158208 fix: correct variable name typo in exa_base_tool 2024-11-20 18:58:58 +08:00
João Moura
a3630418f9 Merge pull request #121 from piotrm0/piotrm/base_tool
remove independent BaseTool
2024-11-10 19:48:52 -03:00
Piotr Mardziel
10639d8775 Update base_tool.py 2024-11-05 16:22:35 -08:00
Brandon Hancock
2061f8ca41 Improve firecrawl tool 2024-11-01 17:19:59 -04:00
Ernest Poletaev
1f8791953e fix: retain line breaks 2024-10-25 22:33:24 +07:00
Ernest Poletaev
96e52767ad fix: web scraper concatenate words 2024-10-25 22:03:59 +07:00
Rip&Tear
9eac65f9f6 Merge pull request #115 from adanbu/main
Fixing errors of the File Writer tool
2024-10-24 12:28:20 +08:00
Brandon Hancock
8e15bc6386 add support for unsafe code execution 2024-10-23 10:36:29 -04:00
Adan Butto
6a7e917e1d Changed order of the arguments, placing 'content' last.
It tends to forget context when it gets to filling other arguments when content is on the longer side.
2024-10-22 18:47:52 +03:00
Adan Butto
857d6c135c reverted directory variable back to optional 2024-10-20 20:37:59 +03:00
Adan Butto
96429040de Fixed File Writer tool errors for better interaction with the agents 2024-10-20 18:54:01 +03:00
João Moura
c4f8a1cdf1 Merge pull request #107 from masorensen/bug/ragTools-kwargs
Scoping issue causing error in RAG tools
2024-10-17 16:43:11 -03:00
João Moura
d54b8a6e8d Merge pull request #112 from 11bluetree/patch-1
fix: SpiderTool import
2024-10-17 14:19:22 -03:00
Aoki Haruhito
fe172cb4de fix: SpiderTool import 2024-10-17 10:03:37 +09:00
Eduardo Chiarotti
1e76b66234 Merge pull request #111 from crewAIInc/feat/migrate-uv
Feat/migrate uv
2024-10-15 14:49:39 -03:00
Eduardo Chiarotti
90a13cb6f7 feat: change to uv on docs 2024-10-15 09:16:17 -03:00
Mike Sorensen
1cc8966e2e fixed scoping issue causing error in RAG tools 2024-09-23 22:18:22 -05:00
Rip&Tear
a04d98f62f Merge pull request #101 from crewAIInc/brandon/cre-250-llamaindex-pydantic-v2
Pydantic v1 issues
2024-09-13 21:53:32 +08:00
Brandon Hancock
35fe222ca1 Move off v1 2024-09-03 15:57:29 -04:00
Rip&Tear
d19bba72b0 Merge pull request #96 from crewAIInc/docs_update
Updated GitHub repo links and readme.md
2024-08-31 12:32:52 +08:00
theCyberTech
5957573625 Updated github repo links _ readme.md 2024-08-29 17:41:43 +08:00
João Moura
91c394ffce Merge pull request #95 from crewAIInc/feat/update-code-interpreter
feat: Add volume option
2024-08-27 07:25:29 -07:00
Eduardo Chiarotti
d146e4a961 feat: change the anme of user dockerfile path 2024-08-27 09:01:09 -03:00
Eduardo Chiarotti
8007938d6b feat: ADd volume option 2024-08-27 08:35:56 -03:00
Thiago Moretto
859e6162e8 Merge pull request #93 from crewAIInc/fix-nl2sql-pydantic-conflict
Fix NL2SQL pydantic version conflict
2024-08-19 13:49:06 -03:00
Thiago Moretto
e8b185e607 Fix NL2SQL pydantic version conflict 2024-08-14 14:05:44 -03:00
Eduardo Chiarotti
c32023df29 Merge pull request #91 from crewAIInc/fix/dalle-docs
docs: fix issue on Dalle tool docs
2024-08-13 11:25:25 -03:00
Eduardo Chiarotti
a228732423 docs: fix 2024-08-13 08:40:12 -03:00
Eduardo Chiarotti
b47926b1d9 docs: fix plural 2024-08-13 08:39:49 -03:00
Eduardo Chiarotti
64762887f0 docs: fix issue on Dalle tool docs 2024-08-13 08:39:20 -03:00
João Moura
5dd49762e3 Fixing imports and cutting new patch 2024-08-11 00:46:32 -03:00
João Moura
d861dcc3c4 Merge pull request #85 from rafaelsideguide/fix/firecrawl-timeout-description
[Bug] Improvements on default values and timeout description
2024-08-10 19:59:54 -07:00
João Moura
32abada521 Merge pull request #81 from Ryuzaki1415/patch-1
Corrected the acronym 'RAG'
2024-08-10 19:59:15 -07:00
João Moura
2416c08760 Merge pull request #41 from antunsz/feature/add-folder-file-writer
adding file writer tool and documentation
2024-08-10 19:40:24 -07:00
João Moura
fba480c582 Merge branch 'main' into feature/add-folder-file-writer 2024-08-10 19:40:03 -07:00
João Moura
50dc37ad5b adding dalle import 2024-08-10 23:35:46 -03:00
João Moura
1227c3fc7c Merge pull request #35 from antunsz/feature/add-mysql-tool
Feature/add mysql tool
2024-08-10 19:35:21 -07:00
João Moura
2da8cfcf99 Merge branch 'main' into feature/add-mysql-tool 2024-08-10 19:35:08 -07:00
João Moura
e7078f6502 Merge pull request #83 from crewAIInc/feat/add-vision-tool
feat: Add Vision tool to the CrewAI tool
2024-08-10 19:22:01 -07:00
rafaelsideguide
a2e38b6121 Improvements on default values and description 2024-08-06 13:56:44 -03:00
Eduardo Chiarotti
4835c2bf68 feat: Add Vision tool to the CrewAI tool 2024-07-31 17:10:26 -03:00
João Moura
d28dba453e Merge pull request #82 from crewAIInc/feat/dall-e-tool
feat: Add Dall-E tool to generate images
2024-07-30 18:37:34 -07:00
Eduardo Chiarotti
0070df7451 docs: Add documentation for the DallETool 2024-07-30 22:29:45 -03:00
Eduardo Chiarotti
b343c71b9b feat: Add Dall-E tool to generate images 2024-07-30 22:17:23 -03:00
Eduardo Chiarotti
88becbd6e1 Merge pull request #80 from crewAIInc/feat/NL2SQL-tool
feat: Add nl2sql tool to run and execute sql queries in databases
2024-07-26 14:25:01 -03:00
Dheeraj Unni
225ee06030 Corrected the acronym 'RAG' 2024-07-26 17:05:58 +05:30
Eduardo Chiarotti
18a28261a4 docs: Add documentation for NL2SqlTool 2024-07-25 15:25:48 -03:00
Eduardo Chiarotti
c372641be8 feat: format code 2024-07-24 21:39:49 -03:00
Eduardo Chiarotti
6fd02cdf82 feat: remove unecessary code 2024-07-24 21:38:52 -03:00
Eduardo Chiarotti
2df29f3dde feat: Add nl2sql tool to run and execute sql queries in databases 2024-07-24 21:37:22 -03:00
João Moura
8506505301 Merge pull request #78 from wuloi/main
fixing serply_api_tool
2024-07-19 09:33:11 -07:00
ai.flyingwheel
25343727fd fixing serply_api_tool 2024-07-19 23:11:10 +08:00
João Moura
0386120a5a fixing serper tool 2024-07-19 00:28:27 -04:00
Carlos Antunes
21342fa0f6 adding the proper imports into __init__.py files, and fixing the folder name 2024-07-15 13:00:06 -03:00
Carlos Antunes
d5e6b95817 adding the appropriate imports on the __init__.py files 2024-07-15 12:41:53 -03:00
João Moura
d8c98f2e64 Merge pull request #38 from mishushakov/main
updated browserbase tool
2024-07-14 17:10:42 -07:00
João Moura
33a0f05804 Merge pull request #42 from WilliamEspegren/main
Added Spider Tool
2024-07-14 15:24:27 -07:00
João Moura
d9ad8c62b9 Merge branch 'main' into main 2024-07-14 15:23:27 -07:00
João Moura
3f3ef03395 Merge pull request #44 from SuperMuel/add-more-parameters-to-serperdev-search-payload
Add more parameters to serperdev search payload
2024-07-14 14:00:02 -07:00
João Moura
f447f71a8e Update serper_dev_tool.py 2024-07-14 17:59:17 -03:00
João Moura
ac3ee8576d Merge branch 'main' into add-more-parameters-to-serperdev-search-payload 2024-07-14 13:48:54 -07:00
João Moura
7227a0e740 Merge pull request #45 from mazen-r/main
Add Scrapfly website scrape tool
2024-07-14 13:46:19 -07:00
João Moura
1111a1ac6b Merge branch 'main' into main 2024-07-14 13:46:10 -07:00
João Moura
7dd33e0b3a Merge pull request #51 from smsajjadzaidi/fix/serper_dev_tool
fixed use of arg n_results
2024-07-14 13:39:20 -07:00
João Moura
75ee346d18 Merge pull request #53 from googio/adding-serply-api
Adding Serply API
2024-07-14 13:37:03 -07:00
João Moura
2bcb9e7000 Merge branch 'main' into adding-serply-api 2024-07-14 13:36:25 -07:00
João Moura
c9d22489b8 Merge pull request #58 from strnad/fix-ragtool-parameters
fix: Ensure tools handle parameters passed post-creation correctly
2024-07-14 12:08:11 -07:00
João Moura
1a676c6340 Merge pull request #64 from sethcoast/pdf-search-tool-query-fix
Limit PDF search results to the provided PDF (IF a PDF is provided)
2024-07-14 12:07:34 -07:00
João Moura
1cf2ebb07b Merge pull request #55 from theCyberTech/patch-2
Update serper_dev_tool.py
2024-07-14 11:31:14 -07:00
João Moura
acf776f91a Merge pull request #61 from celobusana/busana/fix-selenium-firefox-options
Fix: Selenium incorrect firefox options import
2024-07-14 11:30:46 -07:00
João Moura
f0d924fab1 Merge pull request #71 from strnad/add_tools_params_description
arguments descriptions added to tool description
2024-07-14 11:30:02 -07:00
João Moura
fc52061bc9 Merge pull request #60 from MULTI-ON/main
add multion tool
2024-07-12 09:10:01 -07:00
João Moura
3be455e971 Merge pull request #73 from strnad/fix_ScrapeWebsiteTool_encoding
bugfix: ScrapeWebsiteTool encoding
2024-07-12 09:09:27 -07:00
Naman Garg
676e714c8b Merge branch 'main' into main 2024-07-08 15:12:25 -07:00
Naman Garg
6f45c6ed09 Updated Readme 2024-07-08 15:11:04 -07:00
Jakub Strnad
65855cbe56 bugfix: ScrapeWebsiteTool encoding
fixed problem with garbage output of ScrapeWebsiteTool on some websites
2024-07-08 15:24:26 +02:00
João Moura
f056764132 adding firecrawl imports 2024-07-08 01:15:00 -04:00
Jakub
cb1dc13a9d fixed intendation 2024-07-05 18:42:16 +02:00
Jakub Strnad
a5d2839431 arguments descriptions added to tool description
so now the agent knows how to use the tools params
2024-07-05 16:30:41 +02:00
João Moura
cf67b424c2 Merge pull request #70 from joaomdmoura/fix/code-interpreter-description
fix: fix type hinting, add container name and handle exception and returned old description
2024-07-04 12:59:29 -07:00
Eduardo Chiarotti
ba05d18ab1 fix: fix type hinting, add container name and handle exception and returned old description 2024-07-04 16:42:29 -03:00
João Moura
b4d91d1ce0 adding new result_as_answer options 2024-07-04 00:10:31 -04:00
João Moura
a801f1cd24 Merge pull request #34 from rafaelsideguide/added-firecrawl-tools
added Firecrawl tools
2024-07-03 14:46:44 -07:00
João Moura
f2063d01fa Merge pull request #69 from joaomdmoura/fix/import-code-tool
fix: add code interpreter tool
2024-07-02 09:00:11 -07:00
Eduardo Chiarotti
d000bd2fc8 fix: add code interpreter tool 2024-07-02 12:00:04 -03:00
João Moura
f743a5ce61 Merge pull request #62 from angrybayblade/feat/composio-tool
Add `composio` CrewAI tool wrapper
2024-07-01 18:12:53 -07:00
João Moura
241dc37ba3 Merge branch 'main' into feat/composio-tool 2024-07-01 18:12:45 -07:00
João Moura
f79c385bf7 revamping code interpreter 2024-07-01 00:55:21 -07:00
João Moura
00e573c960 Merge pull request #67 from MervinPraison/main
Update __init__.py to Add CodeInterpreterTool
2024-06-30 20:38:12 -07:00
Mervin Praison
a3d3a70b5a Update __init__.py to Add CodeInterpreterTool 2024-07-01 04:34:39 +01:00
angrybayblade
9a8d88b8aa fix: merge from_app and from_use_case 2024-06-27 13:35:57 +05:30
angrybayblade
58354ec638 chore: update README 2024-06-27 12:23:05 +05:30
angrybayblade
369c03a257 feat: add check for auth accounts 2024-06-27 12:16:22 +05:30
angrybayblade
7ffd8f5129 Merge branch 'main' into feat/composio-tool 2024-06-27 11:56:55 +05:30
angrybayblade
ab484172ef chore: update readme 2024-06-27 11:40:02 +05:30
angrybayblade
be6e1a79dd feat: add search utility methods 2024-06-27 11:39:42 +05:30
angrybayblade
41478abdf5 feat: define ComposioTool in the top level imports 2024-06-27 11:36:52 +05:30
João Moura
7a6e588c58 Merge pull request #59 from joaomdmoura/feat/code-interpreter
Feat: Code Interpreter tool
2024-06-27 02:25:25 -03:00
João Moura
25339f3ee1 Merge branch 'main' into feat/code-interpreter 2024-06-27 02:25:18 -03:00
Seth Donaldson
a95f5c27c6 Create PDFEmbedchainAdapter class and utilize it in PDFSearchTool 2024-06-26 15:52:54 -04:00
Seth Donaldson
f5d092f6a3 clean copy of embedchain_adapter.py 2024-06-26 15:46:14 -04:00
angrybayblade
d4449ee5f0 feat: add composio CrewAI tool wrapper 2024-06-24 20:49:09 +05:30
Marcelo Busana
f9c803a8c1 Fix: Selenium incorrect firefox options import 2024-06-23 15:33:55 -03:00
Naman Garg
d84a616572 update local option description in readme 2024-06-21 15:01:08 -07:00
Naman Garg
c97678bb11 add multion tool 2024-06-21 14:48:24 -07:00
Jakub Strnad
2f80840c74 fix: Ensure tools handle parameters passed post-creation correctly (#3)
- Fixed an issue where multiple tools failed to function if parameters were provided after tool creation.
- Updated tools to correctly process source file/URL passed by the agent post-creation as per documentation.

Closes #<47>
2024-06-21 15:06:17 +02:00
Eduardo Chiarotti
161c72b29f feat: update README 2024-06-20 21:55:25 -03:00
Eduardo Chiarotti
61cce93fd0 feat: remove unused Makefile, update README and update code 2024-06-20 21:41:12 -03:00
Eduardo Chiarotti
94e6651b55 feat: add code-interpreter tool to init and add unit tests 2024-06-20 20:43:19 -03:00
Eduardo Chiarotti
1a4ac76b1e feat: update code 2024-06-20 20:24:47 -03:00
Eduardo Chiarotti
da75d51fe8 feat: add Dockerfile, Makefile and update version of code 2024-06-20 20:24:26 -03:00
João Moura
bd13b55afd Adding new PDFTextWritingTool 2024-06-20 12:56:35 -03:00
Serply
0f703950d9 Merge branch 'main' into adding-serply-api 2024-06-20 08:22:18 -04:00
Eduardo Chiarotti
2b47377a78 feat: add code-interpreter tool 2024-06-19 20:45:04 -03:00
João Moura
f3bf13e1b1 Merge pull request #50 from jerryjliu/jerry/add_llamaindex_tool
add llamaindex tool
2024-06-14 01:12:41 -03:00
teampen
806f884956 using GET in markdown 2024-06-14 01:43:25 +00:00
Rip&Tear
5e8e711170 Update serper_dev_tool.py
Added two additional functionalities:

1) added the ability to save the server results to a file
2) added the ability to  set the number of results returned

Can be used as follows:

serper_tool = SerperDevTool(file_save=True, n_results=20)
2024-06-13 12:53:35 +08:00
teampen
2c0f90dd22 adding serply job search tool 2024-06-11 13:03:17 -04:00
teampen
ffe3829cef adding webpage to markdown 2024-06-10 21:34:53 -04:00
teampen
d8b8edab08 adding google search, sholar, and news 2024-06-10 21:15:21 -04:00
smsajjadzaidi
ff80e6cb79 fixed use of arg n_results 2024-06-10 02:54:21 +05:00
Jerry Liu
7ee7d846e2 cr 2024-06-08 21:42:28 -07:00
Mazen Ramadan
53e9b40725 Add Scrapfly website scrape tool 2024-05-27 14:48:38 +03:00
WilliamEspegren
ad965357ce refined spider_tool.py 2024-05-25 22:40:48 +02:00
WilliamEspegren
f0f1ab175a remove unecessary os import 2024-05-25 22:36:30 +02:00
WilliamEspegren
7d40c98434 remove full tool import 2024-05-25 22:28:48 +02:00
WilliamEspegren
56146b7df4 remove full tool, refined tool 2024-05-25 22:22:50 +02:00
SuperMuel
438c979a2e Add n_results, country, location and locale parameters to payload 2024-05-23 13:51:17 +02:00
WilliamEspegren
5b7276c0bb x 2024-05-23 12:03:48 +02:00
WilliamEspegren
70b5a3ab85 fixed white space 2024-05-22 17:05:46 +02:00
WilliamEspegren
60eb6e7c6f spider_tool working, not spider_full_tool 2024-05-21 23:34:05 +02:00
WilliamEspegren
dd15dab111 added full params 2024-05-21 21:26:12 +02:00
WilliamEspegren
0b49403635 remove print from testing 2024-05-21 12:06:08 +02:00
WilliamEspegren
4e1425665c spider tool 2024-05-21 11:48:52 +02:00
Carlos Antunes
1f08d74015 adding file writer tool and documentation 2024-05-20 22:00:34 -03:00
Mish Ushakov
bedbac2aaf updated browserbase tool readme 2024-05-20 09:02:55 +00:00
Mish Ushakov
5c2d8c4cfa updated browserbase tool 2024-05-20 08:58:25 +00:00
Carlos Antunes
a11cc57345 adding MySQLSearcherTool 2024-05-18 16:58:40 -03:00
Carlos Antunes
e36af697cd adding MySQLSearchTool README 2024-05-18 16:56:06 -03:00
rafaelsideguide
a51a7000c5 added Firecrawl tools 2024-05-16 11:20:36 -03:00
João Moura
53c7d815ae preapring new verison with new version of Exa tool 2024-05-13 21:30:34 -03:00
João Moura
4b11881a70 Merge pull request #32 from slavakurilyak/feature/fix-docx-search-tool
Fix TypeError in DOCXSearchTool Schema
2024-05-08 17:20:03 -03:00
Slava Kurilyak (slavakurilyak.eth)
cecfde6608 Fix TypeError in FixedDOCXSearchToolSchema by correcting Optional usage with Field 2024-05-06 15:21:23 -03:00
Slava Kurilyak (slavakurilyak.eth)
b14f2d4bf1 Revert "Fix TypeError in FixedDOCXSearchToolSchema by correcting Optional usage with Field"
This reverts commit e0840e4826.
2024-05-06 15:21:07 -03:00
Slava Kurilyak (slavakurilyak.eth)
e0840e4826 Fix TypeError in FixedDOCXSearchToolSchema by correcting Optional usage with Field 2024-05-06 15:19:37 -03:00
João Moura
7c6b1249fb cutring new version with improved docs search 2024-05-06 14:02:09 -03:00
João Moura
037e80c6a3 cutting new verison with exa search tool 2024-05-02 23:15:32 -03:00
João Moura
59d9d9eb1f moving EXA env dependency to tool execution 2024-05-02 04:12:45 -03:00
João Moura
cf6231384c quick fix 2024-05-02 03:56:14 -03:00
João Moura
a95cbfdc6a TYPO 2024-05-02 03:04:48 -03:00
João Moura
cf96d5579f Update README.md 2024-05-02 02:54:18 -03:00
João Moura
768bb74a2c renaming exa tool 2024-05-02 02:50:54 -03:00
João Moura
ffd5942b31 pushing initial exa search tool 2024-05-02 02:48:21 -03:00
João Moura
5fb9ddfa2a updating serperdev to allow for query and search_query 2024-05-02 02:37:47 -03:00
João Moura
b992238a5d Merge pull request #13 from eltociear/main
Update serper_dev_tool.py
2024-05-02 02:28:24 -03:00
João Moura
a474745b67 Merge pull request #18 from jeroen-vet/jeroen-vet-patch-1
Update serper_dev_tool.py consider n_results parameter
2024-05-02 02:26:55 -03:00
João Moura
5d64a5c41c Merge branch 'main' into jeroen-vet-patch-1 2024-05-02 02:26:48 -03:00
João Moura
d4fc993f1e Update serper_dev_tool.py 2024-05-02 02:25:55 -03:00
João Moura
843c982ba9 Merge pull request #19 from Tavernari/main
Improve File Reading Robustness in FileReadTool
2024-05-02 02:24:54 -03:00
João Moura
e6da49754d Merge pull request #28 from mishushakov/main
Updated Browserbase load tool
2024-05-02 02:23:41 -03:00
Mish Ushakov
f78011e68c added args_schema to browserbase tool 2024-04-29 11:53:10 +02:00
Mish Ushakov
39aba4cb48 updated browserbase load tool 2024-04-25 12:15:31 +00:00
João Moura
ed58694675 Merge pull request #25 from mishushakov/main
added BrowserbaseLoadTool
2024-04-24 00:03:04 -03:00
Mish Ushakov
e0d799c075 updated browserbase integration 2024-04-19 11:40:03 +00:00
Mish Ushakov
b80dd1ca8b added BrowserbaseLoadTool 2024-04-17 13:36:21 +00:00
João Moura
031fe500fb Merge pull request #24 from Christian24/patch-1
Fix wrong comments / descriptions for SerperDevTool
2024-04-16 10:42:05 -03:00
Christian24
aab3acbaa6 Fix wrong comments / descriptions for SerperDevTool 2024-04-15 22:14:16 +02:00
João Moura
3aa1bc3894 Merge pull request #23 from joaomdmoura/gui/fix-descriptions
Fix tool descriptions
2024-04-10 11:49:28 -03:00
Gui Vieira
c5fd5196e2 Fix tool descriptions 2024-04-10 11:48:23 -03:00
João Moura
be1a60554f TYPO 2024-04-07 18:22:09 -03:00
João Moura
873112d696 fxing docs 2024-04-07 18:12:16 -03:00
João Moura
9f41fb4057 Adding timeout to scrapping website tool 2024-04-07 14:18:41 -03:00
João Moura
dd2349a90a Merge pull request #22 from joaomdmoura/gui/fix-github-search-tool
Fix GithubSearchTool
2024-04-05 18:06:09 -03:00
Gui Vieira
776826ec99 Fix GithubSearchTool 2024-04-05 18:04:45 -03:00
João Moura
9c98ad455d Merge pull request #21 from joaomdmoura/gui/fix-rag-tools
Fix RAG tools
2024-04-04 13:45:28 -03:00
Gui Vieira
4e9709b8fb Fix RAG tools 2024-04-04 13:42:30 -03:00
Victor C Tavernari
92abe0b726 Enhance file reading with error handling
- Wrapped the file reading functionality inside a `_run` method.
- Added error handling to return a descriptive error message if an exception occurs during file reading.
2024-03-31 23:41:02 +01:00
João Moura
80f9613959 Adding two default arguments to cache function 2024-03-27 15:04:45 -03:00
Jeroen Vet
3b77de7b21 Update serper_dev_tool.py consider n_results parameter
In original code n_results is always None so you always get only 10 results from Serper. With this change, when you explicitly set the n_results parameter when creating a SerperDevTool object it is taken into account.
2024-03-23 18:36:08 +01:00
João Moura
f17057898d Merge pull request #17 from joaomdmoura/gui/custom-model-docs
Custom model docs
2024-03-22 03:01:52 -03:00
Gui Vieira
95fb44be88 Custom model docs 2024-03-21 21:13:36 -03:00
Gui Vieira
1c8d010601 Custom model config for RAG tools 2024-03-19 18:47:13 -03:00
João Moura
73cae1997d Merge pull request #15 from joaomdmoura/joaomdmoura/cache-option
adding cache_function to base_tool
2024-03-19 13:42:08 -03:00
João Moura
b8e86b0fb4 adding cache_function to base_tool 2024-03-19 13:33:20 -03:00
Ikko Eltociear Ashimine
c09f62cf47 Update serper_dev_tool.py
stirng -> string
2024-03-17 12:32:08 +09:00
João Moura
cf4f49c6e9 cutting new version 2024-03-07 20:32:18 -03:00
João Moura
37aa8d6b63 Adding docs for all tools 2024-03-03 22:14:30 -03:00
João Moura
8ffbd9665b avoinding organic error on serper dev tool 2024-03-03 12:32:13 -03:00
João Moura
7f683b21f5 preparring new version 2024-03-03 12:29:46 -03:00
João Moura
d19814d7a3 fixing TYPO 2024-03-03 12:29:32 -03:00
João Moura
51358b3cc4 updating scrapping tool 2024-03-02 12:41:55 -03:00
João Moura
ec97e15a3a Adding new description generator 2024-02-29 03:10:11 -03:00
João Moura
640b5a9461 adding intial selenium scrapping tool 2024-02-29 03:10:11 -03:00
João Moura
f2dfa07221 Merge pull request #5 from slavakurilyak/fix-none-type-query-error
Fix NoneType object has no attribute 'query' error by updating app attribute
2024-02-27 23:38:51 -03:00
Slava Kurilyak (slavakurilyak.eth)
467b05532f Fix NoneType object has no attribute 'query' error by updating app attribute 2024-02-27 22:33:04 -03:00
João Moura
79eec51c9a Cutting new version with improved scrapping 2024-02-26 06:52:22 -03:00
João Moura
cff6082f1c improving scrapping tools 2024-02-26 06:20:15 -03:00
João Moura
9e560ff951 adding new scrapping tools 2024-02-26 06:15:15 -03:00
João Moura
80942bf38c properly adding serper tool 2024-02-26 06:01:05 -03:00
João Moura
50bae27948 revamping crewai tool 2024-02-25 21:11:09 -03:00
João Moura
7c99e9ab50 preparing new verion and adding new tools 2024-02-24 03:13:17 -03:00
João Moura
f3c693a5bb very much work in progress version 2024-02-22 19:56:42 -03:00
João Moura
e94fd2cad2 quick fixes 2024-02-15 18:27:38 -03:00
João Moura
b4f270ad1f quick fixes 2024-02-15 18:26:15 -03:00
João Moura
7ee9926f2e quick fixes 2024-02-15 18:24:16 -03:00
João Moura
a20481d023 adding RAG spefic readme and implementing specific helpers 2024-02-15 18:01:53 -03:00
João Moura
aa7e336989 adding assets 2024-02-15 14:03:58 -03:00
João Moura
db5d371769 Quick tools reorganization 2024-02-15 14:02:42 -03:00
João Moura
a232bfbe60 Merge pull request #1 from joaomdmoura/gui/rag-tool
First take on a rag tool
2024-02-15 13:22:52 -03:00
Gui Vieira
c1182eb322 First take on a rag tool 2024-02-13 20:10:56 -03:00
João Moura
54e4554f49 first commit 2024-01-14 11:54:26 -03:00
604 changed files with 23957 additions and 28840 deletions

View File

@@ -33,7 +33,7 @@ jobs:
- name: Install dependencies and populate cache
run: |
echo "Building global UV cache for Python ${{ matrix.python-version }}..."
uv sync --all-groups --all-extras --no-install-project
uv sync --all-groups --all-extras
echo "Cache populated successfully"
- name: Save uv caches

View File

@@ -15,11 +15,11 @@ on:
push:
branches: [ "main" ]
paths-ignore:
- "lib/crewai/src/crewai/cli/templates/**"
- "src/crewai/cli/templates/**"
pull_request:
branches: [ "main" ]
paths-ignore:
- "lib/crewai/src/crewai/cli/templates/**"
- "src/crewai/cli/templates/**"
jobs:
analyze:

View File

@@ -38,7 +38,7 @@ jobs:
enable-cache: false
- name: Install dependencies
run: uv sync --all-groups --all-extras --no-install-project
run: uv sync --all-packages --all-extras --no-install-project
- name: Get Changed Python Files
id: changed-files
@@ -52,10 +52,10 @@ jobs:
- 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 "{}"
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'

View File

@@ -1,71 +0,0 @@
name: Publish to PyPI
on:
release:
types: [ published ]
workflow_dispatch:
jobs:
build:
if: github.event.release.prerelease == true
name: Build packages
runs-on: ubuntu-latest
permissions:
contents: read
steps:
- uses: actions/checkout@v4
- name: Set up Python
uses: actions/setup-python@v5
with:
python-version: "3.12"
- name: Install uv
uses: astral-sh/setup-uv@v4
- name: Build packages
run: |
uv build --all-packages
rm dist/.gitignore
- name: Upload artifacts
uses: actions/upload-artifact@v4
with:
name: dist
path: dist/
publish:
if: github.event.release.prerelease == true
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@v4
- name: Install uv
uses: astral-sh/setup-uv@v6
with:
version: "0.8.4"
python-version: "3.12"
enable-cache: false
- name: Download artifacts
uses: actions/download-artifact@v4
with:
name: dist
path: dist
- name: Publish to PyPI
env:
UV_PUBLISH_TOKEN: ${{ secrets.PYPI_API_TOKEN }}
run: |
for package in dist/*; do
echo "Publishing $package"
uv publish "$package"
done

View File

@@ -8,14 +8,6 @@ permissions:
env:
OPENAI_API_KEY: fake-api-key
PYTHONUNBUFFERED: 1
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:
@@ -33,17 +25,17 @@ jobs:
with:
fetch-depth: 0 # Fetch all history for proper diff
- name: Restore global uv cache
id: cache-restore
uses: actions/cache/restore@v4
with:
path: |
~/.cache/uv
~/.local/share/uv
.venv
key: uv-main-py${{ matrix.python-version }}-${{ hashFiles('uv.lock') }}
restore-keys: |
uv-main-py${{ matrix.python-version }}-
# - name: Restore global uv cache
# id: cache-restore
# uses: actions/cache/restore@v4
# with:
# path: |
# ~/.cache/uv
# ~/.local/share/uv
# .venv
# key: uv-main-py${{ matrix.python-version }}-${{ hashFiles('uv.lock') }}
# restore-keys: |
# uv-main-py${{ matrix.python-version }}-
- name: Install uv
uses: astral-sh/setup-uv@v6
@@ -53,18 +45,18 @@ jobs:
enable-cache: false
- name: Install the project
run: uv sync --all-groups --all-extras
run: uv sync --all-packages --all-extras
- name: Restore test durations
uses: actions/cache/restore@v4
with:
path: .test_durations_py*
key: test-durations-py${{ matrix.python-version }}
# - name: Restore test durations
# uses: actions/cache/restore@v4
# with:
# path: .test_durations_py*
# key: test-durations-py${{ matrix.python-version }}
- 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${PYTHON_VERSION_SAFE}"
# Temporarily always skip cached durations to fix test splitting
# When durations don't match, pytest-split runs duplicate tests instead of splitting
@@ -83,7 +75,7 @@ jobs:
# DURATIONS_ARG="--durations-path=${DURATION_FILE}"
# fi
cd lib/crewai && uv run pytest \
uv run pytest lib/crewai \
--block-network \
--timeout=30 \
-vv \
@@ -92,27 +84,15 @@ jobs:
$DURATIONS_ARG \
--durations=10 \
-n auto \
--maxfail=3
--maxfail=3 \
-m "not requires_local_services"
- name: Run tool tests (group ${{ matrix.group }} of 8)
run: |
cd lib/crewai-tools && uv run pytest \
--block-network \
--timeout=30 \
-vv \
--splits 8 \
--group ${{ matrix.group }} \
--durations=10 \
-n auto \
--maxfail=3
- name: Save uv caches
if: steps.cache-restore.outputs.cache-hit != 'true'
uses: actions/cache/save@v4
with:
path: |
~/.cache/uv
~/.local/share/uv
.venv
key: uv-main-py${{ matrix.python-version }}-${{ hashFiles('uv.lock') }}
# - name: Save uv caches
# if: steps.cache-restore.outputs.cache-hit != 'true'
# uses: actions/cache/save@v4
# with:
# path: |
# ~/.cache/uv
# ~/.local/share/uv
# .venv
# key: uv-main-py${{ matrix.python-version }}-${{ hashFiles('uv.lock') }}

View File

@@ -40,7 +40,7 @@ jobs:
enable-cache: false
- name: Install dependencies
run: uv sync --all-groups --all-extras
run: uv sync --all-packages --all-extras
- name: Get changed Python files
id: changed-files

View File

@@ -6,16 +6,19 @@ repos:
entry: uv run ruff check
language: system
types: [python]
files: ^lib/crewai/src/
exclude: ^lib/crewai/
- id: ruff-format
name: ruff-format
entry: uv run ruff format
language: system
types: [python]
files: ^lib/crewai/src/
exclude: ^lib/crewai/
- id: mypy
name: mypy
entry: uv run mypy
language: system
types: [python]
files: ^lib/crewai/src/
exclude: ^lib/crewai/

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@@ -1,335 +0,0 @@
## Building CrewAI Tools
This guide shows you how to build highquality CrewAI tools that match the patterns in this repository and are ready to be merged. It focuses on: architecture, conventions, environment variables, dependencies, testing, documentation, and a complete example.
### Who this is for
- Contributors creating new tools under `crewai_tools/tools/*`
- Maintainers reviewing PRs for consistency and DX
---
## Quickstart checklist
1. Create a new folder under `crewai_tools/tools/<your_tool_name>/` with a `README.md` and a `<your_tool_name>.py`.
2. Implement a class that ends with `Tool` and subclasses `BaseTool` (or `RagTool` when appropriate).
3. Define a Pydantic `args_schema` with explicit field descriptions and validation.
4. Declare `env_vars` and `package_dependencies` in the class when needed.
5. Lazily initialize clients in `__init__` or `_run` and handle missing credentials with clear errors.
6. Implement `_run(...) -> str | dict` and, if needed, `_arun(...)`.
7. Add tests under `tests/tools/` (unit, no real network calls; mock or record safely).
8. Add a concise tool `README.md` with usage and required env vars.
9. If you add optional dependencies, register them in `pyproject.toml` under `[project.optional-dependencies]` and reference that extra in your tool docs.
10. Run `uv run pytest` and `pre-commit run -a` locally; ensure green.
---
## Tool anatomy and conventions
### BaseTool pattern
All tools follow this structure:
```python
from typing import Any, List, Optional, Type
import os
from pydantic import BaseModel, Field
from crewai.tools import BaseTool, EnvVar
class MyToolInput(BaseModel):
"""Input schema for MyTool."""
query: str = Field(..., description="Your input description here")
limit: int = Field(5, ge=1, le=50, description="Max items to return")
class MyTool(BaseTool):
name: str = "My Tool"
description: str = "Explain succinctly what this tool does and when to use it."
args_schema: Type[BaseModel] = MyToolInput
# Only include when applicable
env_vars: List[EnvVar] = [
EnvVar(name="MY_API_KEY", description="API key for My service", required=True),
]
package_dependencies: List[str] = ["my-sdk"]
def __init__(self, **kwargs: Any) -> None:
super().__init__(**kwargs)
# Lazy import to keep base install light
try:
import my_sdk # noqa: F401
except Exception as exc:
raise ImportError(
"Missing optional dependency 'my-sdk'. Install with: \n"
" uv add crewai-tools --extra my-sdk\n"
"or\n"
" pip install my-sdk\n"
) from exc
if "MY_API_KEY" not in os.environ:
raise ValueError("Environment variable MY_API_KEY is required for MyTool")
def _run(self, query: str, limit: int = 5, **_: Any) -> str:
"""Synchronous execution. Return a concise string or JSON string."""
# Implement your logic here; do not print. Return the content.
# Handle errors gracefully, return clear messages.
return f"Processed {query} with limit={limit}"
async def _arun(self, *args: Any, **kwargs: Any) -> str:
"""Optional async counterpart if your client supports it."""
# Prefer delegating to _run when the client is thread-safe
return self._run(*args, **kwargs)
```
Key points:
- Class name must end with `Tool` to be autodiscovered by our tooling.
- Use `args_schema` for inputs; always include `description` and validation.
- Validate env vars early and fail with actionable errors.
- Keep outputs deterministic and compact; favor `str` (possibly JSONencoded) or small dicts converted to strings.
- Avoid printing; return the final string.
### Error handling
- Wrap network and I/O with try/except and return a helpful message. See `BraveSearchTool` and others for patterns.
- Validate required inputs and environment configuration with clear messages.
- Keep exceptions userfriendly; do not leak stack traces.
### Rate limiting and retries
- If the upstream API enforces request pacing, implement minimal rate limiting (see `BraveSearchTool`).
- Consider idempotency and backoff for transient errors where appropriate.
### Async support
- Implement `_arun` only if your library has a true async client or your sync calls are threadsafe.
- Otherwise, delegate `_arun` to `_run` as in multiple existing tools.
### Returning values
- Return a string (or JSON string) thats ready to display in an agent transcript.
- If returning structured data, keep it small and humanreadable. Use stable keys and ordering.
---
## RAG tools and adapters
If your tool is a knowledge source, consider extending `RagTool` and/or creating an adapter.
- `RagTool` exposes `add(...)` and a `query(question: str) -> str` contract through an `Adapter`.
- See `crewai_tools/tools/rag/rag_tool.py` and adapters like `embedchain_adapter.py` and `lancedb_adapter.py`.
Minimal adapter example:
```python
from typing import Any
from pydantic import BaseModel
from crewai_tools.tools.rag.rag_tool import Adapter, RagTool
class MemoryAdapter(Adapter):
store: list[str] = []
def add(self, text: str, **_: Any) -> None:
self.store.append(text)
def query(self, question: str) -> str:
# naive demo: return all text containing any word from the question
tokens = set(question.lower().split())
hits = [t for t in self.store if tokens & set(t.lower().split())]
return "\n".join(hits) if hits else "No relevant content found."
class MemoryRagTool(RagTool):
name: str = "Inmemory RAG"
description: str = "Toy RAG that stores text in memory and returns matches."
adapter: Adapter = MemoryAdapter()
```
When using external vector DBs (MongoDB, Qdrant, Weaviate), study the existing tools to follow indexing, embedding, and query configuration patterns closely.
---
## Toolkits (multiple related tools)
Some integrations expose a toolkit (a group of tools) rather than a single class. See Bedrock `browser_toolkit.py` and `code_interpreter_toolkit.py`.
Guidelines:
- Provide small, focused `BaseTool` classes for each operation (e.g., `navigate`, `click`, `extract_text`).
- Offer a helper `create_<name>_toolkit(...) -> Tuple[ToolkitClass, List[BaseTool]]` to create tools and manage resources.
- If you open external resources (browsers, interpreters), support cleanup methods and optionally context manager usage.
---
## Environment variables and dependencies
### env_vars
- Declare as `env_vars: List[EnvVar]` with `name`, `description`, `required`, and optional `default`.
- Validate presence in `__init__` or on first `_run` call.
### Dependencies
- List runtime packages in `package_dependencies` on the class.
- If they are genuinely optional, add an extra under `[project.optional-dependencies]` in `pyproject.toml` (e.g., `tavily-python`, `serpapi`, `scrapfly-sdk`).
- Use lazy imports to avoid hard deps for users who dont need the tool.
---
## Testing
Place tests under `tests/tools/` and follow these rules:
- Do not hit real external services in CI. Use mocks, fakes, or recorded fixtures where allowed.
- Validate input validation, env var handling, error messages, and happy path output formatting.
- Keep tests fast and deterministic.
Example skeleton (`tests/tools/my_tool_test.py`):
```python
import os
import pytest
from crewai_tools.tools.my_tool.my_tool import MyTool
def test_requires_env_var(monkeypatch):
monkeypatch.delenv("MY_API_KEY", raising=False)
with pytest.raises(ValueError):
MyTool()
def test_happy_path(monkeypatch):
monkeypatch.setenv("MY_API_KEY", "test")
tool = MyTool()
result = tool.run(query="hello", limit=2)
assert "hello" in result
```
Run locally:
```bash
uv run pytest
pre-commit run -a
```
---
## Documentation
Each tool must include a `README.md` in its folder with:
- What it does and when to use it
- Required env vars and optional extras (with install snippet)
- Minimal usage example
Update the root `README.md` only if the tool introduces a new category or notable capability.
---
## Discovery and specs
Our internal tooling discovers classes whose names end with `Tool`. Keep your class exported from the module path under `crewai_tools/tools/...` to be picked up by scripts like `generate_tool_specs.py`.
---
## Full example: “Weather Search Tool”
This example demonstrates: `args_schema`, `env_vars`, `package_dependencies`, lazy imports, validation, and robust error handling.
```python
# file: crewai_tools/tools/weather_tool/weather_tool.py
from typing import Any, List, Optional, Type
import os
import requests
from pydantic import BaseModel, Field
from crewai.tools import BaseTool, EnvVar
class WeatherToolInput(BaseModel):
"""Input schema for WeatherTool."""
city: str = Field(..., description="City name, e.g., 'Berlin'")
country: Optional[str] = Field(None, description="ISO country code, e.g., 'DE'")
units: str = Field(
default="metric",
description="Units system: 'metric' or 'imperial'",
pattern=r"^(metric|imperial)$",
)
class WeatherTool(BaseTool):
name: str = "Weather Search"
description: str = (
"Look up current weather for a city using a public weather API."
)
args_schema: Type[BaseModel] = WeatherToolInput
env_vars: List[EnvVar] = [
EnvVar(
name="WEATHER_API_KEY",
description="API key for the weather service",
required=True,
),
]
package_dependencies: List[str] = ["requests"]
base_url: str = "https://api.openweathermap.org/data/2.5/weather"
def __init__(self, **kwargs: Any) -> None:
super().__init__(**kwargs)
if "WEATHER_API_KEY" not in os.environ:
raise ValueError("WEATHER_API_KEY is required for WeatherTool")
def _run(self, city: str, country: Optional[str] = None, units: str = "metric") -> str:
try:
q = f"{city},{country}" if country else city
params = {
"q": q,
"units": units,
"appid": os.environ["WEATHER_API_KEY"],
}
resp = requests.get(self.base_url, params=params, timeout=10)
resp.raise_for_status()
data = resp.json()
main = data.get("weather", [{}])[0].get("main", "Unknown")
desc = data.get("weather", [{}])[0].get("description", "")
temp = data.get("main", {}).get("temp")
feels = data.get("main", {}).get("feels_like")
city_name = data.get("name", city)
return (
f"Weather in {city_name}: {main} ({desc}). "
f"Temperature: {temp}°, feels like {feels}°."
)
except requests.Timeout:
return "Weather service timed out. Please try again later."
except requests.HTTPError as e:
return f"Weather service error: {e.response.status_code} {e.response.text[:120]}"
except Exception as e:
return f"Unexpected error fetching weather: {e}"
```
Folder layout:
```
crewai_tools/tools/weather_tool/
├─ weather_tool.py
└─ README.md
```
And `README.md` should document env vars and usage.
---
## PR checklist
- [ ] Tool lives under `crewai_tools/tools/<name>/`
- [ ] Class ends with `Tool` and subclasses `BaseTool` (or `RagTool`)
- [ ] Precise `args_schema` with descriptions and validation
- [ ] `env_vars` declared (if any) and validated
- [ ] `package_dependencies` and optional extras added in `pyproject.toml` (if any)
- [ ] Clear error handling; no prints
- [ ] Unit tests added (`tests/tools/`), fast and deterministic
- [ ] Tool `README.md` with usage and env vars
- [ ] `pre-commit` and `pytest` pass locally
---
## Tips for great DX
- Keep responses short and useful—agents quote your tool output directly.
- Validate early; fail fast with actionable guidance.
- Prefer lazy imports; minimize default install surface.
- Mirror patterns from similar tools in this repo for a consistent developer experience.
Happy building!

View File

@@ -1,155 +0,0 @@
#!/usr/bin/env python3
import inspect
import json
from pathlib import Path
from typing import Any, Dict, List, Optional
from crewai.tools.base_tool import BaseTool, EnvVar
from crewai_tools import tools
from pydantic.json_schema import GenerateJsonSchema
from pydantic_core import PydanticOmit
class SchemaGenerator(GenerateJsonSchema):
def handle_invalid_for_json_schema(self, schema, error_info):
raise PydanticOmit
class ToolSpecExtractor:
def __init__(self) -> None:
self.tools_spec: List[Dict[str, Any]] = []
self.processed_tools: set[str] = set()
def extract_all_tools(self) -> List[Dict[str, Any]]:
for name in dir(tools):
if name.endswith("Tool") and name not in self.processed_tools:
obj = getattr(tools, name, None)
if inspect.isclass(obj):
self.extract_tool_info(obj)
self.processed_tools.add(name)
return self.tools_spec
def extract_tool_info(self, tool_class: BaseTool) -> None:
try:
core_schema = tool_class.__pydantic_core_schema__
if not core_schema:
return
schema = self._unwrap_schema(core_schema)
fields = schema.get("schema", {}).get("fields", {})
tool_info = {
"name": tool_class.__name__,
"humanized_name": self._extract_field_default(
fields.get("name"), fallback=tool_class.__name__
),
"description": self._extract_field_default(
fields.get("description")
).strip(),
"run_params_schema": self._extract_params(fields.get("args_schema")),
"init_params_schema": self._extract_init_params(tool_class),
"env_vars": self._extract_env_vars(fields.get("env_vars")),
"package_dependencies": self._extract_field_default(
fields.get("package_dependencies"), fallback=[]
),
}
self.tools_spec.append(tool_info)
except Exception as e:
print(f"Error extracting {tool_class.__name__}: {e}")
def _unwrap_schema(self, schema: Dict) -> Dict:
while (
schema.get("type") in {"function-after", "default"} and "schema" in schema
):
schema = schema["schema"]
return schema
def _extract_field_default(self, field: Optional[Dict], fallback: str = "") -> str:
if not field:
return fallback
schema = field.get("schema", {})
default = schema.get("default")
return default if isinstance(default, (list, str, int)) else fallback
def _extract_params(
self, args_schema_field: Optional[Dict]
) -> List[Dict[str, str]]:
if not args_schema_field:
return {}
args_schema_class = args_schema_field.get("schema", {}).get("default")
if not (
inspect.isclass(args_schema_class)
and hasattr(args_schema_class, "__pydantic_core_schema__")
):
return {}
try:
return args_schema_class.model_json_schema(
schema_generator=SchemaGenerator, mode="validation"
)
except Exception as e:
print(f"Error extracting params from {args_schema_class}: {e}")
return {}
def _extract_env_vars(self, env_vars_field: Optional[Dict]) -> List[Dict[str, str]]:
if not env_vars_field:
return []
env_vars = []
for env_var in env_vars_field.get("schema", {}).get("default", []):
if isinstance(env_var, EnvVar):
env_vars.append(
{
"name": env_var.name,
"description": env_var.description,
"required": env_var.required,
"default": env_var.default,
}
)
return env_vars
def _extract_init_params(self, tool_class: BaseTool) -> dict:
ignored_init_params = [
"name",
"description",
"env_vars",
"args_schema",
"description_updated",
"cache_function",
"result_as_answer",
"max_usage_count",
"current_usage_count",
"package_dependencies",
]
json_schema = tool_class.model_json_schema(
schema_generator=SchemaGenerator, mode="serialization"
)
properties = {}
for key, value in json_schema["properties"].items():
if key not in ignored_init_params:
properties[key] = value
json_schema["properties"] = properties
return json_schema
def save_to_json(self, output_path: str) -> None:
with open(output_path, "w", encoding="utf-8") as f:
json.dump({"tools": self.tools_spec}, f, indent=2, sort_keys=True)
print(f"Saved tool specs to {output_path}")
if __name__ == "__main__":
output_file = Path(__file__).parent / "tool.specs.json"
extractor = ToolSpecExtractor()
specs = extractor.extract_all_tools()
extractor.save_to_json(str(output_file))
print(f"Extracted {len(specs)} tool classes.")

View File

@@ -1,7 +0,0 @@
from .code_interpreter_toolkit import (
CodeInterpreterToolkit,
create_code_interpreter_toolkit,
)
__all__ = ["CodeInterpreterToolkit", "create_code_interpreter_toolkit"]

View File

@@ -1,68 +0,0 @@
from typing import List, Optional
from crewai_tools.rag.chunkers.base_chunker import BaseChunker
class CsvChunker(BaseChunker):
def __init__(
self,
chunk_size: int = 1200,
chunk_overlap: int = 100,
separators: Optional[List[str]] = None,
keep_separator: bool = True,
):
if separators is None:
separators = [
"\nRow ", # Row boundaries (from CSVLoader format)
"\n", # Line breaks
" | ", # Column separators
", ", # Comma separators
" ", # Word breaks
"", # Character level
]
super().__init__(chunk_size, chunk_overlap, separators, keep_separator)
class JsonChunker(BaseChunker):
def __init__(
self,
chunk_size: int = 2000,
chunk_overlap: int = 200,
separators: Optional[List[str]] = None,
keep_separator: bool = True,
):
if separators is None:
separators = [
"\n\n", # Object/array boundaries
"\n", # Line breaks
"},", # Object endings
"],", # Array endings
", ", # Property separators
": ", # Key-value separators
" ", # Word breaks
"", # Character level
]
super().__init__(chunk_size, chunk_overlap, separators, keep_separator)
class XmlChunker(BaseChunker):
def __init__(
self,
chunk_size: int = 2500,
chunk_overlap: int = 250,
separators: Optional[List[str]] = None,
keep_separator: bool = True,
):
if separators is None:
separators = [
"\n\n", # Element boundaries
"\n", # Line breaks
">", # Tag endings
". ", # Sentence endings (for text content)
"! ", # Exclamation endings
"? ", # Question endings
", ", # Comma separators
" ", # Word breaks
"", # Character level
]
super().__init__(chunk_size, chunk_overlap, separators, keep_separator)

View File

@@ -1,78 +0,0 @@
from typing import List, Optional
from crewai_tools.rag.chunkers.base_chunker import BaseChunker
class TextChunker(BaseChunker):
def __init__(
self,
chunk_size: int = 1500,
chunk_overlap: int = 150,
separators: Optional[List[str]] = None,
keep_separator: bool = True,
):
if separators is None:
separators = [
"\n\n\n", # Multiple line breaks (sections)
"\n\n", # Paragraph breaks
"\n", # Line breaks
". ", # Sentence endings
"! ", # Exclamation endings
"? ", # Question endings
"; ", # Semicolon breaks
", ", # Comma breaks
" ", # Word breaks
"", # Character level
]
super().__init__(chunk_size, chunk_overlap, separators, keep_separator)
class DocxChunker(BaseChunker):
def __init__(
self,
chunk_size: int = 2500,
chunk_overlap: int = 250,
separators: Optional[List[str]] = None,
keep_separator: bool = True,
):
if separators is None:
separators = [
"\n\n\n", # Multiple line breaks (major sections)
"\n\n", # Paragraph breaks
"\n", # Line breaks
". ", # Sentence endings
"! ", # Exclamation endings
"? ", # Question endings
"; ", # Semicolon breaks
", ", # Comma breaks
" ", # Word breaks
"", # Character level
]
super().__init__(chunk_size, chunk_overlap, separators, keep_separator)
class MdxChunker(BaseChunker):
def __init__(
self,
chunk_size: int = 3000,
chunk_overlap: int = 300,
separators: Optional[List[str]] = None,
keep_separator: bool = True,
):
if separators is None:
separators = [
"\n## ", # H2 headers (major sections)
"\n### ", # H3 headers (subsections)
"\n#### ", # H4 headers (sub-subsections)
"\n\n", # Paragraph breaks
"\n```", # Code block boundaries
"\n", # Line breaks
". ", # Sentence endings
"! ", # Exclamation endings
"? ", # Question endings
"; ", # Semicolon breaks
", ", # Comma breaks
" ", # Word breaks
"", # Character level
]
super().__init__(chunk_size, chunk_overlap, separators, keep_separator)

View File

@@ -1,27 +0,0 @@
from typing import List, Optional
from crewai_tools.rag.chunkers.base_chunker import BaseChunker
class WebsiteChunker(BaseChunker):
def __init__(
self,
chunk_size: int = 2500,
chunk_overlap: int = 250,
separators: Optional[List[str]] = None,
keep_separator: bool = True,
):
if separators is None:
separators = [
"\n\n\n", # Major section breaks
"\n\n", # Paragraph breaks
"\n", # Line breaks
". ", # Sentence endings
"! ", # Exclamation endings
"? ", # Question endings
"; ", # Semicolon breaks
", ", # Comma breaks
" ", # Word breaks
"", # Character level
]
super().__init__(chunk_size, chunk_overlap, separators, keep_separator)

View File

@@ -1,135 +0,0 @@
import os
import tarfile
from typing import Optional, Type
import zipfile
from crewai.tools import BaseTool
from pydantic import BaseModel, Field
class FileCompressorToolInput(BaseModel):
"""Input schema for FileCompressorTool."""
input_path: str = Field(
..., description="Path to the file or directory to compress."
)
output_path: Optional[str] = Field(
default=None, description="Optional output archive filename."
)
overwrite: bool = Field(
default=False,
description="Whether to overwrite the archive if it already exists.",
)
format: str = Field(
default="zip",
description="Compression format ('zip', 'tar', 'tar.gz', 'tar.bz2', 'tar.xz').",
)
class FileCompressorTool(BaseTool):
name: str = "File Compressor Tool"
description: str = (
"Compresses a file or directory into an archive (.zip currently supported). "
"Useful for archiving logs, documents, or backups."
)
args_schema: Type[BaseModel] = FileCompressorToolInput
def _run(
self,
input_path: str,
output_path: Optional[str] = None,
overwrite: bool = False,
format: str = "zip",
) -> str:
if not os.path.exists(input_path):
return f"Input path '{input_path}' does not exist."
if not output_path:
output_path = self._generate_output_path(input_path, format)
FORMAT_EXTENSION = {
"zip": ".zip",
"tar": ".tar",
"tar.gz": ".tar.gz",
"tar.bz2": ".tar.bz2",
"tar.xz": ".tar.xz",
}
if format not in FORMAT_EXTENSION:
return f"Compression format '{format}' is not supported. Allowed formats: {', '.join(FORMAT_EXTENSION.keys())}"
if not output_path.endswith(FORMAT_EXTENSION[format]):
return f"Error: If '{format}' format is chosen, output file must have a '{FORMAT_EXTENSION[format]}' extension."
if not self._prepare_output(output_path, overwrite):
return (
f"Output '{output_path}' already exists and overwrite is set to False."
)
try:
format_compression = {
"zip": self._compress_zip,
"tar": self._compress_tar,
"tar.gz": self._compress_tar,
"tar.bz2": self._compress_tar,
"tar.xz": self._compress_tar,
}
if format == "zip":
format_compression[format](input_path, output_path)
else:
format_compression[format](input_path, output_path, format)
return f"Successfully compressed '{input_path}' into '{output_path}'"
except FileNotFoundError:
return f"Error: File not found at path: {input_path}"
except PermissionError:
return f"Error: Permission denied when accessing '{input_path}' or writing '{output_path}'"
except Exception as e:
return f"An unexpected error occurred during compression: {e!s}"
def _generate_output_path(self, input_path: str, format: str) -> str:
"""Generates output path based on input path and format."""
if os.path.isfile(input_path):
base_name = os.path.splitext(os.path.basename(input_path))[
0
] # Remove extension
else:
base_name = os.path.basename(os.path.normpath(input_path)) # Directory name
return os.path.join(os.getcwd(), f"{base_name}.{format}")
def _prepare_output(self, output_path: str, overwrite: bool) -> bool:
"""Ensures output path is ready for writing."""
output_dir = os.path.dirname(output_path)
if output_dir and not os.path.exists(output_dir):
os.makedirs(output_dir)
if os.path.exists(output_path) and not overwrite:
return False
return True
def _compress_zip(self, input_path: str, output_path: str):
"""Compresses input into a zip archive."""
with zipfile.ZipFile(output_path, "w", zipfile.ZIP_DEFLATED) as zipf:
if os.path.isfile(input_path):
zipf.write(input_path, os.path.basename(input_path))
else:
for root, _, files in os.walk(input_path):
for file in files:
full_path = os.path.join(root, file)
arcname = os.path.relpath(full_path, start=input_path)
zipf.write(full_path, arcname)
def _compress_tar(self, input_path: str, output_path: str, format: str):
"""Compresses input into a tar archive with the given format."""
format_mode = {
"tar": "w",
"tar.gz": "w:gz",
"tar.bz2": "w:bz2",
"tar.xz": "w:xz",
}
if format not in format_mode:
raise ValueError(f"Unsupported tar format: {format}")
mode = format_mode[format]
with tarfile.open(output_path, mode) as tarf:
arcname = os.path.basename(input_path)
tarf.add(input_path, arcname=arcname)

File diff suppressed because it is too large Load Diff

View File

@@ -0,0 +1 @@
3.13

View File

@@ -1,777 +0,0 @@
<p align="center">
<a href="https://github.com/crewAIInc/crewAI">
<img src="docs/images/crewai_logo.png" width="600px" alt="Open source Multi-AI Agent orchestration framework">
</a>
</p>
<p align="center" style="display: flex; justify-content: center; gap: 20px; align-items: center;">
<a href="https://trendshift.io/repositories/11239" target="_blank">
<img src="https://trendshift.io/api/badge/repositories/11239" alt="crewAIInc%2FcrewAI | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/>
</a>
</p>
<p align="center">
<a href="https://crewai.com">Homepage</a>
·
<a href="https://docs.crewai.com">Docs</a>
·
<a href="https://app.crewai.com">Start Cloud Trial</a>
·
<a href="https://blog.crewai.com">Blog</a>
·
<a href="https://community.crewai.com">Forum</a>
</p>
<p align="center">
<a href="https://github.com/crewAIInc/crewAI">
<img src="https://img.shields.io/github/stars/crewAIInc/crewAI" alt="GitHub Repo stars">
</a>
<a href="https://github.com/crewAIInc/crewAI/network/members">
<img src="https://img.shields.io/github/forks/crewAIInc/crewAI" alt="GitHub forks">
</a>
<a href="https://github.com/crewAIInc/crewAI/issues">
<img src="https://img.shields.io/github/issues/crewAIInc/crewAI" alt="GitHub issues">
</a>
<a href="https://github.com/crewAIInc/crewAI/pulls">
<img src="https://img.shields.io/github/issues-pr/crewAIInc/crewAI" alt="GitHub pull requests">
</a>
<a href="https://opensource.org/licenses/MIT">
<img src="https://img.shields.io/badge/License-MIT-green.svg" alt="License: MIT">
</a>
</p>
<p align="center">
<a href="https://pypi.org/project/crewai/">
<img src="https://img.shields.io/pypi/v/crewai" alt="PyPI version">
</a>
<a href="https://pypi.org/project/crewai/">
<img src="https://img.shields.io/pypi/dm/crewai" alt="PyPI downloads">
</a>
<a href="https://twitter.com/crewAIInc">
<img src="https://img.shields.io/twitter/follow/crewAIInc?style=social" alt="Twitter Follow">
</a>
</p>
### Fast and Flexible Multi-Agent Automation Framework
> CrewAI is a lean, lightning-fast Python framework built entirely from scratch—completely **independent of LangChain or other agent frameworks**.
> 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**: 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 Enterprise Suite
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)
## Crew Control Plane Key Features:
- **Tracing & Observability**: Monitor and track your AI agents and workflows in real-time, including metrics, logs, and traces.
- **Unified Control Plane**: A centralized platform for managing, monitoring, and scaling your AI agents and workflows.
- **Seamless Integrations**: Easily connect with existing enterprise systems, data sources, and cloud infrastructure.
- **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 Enterprise on-premise or in the cloud, depending on your security and compliance requirements.
CrewAI Enterprise is designed for enterprises seeking a powerful, reliable solution to transform complex business processes into efficient,
intelligent automations.
## Table of contents
- [Why CrewAI?](#why-crewai)
- [Getting Started](#getting-started)
- [Key Features](#key-features)
- [Understanding Flows and Crews](#understanding-flows-and-crews)
- [CrewAI vs LangGraph](#how-crewai-compares)
- [Examples](#examples)
- [Quick Tutorial](#quick-tutorial)
- [Write Job Descriptions](#write-job-descriptions)
- [Trip Planner](#trip-planner)
- [Stock Analysis](#stock-analysis)
- [Using Crews and Flows Together](#using-crews-and-flows-together)
- [Connecting Your Crew to a Model](#connecting-your-crew-to-a-model)
- [How CrewAI Compares](#how-crewai-compares)
- [Frequently Asked Questions (FAQ)](#frequently-asked-questions-faq)
- [Contribution](#contribution)
- [Telemetry](#telemetry)
- [License](#license)
## Why CrewAI?
<div align="center" style="margin-bottom: 30px;">
<img src="docs/images/asset.png" alt="CrewAI Logo" width="100%">
</div>
CrewAI unlocks the true potential of multi-agent automation, delivering the best-in-class combination of speed, flexibility, and control with either Crews of AI Agents or Flows of Events:
- **Standalone Framework**: Built from scratch, independent of LangChain or any other agent framework.
- **High Performance**: Optimized for speed and minimal resource usage, enabling faster execution.
- **Flexible Low Level Customization**: Complete freedom to customize at both high and low levels - from overall workflows and system architecture to granular agent behaviors, internal prompts, and execution logic.
- **Ideal for Every Use Case**: Proven effective for both simple tasks and highly complex, real-world, enterprise-grade scenarios.
- **Robust Community**: Backed by a rapidly growing community of over **100,000 certified** developers offering comprehensive support and resources.
CrewAI empowers developers and enterprises to confidently build intelligent automations, bridging the gap between simplicity, flexibility, and performance.
## Getting Started
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
Learn CrewAI through our comprehensive courses:
- [Multi AI Agent Systems with CrewAI](https://www.deeplearning.ai/short-courses/multi-ai-agent-systems-with-crewai/) - Master the fundamentals of multi-agent systems
- [Practical Multi AI Agents and Advanced Use Cases](https://www.deeplearning.ai/short-courses/practical-multi-ai-agents-and-advanced-use-cases-with-crewai/) - Deep dive into advanced implementations
### Understanding Flows and Crews
CrewAI offers two powerful, complementary approaches that work seamlessly together to build sophisticated AI applications:
1. **Crews**: Teams of AI agents with true autonomy and agency, working together to accomplish complex tasks through role-based collaboration. Crews enable:
- Natural, autonomous decision-making between agents
- 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
- Secure, consistent state management between tasks
- Clean integration of AI agents with production Python code
- Conditional branching for complex business logic
The true power of CrewAI emerges when combining Crews and Flows. This synergy allows you to:
- Build complex, production-grade applications
- Balance autonomy with precise control
- Handle sophisticated real-world scenarios
- Maintain clean, maintainable code structure
### Getting Started with Installation
To get started with CrewAI, follow these simple steps:
### 1. Installation
Ensure you have Python >=3.10 <3.14 installed on your system. CrewAI uses [UV](https://docs.astral.sh/uv/) for dependency management and package handling, offering a seamless setup and execution experience.
First, install CrewAI:
```shell
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
pip install 'crewai[tools]'
```
The command above installs the basic package and also adds extra components which require more dependencies to function.
### Troubleshooting Dependencies
If you encounter issues during installation or usage, here are some common solutions:
#### Common Issues
1. **ModuleNotFoundError: No module named 'tiktoken'**
- 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: `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
To create a new CrewAI project, run the following CLI (Command Line Interface) command:
```shell
crewai create crew <project_name>
```
This command creates a new project folder with the following structure:
```
my_project/
├── .gitignore
├── pyproject.toml
├── README.md
├── .env
└── src/
└── my_project/
├── __init__.py
├── main.py
├── crew.py
├── tools/
│ ├── custom_tool.py
│ └── __init__.py
└── config/
├── agents.yaml
└── tasks.yaml
```
You can now start developing your crew by editing the files in the `src/my_project` folder. The `main.py` file is the entry point of the project, the `crew.py` file is where you define your crew, the `agents.yaml` file is where you define your agents, and the `tasks.yaml` file is where you define your tasks.
#### To customize your project, you can:
- Modify `src/my_project/config/agents.yaml` to define your agents.
- Modify `src/my_project/config/tasks.yaml` to define your tasks.
- Modify `src/my_project/crew.py` to add your own logic, tools, and specific arguments.
- Modify `src/my_project/main.py` to add custom inputs for your agents and tasks.
- Add your environment variables into the `.env` file.
#### Example of a simple crew with a sequential process:
Instantiate your crew:
```shell
crewai create crew latest-ai-development
```
Modify the files as needed to fit your use case:
**agents.yaml**
```yaml
# src/my_project/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.
```
**tasks.yaml**
```yaml
# src/my_project/config/tasks.yaml
research_task:
description: >
Conduct a thorough research about {topic}
Make sure you find any interesting and relevant information given
the current year is 2025.
expected_output: >
A list with 10 bullet points of the most relevant information about {topic}
agent: researcher
reporting_task:
description: >
Review the context you got and expand each topic into a full section for a report.
Make sure the report is detailed and contains any and all relevant information.
expected_output: >
A fully fledge reports with the mains topics, each with a full section of information.
Formatted as markdown without '```'
agent: reporting_analyst
output_file: report.md
```
**crew.py**
```python
# src/my_project/crew.py
from crewai import Agent, Crew, Process, Task
from crewai.project import CrewBase, agent, crew, task
from crewai_tools import SerperDevTool
from crewai.agents.agent_builder.base_agent import BaseAgent
from typing import List
@CrewBase
class LatestAiDevelopmentCrew():
"""LatestAiDevelopment crew"""
agents: List[BaseAgent]
tasks: List[Task]
@agent
def researcher(self) -> Agent:
return Agent(
config=self.agents_config['researcher'],
verbose=True,
tools=[SerperDevTool()]
)
@agent
def reporting_analyst(self) -> Agent:
return Agent(
config=self.agents_config['reporting_analyst'],
verbose=True
)
@task
def research_task(self) -> Task:
return Task(
config=self.tasks_config['research_task'],
)
@task
def reporting_task(self) -> Task:
return Task(
config=self.tasks_config['reporting_task'],
output_file='report.md'
)
@crew
def crew(self) -> Crew:
"""Creates the LatestAiDevelopment crew"""
return Crew(
agents=self.agents, # Automatically created by the @agent decorator
tasks=self.tasks, # Automatically created by the @task decorator
process=Process.sequential,
verbose=True,
)
```
**main.py**
```python
#!/usr/bin/env python
# src/my_project/main.py
import sys
from latest_ai_development.crew import LatestAiDevelopmentCrew
def run():
"""
Run the crew.
"""
inputs = {
'topic': 'AI Agents'
}
LatestAiDevelopmentCrew().crew().kickoff(inputs=inputs)
```
### 3. Running Your Crew
Before running your crew, make sure you have the following keys set as environment variables in your `.env` file:
- An [OpenAI API key](https://platform.openai.com/account/api-keys) (or other LLM API key): `OPENAI_API_KEY=sk-...`
- A [Serper.dev](https://serper.dev/) API key: `SERPER_API_KEY=YOUR_KEY_HERE`
Lock the dependencies and install them by using the CLI command but first, navigate to your project directory:
```shell
cd my_project
crewai install (Optional)
```
To run your crew, execute the following command in the root of your project:
```bash
crewai run
```
or
```bash
python src/my_project/main.py
```
If an error happens due to the usage of poetry, please run the following command to update your crewai package:
```bash
crewai update
```
You should see the output in the console and the `report.md` file should be created in the root of your project with the full final report.
In addition to the sequential process, you can use the hierarchical process, which automatically assigns a manager to the defined crew to properly coordinate the planning and execution of tasks through delegation and validation of results. [See more about the processes here](https://docs.crewai.com/core-concepts/Processes/).
## Key Features
CrewAI stands apart as a lean, standalone, high-performance multi-AI Agent framework delivering simplicity, flexibility, and precise control—free from the complexity and limitations found in other agent frameworks.
- **Standalone & Lean**: Completely independent from other frameworks like LangChain, offering faster execution and lighter resource demands.
- **Flexible & Precise**: Easily orchestrate autonomous agents through intuitive [Crews](https://docs.crewai.com/concepts/crews) or precise [Flows](https://docs.crewai.com/concepts/flows), achieving perfect balance for your needs.
- **Seamless Integration**: Effortlessly combine Crews (autonomy) and Flows (precision) to create complex, real-world automations.
- **Deep Customization**: Tailor every aspect—from high-level workflows down to low-level internal prompts and agent behaviors.
- **Reliable Performance**: Consistent results across simple tasks and complex, enterprise-level automations.
- **Thriving Community**: Backed by robust documentation and over 100,000 certified developers, providing exceptional support and guidance.
Choose CrewAI to easily build powerful, adaptable, and production-ready AI automations.
## Examples
You can test different real life examples of AI crews in the [CrewAI-examples repo](https://github.com/crewAIInc/crewAI-examples?tab=readme-ov-file):
- [Landing Page Generator](https://github.com/crewAIInc/crewAI-examples/tree/main/crews/landing_page_generator)
- [Having Human input on the execution](https://docs.crewai.com/how-to/Human-Input-on-Execution)
- [Trip Planner](https://github.com/crewAIInc/crewAI-examples/tree/main/crews/trip_planner)
- [Stock Analysis](https://github.com/crewAIInc/crewAI-examples/tree/main/crews/stock_analysis)
### Quick Tutorial
[![CrewAI Tutorial](https://img.youtube.com/vi/tnejrr-0a94/maxresdefault.jpg)](https://www.youtube.com/watch?v=tnejrr-0a94 "CrewAI Tutorial")
### Write Job Descriptions
[Check out code for this example](https://github.com/crewAIInc/crewAI-examples/tree/main/crews/job-posting) or watch a video below:
[![Jobs postings](https://img.youtube.com/vi/u98wEMz-9to/maxresdefault.jpg)](https://www.youtube.com/watch?v=u98wEMz-9to "Jobs postings")
### Trip Planner
[Check out code for this example](https://github.com/crewAIInc/crewAI-examples/tree/main/crews/trip_planner) or watch a video below:
[![Trip Planner](https://img.youtube.com/vi/xis7rWp-hjs/maxresdefault.jpg)](https://www.youtube.com/watch?v=xis7rWp-hjs "Trip Planner")
### Stock Analysis
[Check out code for this example](https://github.com/crewAIInc/crewAI-examples/tree/main/crews/stock_analysis) or watch a video below:
[![Stock Analysis](https://img.youtube.com/vi/e0Uj4yWdaAg/maxresdefault.jpg)](https://www.youtube.com/watch?v=e0Uj4yWdaAg "Stock Analysis")
### Using Crews and Flows Together
CrewAI's power truly shines when combining Crews with Flows to create sophisticated automation pipelines.
CrewAI flows support logical operators like `or_` and `and_` to combine multiple conditions. This can be used with `@start`, `@listen`, or `@router` decorators to create complex triggering conditions.
- `or_`: Triggers when any of the specified conditions are met.
- `and_`Triggers when all of the specified conditions are met.
Here's how you can orchestrate multiple Crews within a Flow:
```python
from crewai.flow.flow import Flow, listen, start, router, or_
from crewai import Crew, Agent, Task, Process
from pydantic import BaseModel
# Define structured state for precise control
class MarketState(BaseModel):
sentiment: str = "neutral"
confidence: float = 0.0
recommendations: list = []
class AdvancedAnalysisFlow(Flow[MarketState]):
@start()
def fetch_market_data(self):
# Demonstrate low-level control with structured state
self.state.sentiment = "analyzing"
return {"sector": "tech", "timeframe": "1W"} # These parameters match the task description template
@listen(fetch_market_data)
def analyze_with_crew(self, market_data):
# Show crew agency through specialized roles
analyst = Agent(
role="Senior Market Analyst",
goal="Conduct deep market analysis with expert insight",
backstory="You're a veteran analyst known for identifying subtle market patterns"
)
researcher = Agent(
role="Data Researcher",
goal="Gather and validate supporting market data",
backstory="You excel at finding and correlating multiple data sources"
)
analysis_task = Task(
description="Analyze {sector} sector data for the past {timeframe}",
expected_output="Detailed market analysis with confidence score",
agent=analyst
)
research_task = Task(
description="Find supporting data to validate the analysis",
expected_output="Corroborating evidence and potential contradictions",
agent=researcher
)
# Demonstrate crew autonomy
analysis_crew = Crew(
agents=[analyst, researcher],
tasks=[analysis_task, research_task],
process=Process.sequential,
verbose=True
)
return analysis_crew.kickoff(inputs=market_data) # Pass market_data as named inputs
@router(analyze_with_crew)
def determine_next_steps(self):
# Show flow control with conditional routing
if self.state.confidence > 0.8:
return "high_confidence"
elif self.state.confidence > 0.5:
return "medium_confidence"
return "low_confidence"
@listen("high_confidence")
def execute_strategy(self):
# Demonstrate complex decision making
strategy_crew = Crew(
agents=[
Agent(role="Strategy Expert",
goal="Develop optimal market strategy")
],
tasks=[
Task(description="Create detailed strategy based on analysis",
expected_output="Step-by-step action plan")
]
)
return strategy_crew.kickoff()
@listen(or_("medium_confidence", "low_confidence"))
def request_additional_analysis(self):
self.state.recommendations.append("Gather more data")
return "Additional analysis required"
```
This example demonstrates how to:
1. Use Python code for basic data operations
2. Create and execute Crews as steps in your workflow
3. Use Flow decorators to manage the sequence of operations
4. Implement conditional branching based on Crew results
## Connecting Your Crew to a Model
CrewAI supports using various LLMs through a variety of connection options. By default your agents will use the OpenAI API when querying the model. However, there are several other ways to allow your agents to connect to models. For example, you can configure your agents to use a local model via the Ollama tool.
Please refer to the [Connect CrewAI to LLMs](https://docs.crewai.com/how-to/LLM-Connections/) page for details on configuring your agents' connections to models.
## How CrewAI Compares
**CrewAI's Advantage**: CrewAI combines autonomous agent intelligence with precise workflow control through its unique Crews and Flows architecture. The framework excels at both high-level orchestration and low-level customization, enabling complex, production-grade systems with granular control.
- **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)).*
- **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.
## Contribution
CrewAI is open-source and we welcome contributions. If you're looking to contribute, please:
- Fork the repository.
- Create a new branch for your feature.
- Add your feature or improvement.
- Send a pull request.
- We appreciate your input!
### Installing Dependencies
```bash
uv lock
uv sync
```
### Virtual Env
```bash
uv venv
```
### Pre-commit hooks
```bash
pre-commit install
```
### Running Tests
```bash
uv run pytest .
```
### Running static type checks
```bash
uvx mypy src
```
### Packaging
```bash
uv build
```
### Installing Locally
```bash
pip install dist/*.tar.gz
```
## Telemetry
CrewAI uses anonymous telemetry to collect usage data with the main purpose of helping us improve the library by focusing our efforts on the most used features, integrations and tools.
It's pivotal to understand that **NO data is collected** concerning prompts, task descriptions, agents' backstories or goals, usage of tools, API calls, responses, any data processed by the agents, or secrets and environment variables, with the exception of the conditions mentioned. When the `share_crew` feature is enabled, detailed data including task descriptions, agents' backstories or goals, and other specific attributes are collected to provide deeper insights while respecting user privacy. Users can disable telemetry by setting the environment variable OTEL_SDK_DISABLED to true.
Data collected includes:
- Version of CrewAI
- So we can understand how many users are using the latest version
- Version of Python
- So we can decide on what versions to better support
- General OS (e.g. number of CPUs, macOS/Windows/Linux)
- So we know what OS we should focus on and if we could build specific OS related features
- Number of agents and tasks in a crew
- So we make sure we are testing internally with similar use cases and educate people on the best practices
- Crew Process being used
- Understand where we should focus our efforts
- If Agents are using memory or allowing delegation
- Understand if we improved the features or maybe even drop them
- If Tasks are being executed in parallel or sequentially
- Understand if we should focus more on parallel execution
- Language model being used
- Improved support on most used languages
- Roles of agents in a crew
- Understand high level use cases so we can build better tools, integrations and examples about it
- Tools names available
- Understand out of the publicly available tools, which ones are being used the most so we can improve them
Users can opt-in to Further Telemetry, sharing the complete telemetry data by setting the `share_crew` attribute to `True` on their Crews. Enabling `share_crew` results in the collection of detailed crew and task execution data, including `goal`, `backstory`, `context`, and `output` of tasks. This enables a deeper insight into usage patterns while respecting the user's choice to share.
## License
CrewAI is released under the [MIT License](https://github.com/crewAIInc/crewAI/blob/main/LICENSE).
## Frequently Asked Questions (FAQ)
### General
- [What exactly is CrewAI?](#q-what-exactly-is-crewai)
- [How do I install CrewAI?](#q-how-do-i-install-crewai)
- [Does CrewAI depend on LangChain?](#q-does-crewai-depend-on-langchain)
- [Is CrewAI open-source?](#q-is-crewai-open-source)
- [Does CrewAI collect data from users?](#q-does-crewai-collect-data-from-users)
### Features and Capabilities
- [Can CrewAI handle complex use cases?](#q-can-crewai-handle-complex-use-cases)
- [Can I use CrewAI with local AI models?](#q-can-i-use-crewai-with-local-ai-models)
- [What makes Crews different from Flows?](#q-what-makes-crews-different-from-flows)
- [How is CrewAI better than LangChain?](#q-how-is-crewai-better-than-langchain)
- [Does CrewAI support fine-tuning or training custom models?](#q-does-crewai-support-fine-tuning-or-training-custom-models)
### Resources and Community
- [Where can I find real-world CrewAI examples?](#q-where-can-i-find-real-world-crewai-examples)
- [How can I contribute to CrewAI?](#q-how-can-i-contribute-to-crewai)
### Enterprise Features
- [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?
A: CrewAI is a standalone, lean, and fast Python framework built specifically for orchestrating autonomous AI agents. Unlike frameworks like LangChain, CrewAI does not rely on external dependencies, making it leaner, faster, and simpler.
### Q: How do I install CrewAI?
A: Install CrewAI using pip:
```shell
pip install crewai
```
For additional tools, use:
```shell
pip install 'crewai[tools]'
```
### Q: Does CrewAI depend on LangChain?
A: No. CrewAI is built entirely from the ground up, with no dependencies on LangChain or other agent frameworks. This ensures a lean, fast, and flexible experience.
### Q: Can CrewAI handle complex use cases?
A: Yes. CrewAI excels at both simple and highly complex real-world scenarios, offering deep customization options at both high and low levels, from internal prompts to sophisticated workflow orchestration.
### Q: Can I use CrewAI with local AI models?
A: Absolutely! CrewAI supports various language models, including local ones. Tools like Ollama and LM Studio allow seamless integration. Check the [LLM Connections documentation](https://docs.crewai.com/how-to/LLM-Connections/) for more details.
### Q: What makes Crews different from Flows?
A: Crews provide autonomous agent collaboration, ideal for tasks requiring flexible decision-making and dynamic interaction. Flows offer precise, event-driven control, ideal for managing detailed execution paths and secure state management. You can seamlessly combine both for maximum effectiveness.
### Q: How is CrewAI better than LangChain?
A: CrewAI provides simpler, more intuitive APIs, faster execution speeds, more reliable and consistent results, robust documentation, and an active community—addressing common criticisms and limitations associated with LangChain.
### Q: Is CrewAI open-source?
A: Yes, CrewAI is open-source and actively encourages community contributions and collaboration.
### Q: Does CrewAI collect data from users?
A: CrewAI collects anonymous telemetry data strictly for improvement purposes. Sensitive data such as prompts, tasks, or API responses are never collected unless explicitly enabled by the user.
### Q: Where can I find real-world CrewAI examples?
A: Check out practical examples in the [CrewAI-examples repository](https://github.com/crewAIInc/crewAI-examples), covering use cases like trip planners, stock analysis, and job postings.
### Q: How can I contribute to CrewAI?
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 Enterprise offer?
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 Enterprise available for cloud and on-premise deployments?
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 Enterprise 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?
A: Yes, CrewAI can integrate with custom-trained or fine-tuned models, allowing you to enhance your agents with domain-specific knowledge and accuracy.
### Q: Can CrewAI agents interact with external tools and APIs?
A: Absolutely! CrewAI agents can easily integrate with external tools, APIs, and databases, empowering them to leverage real-world data and resources.
### Q: Is CrewAI suitable for production environments?
A: Yes, CrewAI is explicitly designed with production-grade standards, ensuring reliability, stability, and scalability for enterprise deployments.
### Q: How scalable is CrewAI?
A: CrewAI is highly scalable, supporting simple automations and large-scale enterprise workflows involving numerous agents and complex tasks simultaneously.
### Q: Does CrewAI offer debugging and monitoring tools?
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?
A: CrewAI is primarily Python-based but easily integrates with services and APIs written in any programming language through its flexible API integration capabilities.
### Q: Does CrewAI offer educational resources for beginners?
A: Yes, CrewAI provides extensive beginner-friendly tutorials, courses, and documentation through learn.crewai.com, supporting developers at all skill levels.
### Q: Can CrewAI automate human-in-the-loop workflows?
A: Yes, CrewAI fully supports human-in-the-loop workflows, allowing seamless collaboration between human experts and AI agents for enhanced decision-making.

View File

@@ -1,14 +1,35 @@
[project]
name = "crewai"
dynamic = ["version"]
description = "Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
description = ""
readme = "README.md"
authors = [
{ name = "Joao Moura", email = "joao@crewai.com" }
{ name = "Greyson Lalonde", email = "greyson.r.lalonde@gmail.com" }
]
keywords = [
"crewai",
"ai",
"agents",
"framework",
"orchestration",
"llm",
"core",
"typed",
]
classifiers = [
"Development Status :: 3 - Alpha",
"Intended Audience :: Developers",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Topic :: Software Development :: Libraries :: Python Modules",
"Typing :: Typed",
]
requires-python = ">=3.10, <3.14"
dependencies = [
# Core Dependencies
"crewai",
"pydantic>=2.11.9",
"openai>=1.13.3",
"litellm==1.74.9",
@@ -20,8 +41,6 @@ dependencies = [
"opentelemetry-api>=1.30.0",
"opentelemetry-sdk>=1.30.0",
"opentelemetry-exporter-otlp-proto-http>=1.30.0",
# Data Handling
"chromadb~=1.1.0",
"tokenizers>=0.20.3",
"openpyxl>=3.1.5",
"pyvis>=0.3.2",
@@ -33,24 +52,19 @@ dependencies = [
"appdirs>=1.4.4",
"jsonref>=1.1.0",
"json-repair==0.25.2",
"uv>=0.4.25",
"tomli-w>=1.1.0",
"tomli>=2.0.2",
"blinker>=1.9.0",
"json5>=0.10.0",
"portalocker==2.7.0",
"chromadb~=1.1.0",
"pydantic-settings>=2.10.1",
"uv>=0.4.25",
]
[project.urls]
Homepage = "https://crewai.com"
Documentation = "https://docs.crewai.com"
Repository = "https://github.com/crewAIInc/crewAI"
[project.optional-dependencies]
tools = [
"crewai-tools==1.0.0a1",
"crewai-tools",
]
embeddings = [
"tiktoken~=0.8.0"
@@ -84,31 +98,19 @@ voyageai = [
"voyageai>=0.3.5",
]
[project.scripts]
crewai = "crewai.cli.cli:crewai"
[project.urls]
Homepage = "https://crewai.com"
Documentation = "https://docs.crewai.com"
Repository = "https://github.com/crewAIInc/crewAI"
# PyTorch index configuration, since torch 2.5.0 is not compatible with python 3.13
[[tool.uv.index]]
name = "pytorch-nightly"
url = "https://download.pytorch.org/whl/nightly/cpu"
explicit = true
[[tool.uv.index]]
name = "pytorch"
url = "https://download.pytorch.org/whl/cpu"
explicit = true
[tool.uv.sources]
torch = [
{ index = "pytorch-nightly", marker = "python_version >= '3.13'" },
{ index = "pytorch", marker = "python_version < '3.13'" },
]
torchvision = [
{ index = "pytorch-nightly", marker = "python_version >= '3.13'" },
{ index = "pytorch", marker = "python_version < '3.13'" },
]
[tool.pytest.ini_options]
testpaths = ["tests"]
asyncio_mode = "strict"
asyncio_default_fixture_loop_scope = "function"
[build-system]
@@ -117,3 +119,6 @@ build-backend = "hatchling.build"
[tool.hatch.version]
path = "src/crewai/__init__.py"
[tool.hatch.build.targets.wheel]
packages = ["src/crewai"]

View File

@@ -1,7 +1,7 @@
import threading
from typing import Any
import urllib.request
import warnings
from typing import Any
from crewai.agent import Agent
from crewai.crew import Crew
@@ -40,7 +40,7 @@ def _suppress_pydantic_deprecation_warnings() -> None:
_suppress_pydantic_deprecation_warnings()
__version__ = "1.0.0a1"
__version__ = "1.0.0a0"
_telemetry_submitted = False

View File

@@ -1,189 +0,0 @@
import time
import webbrowser
from typing import Any, Dict, Optional
import requests
from pydantic import BaseModel, Field
from rich.console import Console
from crewai.cli.config import Settings
from crewai.cli.shared.token_manager import TokenManager
from .utils import validate_jwt_token
console = Console()
class Oauth2Settings(BaseModel):
provider: str = Field(
description="OAuth2 provider used for authentication (e.g., workos, okta, auth0)."
)
client_id: str = Field(
description="OAuth2 client ID issued by the provider, used during authentication requests."
)
domain: str = Field(
description="OAuth2 provider's domain (e.g., your-org.auth0.com) used for issuing tokens."
)
audience: Optional[str] = Field(
description="OAuth2 audience value, typically used to identify the target API or resource.",
default=None,
)
@classmethod
def from_settings(cls):
settings = Settings()
return cls(
provider=settings.oauth2_provider,
domain=settings.oauth2_domain,
client_id=settings.oauth2_client_id,
audience=settings.oauth2_audience,
)
class ProviderFactory:
@classmethod
def from_settings(cls, settings: Optional[Oauth2Settings] = None):
settings = settings or Oauth2Settings.from_settings()
import importlib
module = importlib.import_module(
f"crewai.cli.authentication.providers.{settings.provider.lower()}"
)
provider = getattr(module, f"{settings.provider.capitalize()}Provider")
return provider(settings)
class AuthenticationCommand:
def __init__(self):
self.token_manager = TokenManager()
self.oauth2_provider = ProviderFactory.from_settings()
def login(self) -> None:
"""Sign up to CrewAI+"""
console.print("Signing in to CrewAI Enterprise...\n", style="bold blue")
device_code_data = self._get_device_code()
self._display_auth_instructions(device_code_data)
return self._poll_for_token(device_code_data)
def _get_device_code(self) -> Dict[str, Any]:
"""Get the device code to authenticate the user."""
device_code_payload = {
"client_id": self.oauth2_provider.get_client_id(),
"scope": "openid",
"audience": self.oauth2_provider.get_audience(),
}
response = requests.post(
url=self.oauth2_provider.get_authorize_url(),
data=device_code_payload,
timeout=20,
)
response.raise_for_status()
return response.json()
def _display_auth_instructions(self, device_code_data: Dict[str, str]) -> None:
"""Display the authentication instructions to the user."""
console.print("1. Navigate to: ", device_code_data["verification_uri_complete"])
console.print("2. Enter the following code: ", device_code_data["user_code"])
webbrowser.open(device_code_data["verification_uri_complete"])
def _poll_for_token(self, device_code_data: Dict[str, Any]) -> None:
"""Polls the server for the token until it is received, or max attempts are reached."""
token_payload = {
"grant_type": "urn:ietf:params:oauth:grant-type:device_code",
"device_code": device_code_data["device_code"],
"client_id": self.oauth2_provider.get_client_id(),
}
console.print("\nWaiting for authentication... ", style="bold blue", end="")
attempts = 0
while True and attempts < 10:
response = requests.post(
self.oauth2_provider.get_token_url(), data=token_payload, timeout=30
)
token_data = response.json()
if response.status_code == 200:
self._validate_and_save_token(token_data)
console.print(
"Success!",
style="bold green",
)
self._login_to_tool_repository()
console.print(
"\n[bold green]Welcome to CrewAI Enterprise![/bold green]\n"
)
return
if token_data["error"] not in ("authorization_pending", "slow_down"):
raise requests.HTTPError(token_data["error_description"])
time.sleep(device_code_data["interval"])
attempts += 1
console.print(
"Timeout: Failed to get the token. Please try again.", style="bold red"
)
def _validate_and_save_token(self, token_data: Dict[str, Any]) -> None:
"""Validates the JWT token and saves the token to the token manager."""
jwt_token = token_data["access_token"]
issuer = self.oauth2_provider.get_issuer()
jwt_token_data = {
"jwt_token": jwt_token,
"jwks_url": self.oauth2_provider.get_jwks_url(),
"issuer": issuer,
"audience": self.oauth2_provider.get_audience(),
}
decoded_token = validate_jwt_token(**jwt_token_data)
expires_at = decoded_token.get("exp", 0)
self.token_manager.save_tokens(jwt_token, expires_at)
def _login_to_tool_repository(self) -> None:
"""Login to the tool repository."""
from crewai.cli.tools.main import ToolCommand
try:
console.print(
"Now logging you in to the Tool Repository... ",
style="bold blue",
end="",
)
ToolCommand().login()
console.print(
"Success!\n",
style="bold green",
)
settings = Settings()
console.print(
f"You are authenticated to the tool repository as [bold cyan]'{settings.org_name}'[/bold cyan] ({settings.org_uuid})",
style="green",
)
except Exception:
console.print(
"\n[bold yellow]Warning:[/bold yellow] Authentication with the Tool Repository failed.",
style="yellow",
)
console.print(
"Other features will work normally, but you may experience limitations "
"with downloading and publishing tools."
"\nRun [bold]crewai login[/bold] to try logging in again.\n",
style="yellow",
)

View File

@@ -1,277 +0,0 @@
from typing import Any, Dict, List, Optional
from rich.console import Console
from crewai.cli import git
from crewai.cli.command import BaseCommand, PlusAPIMixin
from crewai.cli.utils import fetch_and_json_env_file, get_project_name
console = Console()
class DeployCommand(BaseCommand, PlusAPIMixin):
"""
A class to handle deployment-related operations for CrewAI projects.
"""
def __init__(self):
"""
Initialize the DeployCommand with project name and API client.
"""
BaseCommand.__init__(self)
PlusAPIMixin.__init__(self, telemetry=self._telemetry)
self.project_name = get_project_name(require=True)
def _standard_no_param_error_message(self) -> None:
"""
Display a standard error message when no UUID or project name is available.
"""
console.print(
"No UUID provided, project pyproject.toml not found or with error.",
style="bold red",
)
def _display_deployment_info(self, json_response: Dict[str, Any]) -> None:
"""
Display deployment information.
Args:
json_response (Dict[str, Any]): The deployment information to display.
"""
console.print("Deploying the crew...\n", style="bold blue")
for key, value in json_response.items():
console.print(f"{key.title()}: [green]{value}[/green]")
console.print("\nTo check the status of the deployment, run:")
console.print("crewai deploy status")
console.print(" or")
console.print(f'crewai deploy status --uuid "{json_response["uuid"]}"')
def _display_logs(self, log_messages: List[Dict[str, Any]]) -> None:
"""
Display log messages.
Args:
log_messages (List[Dict[str, Any]]): The log messages to display.
"""
for log_message in log_messages:
console.print(
f"{log_message['timestamp']} - {log_message['level']}: {log_message['message']}"
)
def deploy(self, uuid: Optional[str] = None) -> None:
"""
Deploy a crew using either UUID or project name.
Args:
uuid (Optional[str]): The UUID of the crew to deploy.
"""
self._start_deployment_span = self._telemetry.start_deployment_span(uuid)
console.print("Starting deployment...", style="bold blue")
if uuid:
response = self.plus_api_client.deploy_by_uuid(uuid)
elif self.project_name:
response = self.plus_api_client.deploy_by_name(self.project_name)
else:
self._standard_no_param_error_message()
return
self._validate_response(response)
self._display_deployment_info(response.json())
def create_crew(self, confirm: bool = False) -> None:
"""
Create a new crew deployment.
"""
self._create_crew_deployment_span = (
self._telemetry.create_crew_deployment_span()
)
console.print("Creating deployment...", style="bold blue")
env_vars = fetch_and_json_env_file()
try:
remote_repo_url = git.Repository().origin_url()
except ValueError:
remote_repo_url = None
if remote_repo_url is None:
console.print("No remote repository URL found.", style="bold red")
console.print(
"Please ensure your project has a valid remote repository.",
style="yellow",
)
return
self._confirm_input(env_vars, remote_repo_url, confirm)
payload = self._create_payload(env_vars, remote_repo_url)
response = self.plus_api_client.create_crew(payload)
self._validate_response(response)
self._display_creation_success(response.json())
def _confirm_input(
self, env_vars: Dict[str, str], remote_repo_url: str, confirm: bool
) -> None:
"""
Confirm input parameters with the user.
Args:
env_vars (Dict[str, str]): Environment variables.
remote_repo_url (str): Remote repository URL.
confirm (bool): Whether to confirm input.
"""
if not confirm:
input(f"Press Enter to continue with the following Env vars: {env_vars}")
input(
f"Press Enter to continue with the following remote repository: {remote_repo_url}\n"
)
def _create_payload(
self,
env_vars: Dict[str, str],
remote_repo_url: str,
) -> Dict[str, Any]:
"""
Create the payload for crew creation.
Args:
remote_repo_url (str): Remote repository URL.
env_vars (Dict[str, str]): Environment variables.
Returns:
Dict[str, Any]: The payload for crew creation.
"""
return {
"deploy": {
"name": self.project_name,
"repo_clone_url": remote_repo_url,
"env": env_vars,
}
}
def _display_creation_success(self, json_response: Dict[str, Any]) -> None:
"""
Display success message after crew creation.
Args:
json_response (Dict[str, Any]): The response containing crew information.
"""
console.print("Deployment created successfully!\n", style="bold green")
console.print(
f"Name: {self.project_name} ({json_response['uuid']})", style="bold green"
)
console.print(f"Status: {json_response['status']}", style="bold green")
console.print("\nTo (re)deploy the crew, run:")
console.print("crewai deploy push")
console.print(" or")
console.print(f"crewai deploy push --uuid {json_response['uuid']}")
def list_crews(self) -> None:
"""
List all available crews.
"""
console.print("Listing all Crews\n", style="bold blue")
response = self.plus_api_client.list_crews()
json_response = response.json()
if response.status_code == 200:
self._display_crews(json_response)
else:
self._display_no_crews_message()
def _display_crews(self, crews_data: List[Dict[str, Any]]) -> None:
"""
Display the list of crews.
Args:
crews_data (List[Dict[str, Any]]): List of crew data to display.
"""
for crew_data in crews_data:
console.print(
f"- {crew_data['name']} ({crew_data['uuid']}) [blue]{crew_data['status']}[/blue]"
)
def _display_no_crews_message(self) -> None:
"""
Display a message when no crews are available.
"""
console.print("You don't have any Crews yet. Let's create one!", style="yellow")
console.print(" crewai create crew <crew_name>", style="green")
def get_crew_status(self, uuid: Optional[str] = None) -> None:
"""
Get the status of a crew.
Args:
uuid (Optional[str]): The UUID of the crew to check.
"""
console.print("Fetching deployment status...", style="bold blue")
if uuid:
response = self.plus_api_client.crew_status_by_uuid(uuid)
elif self.project_name:
response = self.plus_api_client.crew_status_by_name(self.project_name)
else:
self._standard_no_param_error_message()
return
self._validate_response(response)
self._display_crew_status(response.json())
def _display_crew_status(self, status_data: Dict[str, str]) -> None:
"""
Display the status of a crew.
Args:
status_data (Dict[str, str]): The status data to display.
"""
console.print(f"Name:\t {status_data['name']}")
console.print(f"Status:\t {status_data['status']}")
def get_crew_logs(self, uuid: Optional[str], log_type: str = "deployment") -> None:
"""
Get logs for a crew.
Args:
uuid (Optional[str]): The UUID of the crew to get logs for.
log_type (str): The type of logs to retrieve (default: "deployment").
"""
self._get_crew_logs_span = self._telemetry.get_crew_logs_span(uuid, log_type)
console.print(f"Fetching {log_type} logs...", style="bold blue")
if uuid:
response = self.plus_api_client.crew_by_uuid(uuid, log_type)
elif self.project_name:
response = self.plus_api_client.crew_by_name(self.project_name, log_type)
else:
self._standard_no_param_error_message()
return
self._validate_response(response)
self._display_logs(response.json())
def remove_crew(self, uuid: Optional[str]) -> None:
"""
Remove a crew deployment.
Args:
uuid (Optional[str]): The UUID of the crew to remove.
"""
self._remove_crew_span = self._telemetry.remove_crew_span(uuid)
console.print("Removing deployment...", style="bold blue")
if uuid:
response = self.plus_api_client.delete_crew_by_uuid(uuid)
elif self.project_name:
response = self.plus_api_client.delete_crew_by_name(self.project_name)
else:
self._standard_no_param_error_message()
return
if response.status_code == 204:
console.print(
f"Crew '{self.project_name}' removed successfully.", style="green"
)
else:
console.print(
f"Failed to remove crew '{self.project_name}'", style="bold red"
)

View File

@@ -1,100 +0,0 @@
from typing import Any, Dict
import requests
from requests.exceptions import JSONDecodeError, RequestException
from rich.console import Console
from crewai.cli.command import BaseCommand
from crewai.cli.settings.main import SettingsCommand
from crewai.cli.version import get_crewai_version
console = Console()
class EnterpriseConfigureCommand(BaseCommand):
def __init__(self):
super().__init__()
self.settings_command = SettingsCommand()
def configure(self, enterprise_url: str) -> None:
try:
enterprise_url = enterprise_url.rstrip("/")
oauth_config = self._fetch_oauth_config(enterprise_url)
self._update_oauth_settings(enterprise_url, oauth_config)
console.print(
f"✅ Successfully configured CrewAI Enterprise with OAuth2 settings from {enterprise_url}",
style="bold green",
)
except Exception as e:
console.print(
f"❌ Failed to configure Enterprise settings: {e!s}", style="bold red"
)
raise SystemExit(1)
def _fetch_oauth_config(self, enterprise_url: str) -> Dict[str, Any]:
oauth_endpoint = f"{enterprise_url}/auth/parameters"
try:
console.print(f"🔄 Fetching OAuth2 configuration from {oauth_endpoint}...")
headers = {
"Content-Type": "application/json",
"User-Agent": f"CrewAI-CLI/{get_crewai_version()}",
"X-Crewai-Version": get_crewai_version(),
}
response = requests.get(oauth_endpoint, timeout=30, headers=headers)
response.raise_for_status()
try:
oauth_config = response.json()
except JSONDecodeError:
raise ValueError(f"Invalid JSON response from {oauth_endpoint}")
required_fields = [
"audience",
"domain",
"device_authorization_client_id",
"provider",
]
missing_fields = [
field for field in required_fields if field not in oauth_config
]
if missing_fields:
raise ValueError(
f"Missing required fields in OAuth2 configuration: {', '.join(missing_fields)}"
)
console.print(
"✅ Successfully retrieved OAuth2 configuration", style="green"
)
return oauth_config
except RequestException as e:
raise ValueError(f"Failed to connect to enterprise URL: {e!s}")
except Exception as e:
raise ValueError(f"Error fetching OAuth2 configuration: {e!s}")
def _update_oauth_settings(
self, enterprise_url: str, oauth_config: Dict[str, Any]
) -> None:
try:
config_mapping = {
"enterprise_base_url": enterprise_url,
"oauth2_provider": oauth_config["provider"],
"oauth2_audience": oauth_config["audience"],
"oauth2_client_id": oauth_config["device_authorization_client_id"],
"oauth2_domain": oauth_config["domain"],
}
console.print("🔄 Updating local OAuth2 configuration...")
for key, value in config_mapping.items():
self.settings_command.set(key, value)
console.print(f" ✓ Set {key}: {value}", style="dim")
except Exception as e:
raise ValueError(f"Failed to update OAuth2 settings: {e!s}")

View File

@@ -1,76 +0,0 @@
from rich.console import Console
from rich.table import Table
from requests import HTTPError
from crewai.cli.command import BaseCommand, PlusAPIMixin
from crewai.cli.config import Settings
console = Console()
class OrganizationCommand(BaseCommand, PlusAPIMixin):
def __init__(self):
BaseCommand.__init__(self)
PlusAPIMixin.__init__(self, telemetry=self._telemetry)
def list(self):
try:
response = self.plus_api_client.get_organizations()
response.raise_for_status()
orgs = response.json()
if not orgs:
console.print("You don't belong to any organizations yet.", style="yellow")
return
table = Table(title="Your Organizations")
table.add_column("Name", style="cyan")
table.add_column("ID", style="green")
for org in orgs:
table.add_row(org["name"], org["uuid"])
console.print(table)
except HTTPError as e:
if e.response.status_code == 401:
console.print("You are not logged in to any organization. Use 'crewai login' to login.", style="bold red")
return
console.print(f"Failed to retrieve organization list: {str(e)}", style="bold red")
raise SystemExit(1)
except Exception as e:
console.print(f"Failed to retrieve organization list: {str(e)}", style="bold red")
raise SystemExit(1)
def switch(self, org_id):
try:
response = self.plus_api_client.get_organizations()
response.raise_for_status()
orgs = response.json()
org = next((o for o in orgs if o["uuid"] == org_id), None)
if not org:
console.print(f"Organization with id '{org_id}' not found.", style="bold red")
return
settings = Settings()
settings.org_name = org["name"]
settings.org_uuid = org["uuid"]
settings.dump()
console.print(f"Successfully switched to {org['name']} ({org['uuid']})", style="bold green")
except HTTPError as e:
if e.response.status_code == 401:
console.print("You are not logged in to any organization. Use 'crewai login' to login.", style="bold red")
return
console.print(f"Failed to retrieve organization list: {str(e)}", style="bold red")
raise SystemExit(1)
except Exception as e:
console.print(f"Failed to switch organization: {str(e)}", style="bold red")
raise SystemExit(1)
def current(self):
settings = Settings()
if settings.org_uuid:
console.print(f"Currently logged in to organization {settings.org_name} ({settings.org_uuid})", style="bold green")
else:
console.print("You're not currently logged in to any organization.", style="yellow")
console.print("Use 'crewai org list' to see available organizations.", style="yellow")
console.print("Use 'crewai org switch <id>' to switch to an organization.", style="yellow")

View File

@@ -28,9 +28,7 @@ def reset_memories_command(
"""
try:
if not any(
[long, short, entity, kickoff_outputs, knowledge, agent_knowledge, all]
):
if not any([long, short, entity, kickoff_outputs, knowledge, agent_knowledge, all]):
click.echo(
"No memory type specified. Please specify at least one type to reset."
)

View File

@@ -1,70 +0,0 @@
from typing import Any
from rich.console import Console
from rich.table import Table
from crewai.cli.command import BaseCommand
from crewai.cli.config import HIDDEN_SETTINGS_KEYS, READONLY_SETTINGS_KEYS, Settings
console = Console()
class SettingsCommand(BaseCommand):
"""A class to handle CLI configuration commands."""
def __init__(self, settings_kwargs: dict[str, Any] | None = None):
super().__init__()
settings_kwargs = settings_kwargs or {}
self.settings = Settings(**settings_kwargs)
def list(self) -> None:
"""List all CLI configuration parameters."""
table = Table(title="CrewAI CLI Configuration")
table.add_column("Setting", style="cyan", no_wrap=True)
table.add_column("Value", style="green")
table.add_column("Description", style="yellow")
# Add all settings to the table
for field_name, field_info in Settings.model_fields.items():
if field_name in HIDDEN_SETTINGS_KEYS:
# Do not display hidden settings
continue
current_value = getattr(self.settings, field_name)
description = field_info.description or "No description available"
display_value = (
str(current_value) if current_value is not None else "Not set"
)
table.add_row(field_name, display_value, description)
console.print(table)
def set(self, key: str, value: str) -> None:
"""Set a CLI configuration parameter."""
readonly_settings = READONLY_SETTINGS_KEYS + HIDDEN_SETTINGS_KEYS
if not hasattr(self.settings, key) or key in readonly_settings:
console.print(
f"Error: Unknown or readonly configuration key '{key}'",
style="bold red",
)
console.print("Available keys:", style="yellow")
for field_name in Settings.model_fields.keys():
if field_name not in readonly_settings:
console.print(f" - {field_name}", style="yellow")
raise SystemExit(1)
setattr(self.settings, key, value)
self.settings.dump()
console.print(f"Successfully set '{key}' to '{value}'", style="bold green")
def reset_all_settings(self) -> None:
"""Reset all CLI configuration parameters to default values."""
self.settings.reset()
console.print(
"Successfully reset all configuration parameters to default values. It is recommended to run [bold yellow]'crewai login'[/bold yellow] to re-authenticate.",
style="bold green",
)

View File

@@ -1,68 +0,0 @@
#!/usr/bin/env python
import sys
import warnings
from datetime import datetime
from {{folder_name}}.crew import {{crew_name}}
warnings.filterwarnings("ignore", category=SyntaxWarning, module="pysbd")
# This main file is intended to be a way for you to run your
# crew locally, so refrain from adding unnecessary logic into this file.
# Replace with inputs you want to test with, it will automatically
# interpolate any tasks and agents information
def run():
"""
Run the crew.
"""
inputs = {
'topic': 'AI LLMs',
'current_year': str(datetime.now().year)
}
try:
{{crew_name}}().crew().kickoff(inputs=inputs)
except Exception as e:
raise Exception(f"An error occurred while running the crew: {e}")
def train():
"""
Train the crew for a given number of iterations.
"""
inputs = {
"topic": "AI LLMs",
'current_year': str(datetime.now().year)
}
try:
{{crew_name}}().crew().train(n_iterations=int(sys.argv[1]), filename=sys.argv[2], inputs=inputs)
except Exception as e:
raise Exception(f"An error occurred while training the crew: {e}")
def replay():
"""
Replay the crew execution from a specific task.
"""
try:
{{crew_name}}().crew().replay(task_id=sys.argv[1])
except Exception as e:
raise Exception(f"An error occurred while replaying the crew: {e}")
def test():
"""
Test the crew execution and returns the results.
"""
inputs = {
"topic": "AI LLMs",
"current_year": str(datetime.now().year)
}
try:
{{crew_name}}().crew().test(n_iterations=int(sys.argv[1]), eval_llm=sys.argv[2], inputs=inputs)
except Exception as e:
raise Exception(f"An error occurred while testing the crew: {e}")

View File

@@ -1,5 +1,3 @@
from typing import List
from crewai import Agent, Crew, Process, Task
from crewai.agents.agent_builder.base_agent import BaseAgent
from crewai.project import CrewBase, agent, crew, task
@@ -13,8 +11,8 @@ from crewai.project import CrewBase, agent, crew, task
class PoemCrew:
"""Poem Crew"""
agents: List[BaseAgent]
tasks: List[Task]
agents: list[BaseAgent]
tasks: list[Task]
# Learn more about YAML configuration files here:
# Agents: https://docs.crewai.com/concepts/agents#yaml-configuration-recommended

View File

@@ -1,53 +0,0 @@
#!/usr/bin/env python
from random import randint
from pydantic import BaseModel
from crewai.flow import Flow, listen, start
from {{folder_name}}.crews.poem_crew.poem_crew import PoemCrew
class PoemState(BaseModel):
sentence_count: int = 1
poem: str = ""
class PoemFlow(Flow[PoemState]):
@start()
def generate_sentence_count(self):
print("Generating sentence count")
self.state.sentence_count = randint(1, 5)
@listen(generate_sentence_count)
def generate_poem(self):
print("Generating poem")
result = (
PoemCrew()
.crew()
.kickoff(inputs={"sentence_count": self.state.sentence_count})
)
print("Poem generated", result.raw)
self.state.poem = result.raw
@listen(generate_poem)
def save_poem(self):
print("Saving poem")
with open("poem.txt", "w") as f:
f.write(self.state.poem)
def kickoff():
poem_flow = PoemFlow()
poem_flow.kickoff()
def plot():
poem_flow = PoemFlow()
poem_flow.plot()
if __name__ == "__main__":
kickoff()

View File

@@ -1,5 +1,3 @@
from typing import Type
from pydantic import BaseModel, Field
from crewai.tools import BaseTool
@@ -14,7 +12,7 @@ class MyCustomToolInput(BaseModel):
class MyCustomTool(BaseTool):
name: str = "Name of my tool"
description: str = "Clear description for what this tool is useful for, your agent will need this information to use it."
args_schema: Type[BaseModel] = MyCustomToolInput
args_schema: type[BaseModel] = MyCustomToolInput
def _run(self, argument: str) -> str:
# Implementation goes here

View File

@@ -1,235 +0,0 @@
import base64
import os
import subprocess
import tempfile
from pathlib import Path
from typing import Any
import click
from rich.console import Console
from crewai.cli import git
from crewai.cli.command import BaseCommand, PlusAPIMixin
from crewai.cli.config import Settings
from crewai.cli.utils import (
build_env_with_tool_repository_credentials,
extract_available_exports,
get_project_description,
get_project_name,
get_project_version,
tree_copy,
tree_find_and_replace,
)
console = Console()
class ToolCommand(BaseCommand, PlusAPIMixin):
"""
A class to handle tool repository related operations for CrewAI projects.
"""
def __init__(self):
BaseCommand.__init__(self)
PlusAPIMixin.__init__(self, telemetry=self._telemetry)
def create(self, handle: str):
self._ensure_not_in_project()
folder_name = handle.replace(" ", "_").replace("-", "_").lower()
class_name = handle.replace("_", " ").replace("-", " ").title().replace(" ", "")
project_root = Path(folder_name)
if project_root.exists():
click.secho(f"Folder {folder_name} already exists.", fg="red")
raise SystemExit
os.makedirs(project_root)
click.secho(f"Creating custom tool {folder_name}...", fg="green", bold=True)
template_dir = Path(__file__).parent.parent / "templates" / "tool"
tree_copy(template_dir, project_root)
tree_find_and_replace(project_root, "{{folder_name}}", folder_name)
tree_find_and_replace(project_root, "{{class_name}}", class_name)
old_directory = os.getcwd()
os.chdir(project_root)
try:
self.login()
subprocess.run(["git", "init"], check=True) # noqa: S607
console.print(
f"[green]Created custom tool [bold]{folder_name}[/bold]. Run [bold]cd {project_root}[/bold] to start working.[/green]"
)
finally:
os.chdir(old_directory)
def publish(self, is_public: bool, force: bool = False):
if not git.Repository().is_synced() and not force:
console.print(
"[bold red]Failed to publish tool.[/bold red]\n"
"Local changes need to be resolved before publishing. Please do the following:\n"
"* [bold]Commit[/bold] your changes.\n"
"* [bold]Push[/bold] to sync with the remote.\n"
"* [bold]Pull[/bold] the latest changes from the remote.\n"
"\nOnce your repository is up-to-date, retry publishing the tool."
)
raise SystemExit()
project_name = get_project_name(require=True)
assert isinstance(project_name, str) # noqa: S101
project_version = get_project_version(require=True)
assert isinstance(project_version, str) # noqa: S101
project_description = get_project_description(require=False)
encoded_tarball = None
console.print("[bold blue]Discovering tools from your project...[/bold blue]")
available_exports = extract_available_exports()
if available_exports:
console.print(
f"[green]Found these tools to publish: {', '.join([e['name'] for e in available_exports])}[/green]"
)
self._print_current_organization()
with tempfile.TemporaryDirectory() as temp_build_dir:
subprocess.run( # noqa: S603
["uv", "build", "--sdist", "--out-dir", temp_build_dir], # noqa: S607
check=True,
capture_output=False,
)
tarball_filename = next(
(f for f in os.listdir(temp_build_dir) if f.endswith(".tar.gz")), None
)
if not tarball_filename:
console.print(
"Project build failed. Please ensure that the command `uv build --sdist` completes successfully.",
style="bold red",
)
raise SystemExit
tarball_path = os.path.join(temp_build_dir, tarball_filename)
with open(tarball_path, "rb") as file:
tarball_contents = file.read()
encoded_tarball = base64.b64encode(tarball_contents).decode("utf-8")
console.print("[bold blue]Publishing tool to repository...[/bold blue]")
publish_response = self.plus_api_client.publish_tool(
handle=project_name,
is_public=is_public,
version=project_version,
description=project_description,
encoded_file=f"data:application/x-gzip;base64,{encoded_tarball}",
available_exports=available_exports,
)
self._validate_response(publish_response)
published_handle = publish_response.json()["handle"]
console.print(
f"Successfully published `{published_handle}` ({project_version}).\n\n"
+ "⚠️ Security checks are running in the background. Your tool will be available once these are complete.\n"
+ f"You can monitor the status or access your tool here:\nhttps://app.crewai.com/crewai_plus/tools/{published_handle}",
style="bold green",
)
def install(self, handle: str):
self._print_current_organization()
get_response = self.plus_api_client.get_tool(handle)
if get_response.status_code == 404:
console.print(
"No tool found with this name. Please ensure the tool was published and you have access to it.",
style="bold red",
)
raise SystemExit
if get_response.status_code != 200:
console.print(
"Failed to get tool details. Please try again later.", style="bold red"
)
raise SystemExit
self._add_package(get_response.json())
console.print(f"Successfully installed {handle}", style="bold green")
def login(self) -> None:
login_response = self.plus_api_client.login_to_tool_repository()
if login_response.status_code != 200:
console.print(
"Authentication failed. Verify access to the tool repository, or try `crewai login`. ",
style="bold red",
)
raise SystemExit
login_response_json = login_response.json()
settings = Settings()
settings.tool_repository_username = login_response_json["credential"][
"username"
]
settings.tool_repository_password = login_response_json["credential"][
"password"
]
settings.org_uuid = login_response_json["current_organization"]["uuid"]
settings.org_name = login_response_json["current_organization"]["name"]
settings.dump()
def _add_package(self, tool_details: dict[str, Any]):
is_from_pypi = tool_details.get("source", None) == "pypi"
tool_handle = tool_details["handle"]
repository_handle = tool_details["repository"]["handle"]
repository_url = tool_details["repository"]["url"]
index = f"{repository_handle}={repository_url}"
add_package_command = [
"uv",
"add",
]
if is_from_pypi:
add_package_command.append(tool_handle)
else:
add_package_command.extend(["--index", index, tool_handle])
add_package_result = subprocess.run( # noqa: S603
add_package_command,
capture_output=False,
env=build_env_with_tool_repository_credentials(repository_handle),
text=True,
check=True,
)
if add_package_result.stderr:
click.echo(add_package_result.stderr, err=True)
raise SystemExit
def _ensure_not_in_project(self):
if os.path.isfile("./pyproject.toml"):
console.print(
"[bold red]Oops! It looks like you're inside a project.[/bold red]"
)
console.print(
"You can't create a new tool while inside an existing project."
)
console.print(
"[bold yellow]Tip:[/bold yellow] Navigate to a different directory and try again."
)
raise SystemExit
def _print_current_organization(self) -> None:
settings = Settings()
if settings.org_uuid:
console.print(
f"Current organization: {settings.org_name} ({settings.org_uuid})",
style="bold blue",
)
else:
console.print(
"No organization currently set. We recommend setting one before using: `crewai org switch <org_id>` command.",
style="yellow",
)

View File

@@ -1,9 +1,8 @@
import contextvars
import os
from contextlib import contextmanager
from typing import Optional
_platform_integration_token: contextvars.ContextVar[Optional[str]] = (
_platform_integration_token: contextvars.ContextVar[str | None] = (
contextvars.ContextVar("platform_integration_token", default=None)
)
@@ -12,7 +11,7 @@ def set_platform_integration_token(integration_token: str) -> None:
_platform_integration_token.set(integration_token)
def get_platform_integration_token() -> Optional[str]:
def get_platform_integration_token() -> str | None:
token = _platform_integration_token.get()
if token is None:
token = os.getenv("CREWAI_PLATFORM_INTEGRATION_TOKEN")

View File

@@ -26,7 +26,11 @@ class LLMGuardrailStartedEvent(BaseEvent):
if isinstance(self.guardrail, (LLMGuardrail, HallucinationGuardrail)):
self.guardrail = self.guardrail.description.strip()
elif isinstance(self.guardrail, Callable):
self.guardrail = getsource(self.guardrail).strip()
try:
self.guardrail = getsource(self.guardrail).strip()
except (OSError, TypeError):
# Can't get source for lambdas or built-in functions
self.guardrail = f"<{self.guardrail.__name__ if hasattr(self.guardrail, '__name__') else 'callable'}>"
class LLMGuardrailCompletedEvent(BaseEvent):

View File

@@ -1,3 +1,4 @@
def get_legend_items(colors):
return [
{"label": "Start Method", "color": colors["start"]},
@@ -31,23 +32,23 @@ def generate_legend_items_html(legend_items):
style = "dashed" if item["dashed"] else "solid"
legend_items_html += f"""
<div class="legend-item">
<div class="legend-color-box" style="background-color: {item["color"]}; border: 2px {style} {item["border"]}; border-radius: 5px;"></div>
<div>{item["label"]}</div>
<div class="legend-color-box" style="background-color: {item['color']}; border: 2px {style} {item['border']}; border-radius: 5px;"></div>
<div>{item['label']}</div>
</div>
"""
elif item.get("dashed") is not None:
style = "dashed" if item["dashed"] else "solid"
legend_items_html += f"""
<div class="legend-item">
<div class="legend-{style}" style="border-bottom: 2px {style} {item["color"]}; border-radius: 5px;"></div>
<div>{item["label"]}</div>
<div class="legend-{style}" style="border-bottom: 2px {style} {item['color']}; border-radius: 5px;"></div>
<div>{item['label']}</div>
</div>
"""
else:
legend_items_html += f"""
<div class="legend-item">
<div class="legend-color-box" style="background-color: {item["color"]}; border-radius: 5px;"></div>
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View File

@@ -1,5 +1,5 @@
from collections.abc import Callable
from functools import wraps
from typing import Callable
from crewai import Crew
from crewai.project.utils import memoize

View File

@@ -72,11 +72,11 @@ def CrewBase(cls: T) -> T: # noqa: N802
# Add close mcp server method to after kickoff
bound_method = self._create_close_mcp_server_method()
self._after_kickoff["_close_mcp_server"] = bound_method
self._after_kickoff['_close_mcp_server'] = bound_method
def _create_close_mcp_server_method(self):
def _close_mcp_server(self, instance, outputs):
adapter = getattr(self, "_mcp_server_adapter", None)
adapter = getattr(self, '_mcp_server_adapter', None)
if adapter is not None:
try:
adapter.stop()
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_close_mcp_server.is_after_kickoff = True
import types
return types.MethodType(_close_mcp_server, self)
def get_mcp_tools(self, *tool_names: list[str]) -> list[BaseTool]:
@@ -96,14 +95,16 @@ def CrewBase(cls: T) -> T: # noqa: N802
from crewai_tools import MCPServerAdapter # type: ignore[import-untyped]
adapter = getattr(self, "_mcp_server_adapter", None)
adapter = getattr(self, '_mcp_server_adapter', None)
if not adapter:
self._mcp_server_adapter = MCPServerAdapter(
self.mcp_server_params, connect_timeout=self.mcp_connect_timeout
self.mcp_server_params,
connect_timeout=self.mcp_connect_timeout
)
return self._mcp_server_adapter.tools.filter_by_names(tool_names or None)
def load_configurations(self):
"""Load agent and task configurations from YAML files."""
if isinstance(self.original_agents_config_path, str):
@@ -208,13 +209,9 @@ def CrewBase(cls: T) -> T: # noqa: N802
if function_calling_llm := agent_info.get("function_calling_llm"):
try:
self.agents_config[agent_name]["function_calling_llm"] = llms[
function_calling_llm
]()
self.agents_config[agent_name]["function_calling_llm"] = llms[function_calling_llm]()
except KeyError:
self.agents_config[agent_name]["function_calling_llm"] = (
function_calling_llm
)
self.agents_config[agent_name]["function_calling_llm"] = function_calling_llm
if step_callback := agent_info.get("step_callback"):
self.agents_config[agent_name]["step_callback"] = callbacks[

View File

@@ -1,11 +1,12 @@
from typing import Any
import pytest
from pydantic import BaseModel
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from crewai.agents.agent_adapters.base_agent_adapter import BaseAgentAdapter
from crewai.tools import BaseTool
from crewai.utilities.token_counter_callback import TokenProcess
from pydantic import BaseModel
# Concrete implementation for testing

View File

@@ -1,4 +1,5 @@
import pytest
from crewai.agents import parser
from crewai.agents.parser import (
AgentAction,

View File

@@ -4,6 +4,8 @@ from typing import cast
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import pytest
from pydantic import BaseModel, Field
from crewai import LLM, Agent
from crewai.events.event_bus import crewai_event_bus
from crewai.events.types.agent_events import LiteAgentExecutionStartedEvent
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from crewai.lite_agent import LiteAgent, LiteAgentOutput
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from crewai.tools import BaseTool
from pydantic import BaseModel, Field
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result = agent.kickoff(messages="Top 10 best players in the world?")
assert len(guardrail_events["started"]) == 2
assert len(guardrail_events["completed"]) == 2
assert not guardrail_events["completed"][0].success
assert guardrail_events["completed"][1].success
# Guardrail may be called 2 or 3 times depending on LLM response
assert len(guardrail_events["started"]) >= 2
assert len(guardrail_events["completed"]) >= 2
# At least one should fail and the last one should succeed
assert any(not event.success for event in guardrail_events["completed"][:-1])
assert guardrail_events["completed"][-1].success
assert (
"Here are the top 10 best soccer players in the world, focusing exclusively on Brazilian players"
in result.raw
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@pytest.mark.vcr(filter_headers=["authorization"])
@pytest.mark.requires_local_services
def test_agent_output_when_guardrail_returns_base_model():
class Player(BaseModel):
name: str

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