What's Changed

Core Improvements & Fixes

• Achieved parity between rag package and current implementation
• Enhanced LLM event handling with task and agent metadata
• Fixed mutable default arguments by replacing them with None
• Suppressed Pydantic deprecation warnings during initialization
• Fixed broken example link in README.md
• Removed Python 3.12+ only Ruff rules for compatibility
• Migrated CI workflows to use uv and updated dev tooling

New Features & Enhancements

• Added tracing improvements and cleanup
• Centralized event logic by moving events module to crewai.events

Documentation & Guides

• Updated Enterprise Action Auth Token section documentation
• Published documentation updates for v0.175.0 release

Cleanup & Refactoring

• Refactored parser into modular functions for better structure

New Contributors

• @em0t made their first contribution

What's Changed

Core Improvements & Fixes

• Fixed migration of the tool section during crewai update
• Reverted OpenAI pin: now requires openai >=1.13.3 due to fixed import issues
• Fixed flaky tests and improved test stability
• Improved Flow listener resumability for HITL and cyclic flows
• Enhanced timeout handling in PlusAPI and TraceBatchManager
• Batched entity memory items to reduce redundant operations

New Features & Enhancements

• Added support for additional parameters in Flow.start() methods
• Displayed task names in verbose CLI output
• Added centralized embedding types and introduced a base embedding client
• Introduced generic clients for ChromaDB and Qdrant
• Added support for crewai config reset to clear tokens
• Enabled crewai_trigger_payload auto-injection
• Simplified RAG client initialization and introduced RAG configuration system
• Added Qdrant RAG provider support
• Improved tracing with better event data
• Added support to remove Auth0 and email entry on crewai login

Documentation & Guides

• Added documentation for automation triggers
• Fixed API Reference OpenAPI sources and redirects
• Added hybrid search alpha parameter to the docs

Cleanup & Deprecations

• Added deprecation notice for Task.max_retries
• Removed Auth0 dependency from login flow

New Contributors

• @dsilbergleithcu-godaddy made their first contribution
• @WajeehGillani made their first contribution
• @erika-shorten made their first contribution

What's Changed

Core Improvements & Fixes

• Fixed compatibility in XMLSearchTool by converting config values to strings for configparser
• Fixed flaky Pytest test involving PytestUnraisableExceptionWarning
• Mocked telemetry in test suite for more stable CI runs
• Moved Chroma lockfile handling to db_storage_path
• Ignored deprecation warnings from chromadb
• Pinned OpenAI version <1.100.0 due to ResponseTextConfigParam import issue

New Features & Enhancements

• Included exchanged agent messages into ExternalMemory metadata
• Automatically injected crewai_trigger_payload
• Renamed internal flag inject_trigger_input to allow_crewai_trigger_context
• Continued tracing improvements and ephemeral tracing logic
• Consolidated tracing logic conditions
• Added support for agent_id-linked memory entries in Mem0

Documentation & Guides

• Added example to Tool Repository docs
• Updated Mem0 documentation for Short-Term and Entity Memory integration
• Revised Korean translations and improved sentence structures

Cleanup & Chores

• Removed deprecated AgentOps integration

New Contributors

• @skaghzz made their first contribution
• @gabemilani made their first contribution

---

What's Changed

Core Improvements & Fixes

• Fixed compatibility in XMLSearchTool by converting config values to strings for configparser
• Fixed flaky Pytest test involving PytestUnraisableExceptionWarning
• Mocked telemetry in test suite for more stable CI runs
• Moved Chroma lockfile handling to db_storage_path
• Ignored deprecation warnings from chromadb
• Pinned OpenAI version <1.100.0 due to ResponseTextConfigParam import issue

New Features & Enhancements

• Included exchanged agent messages into ExternalMemory metadata
• Automatically injected crewai_trigger_payload
• Renamed internal flag inject_trigger_input to allow_crewai_trigger_context
• Continued tracing improvements and ephemeral tracing logic
• Consolidated tracing logic conditions
• Added support for agent_id-linked memory entries in Mem0

Documentation & Guides

• Added example to Tool Repository docs
• Updated Mem0 documentation for Short-Term and Entity Memory integration
• Revised Korean translations and improved sentence structures

Cleanup & Chores

• Removed deprecated AgentOps integration

New Contributors

• @skaghzz made their first contribution
• @gabemilani made their first contribution

What's Changed

Core Improvements & Fixes

• Improved LLM message formatting performance for better runtime efficiency
• Fixed use of incorrect endpoint in enterprise configuration auth/parameters
• Commented out listener resumability check for stability during partial flow resumption

New Features & Enhancements

• Added enterprise configure command to CLI for streamlined enterprise setup
• Introduced partial flow resumability support

Documentation & Guides

• Added documentation for new tools
• Added Korean translations
• Updated documentation with TrueFoundry integration details
• Added RBAC documentation and general cleanup
• Fixed API reference and revamped examples/cookbooks across EN, PT-BR, and KO

New Contributors

• @rishiraj-tf made their first contribution

v0.157.0 What's Changed

Core Improvements & Fixes

• Enabled word wrapping for long input tool
• Allowed persisting Flow state with BaseModel entries
• Optimized string operations using partition() for performance
• Dropped support for deprecated User Memory system
• Bumped LiteLLM version to 1.74.9
• Fixed CLI to show missing modules more clearly during import
• Supported device authorization with Okta

New Features & Enhancements

• Added crewai config CLI command group with tests
• Added default value support for crew.name
• Introduced initial tracing capabilities
• Added support for LangDB integration
• Added support for CLI configuration documentation

Documentation & Guides

• Updated MCP documentation with connect_timeout attribute
• Added LangDB integration documentation
• Added CLI config documentation
• General feature doc updates and cleanup

New Contributors

• @MrunmayS made their first contribution
• @chi2liu made their first contribution

---

What's Changed

Core Improvements & Fixes

• Removed crewai signup references and replaced them with crewai login
• Fixed support for adding memories to Mem0 using agent_id
• Changed the default value in Mem0 configuration
• Updated import error to show missing module files clearly
• Added timezone support to event timestamps

New Features & Enhancements

• Enhanced Flow class to support custom flow names
• Refactored RAG components into a dedicated top-level module

Documentation & Guides

• Fixed incorrect model naming in Google Vertex AI documentation

New Contributors

• @manuka99 made their first contribution

What's Changed

Core Improvements & Fixes

• Used file lock around Chroma client initialization
• Removed workaround related to SQLite without FTS5
• Dropped unsupported stop parameter for LLM models automatically
• Fixed save method and updated related test cases
• Fixed message handling for Ollama models when last message is from assistant
• Removed duplicate print on LLM call error
• Added deprecation notice to UserMemory
• Upgraded LiteLLM to version 1.74.3

New Features & Enhancements

• Added support for ad-hoc tool calling via internal LLM class
• Updated Mem0 Storage from v1.1 to v2

Documentation & Guides

• Fixed neatlogs documentation
• Added Tavily Search & Extractor tools to the Search-Research suite
• Added documentation for SerperScrapeWebsiteTool and reorganized Serper section
• General documentation updates and improvements

New Contributors

• @Programmer-RD-AI made their first contribution

crewai-tools v0.58.0

New Tools / Enhancements

• SerperScrapeWebsiteTool: Added a tool for extracting clean content from URLs
• Bedrock AgentCore: Integrated browser and code interpreter toolkits for Bedrock agents
• Stagehand Update: Refactored and updated Stagehand integration

Fixes & Cleanup

• FTS5 Support: Enabled SQLite FTS5 for improved text search in test workflows
• Test Speedups: Parallelized GitHub Actions test suite for faster CI runs
• Cleanup: Removed SQLite workaround due to FTS5 support being available
  MongoDBVectorSearchTool: Fixed serialization and schema handling

What's Changed

Core Improvements & Fixes

• Used production WorkOS environment ID
• Added SQLite FTS5 support to test workflow
• Fixed agent knowledge handling
• Compared using BaseLLM class instead of LLM
• Fixed missing create_directory parameter in Task class

New Features & Enhancements

• Introduced Agent evaluation functionality
• Added Evaluator experiment and regression testing methods
• Implemented thread-safe AgentEvaluator
• Enabled event emission for Agent evaluation
• Supported evaluation of single Agent and LiteAgent
• Added integration with neatlogs
• Added crew context tracking for LLM guardrail events

Documentation & Guides

• Added documentation for guardrail attributes and usage examples
• Added integration guide for neatlogs
• Updated documentation for Agent repository and Agent.kickoff usage

What's Changed

Core Improvements & Fixes

• Sped up GitHub Actions tests through parallelization

New Features & Enhancements

• Added crew context tracking for LLM guardrail events

Documentation & Guides

• Added documentation for Agent repository usage
• Added documentation for Agent.kickoff method

What's Changed

Core Improvements & Fixes

• Fixed typo in test prompts
• Fixed project name normalization by stripping trailing slashes during crew creation
• Ensured environment variables are written in uppercase
• Updated LiteLLM dependency
• Refactored collection handling in RAGStorage
• Implemented PEP 621 dynamic versioning

New Features & Enhancements

• Added capability to track LLM calls by task and agent
• Introduced MemoryEvents to monitor memory usage
• Added console logging for memory system and LLM guardrail events
• Improved data training support for models up to 7B parameters
• Added Scarf and Reo.dev analytics tracking
• CLI workos login

Documentation & Guides

• Updated CLI LLM documentation
• Added Nebius integration to the docs
• Corrected typos in installation and pt-BR documentation
• Added docs about MemoryEvents
• Implemented docs redirects and included development tools

What's Changed

Core Improvements & Fixes

• Fixed tools parameter syntax
• Fixed type annotation in Task
• Fixed SSL error when retrieving LLM data from GitHub
• Ensured compatibility with Pydantic 2.7.x
• Removed mkdocs from project dependencies
• Upgraded Langfuse code examples to use Python SDK v3
• Added sanitize role feature in mem0 storage
• Improved Crew search during memory reset
• Improved console printer output

New Features & Enhancements

• Added support for initializing a tool from defined Tool attributes
• Added official way to use MCP Tools within a CrewBase
• Enhanced MCP tools support to allow selecting multiple tools per agent in CrewBase
• Added Oxylabs Web Scraping tools

Documentation & Guides

• Updated quickstart.mdx
• Added docs on LLMGuardrail events
• Updated documentation with comprehensive service integration details
• Updated recommendation filters for MCP and Enterprise tools
• Updated docs for Maxim observability
• Added pt-BR documentation translation
• General documentation improvements

What's Changed

Core Improvements & Fixes

• Removed duplicated message related to Tool result output
• Fixed missing manager_agent tokens in usage_metrics from kickoff
• Fixed telemetry singleton to respect dynamic environment variables
• Fixed issue where Flow status logs could hide human input
• Increased default X-axis spacing for flow plotting

New Features & Enhancements

• Added support for multi-org actions in the CLI
• Enabled async tool executions for more efficient workflows
• Introduced LiteAgent with Guardrail integration
• Upgraded LiteLLM to support latest OpenAI version

Documentation & Guides

• Documented minimum UV version for Tool repository
• Improved examples for Hallucination Guardrail
• Updated planning docs for LLM usage
• Added documentation for Maxim support in Agent observability
• Expanded integrations documentation with images for enterprise features
• Fixed guide on persistence
• Updated Python version support to support python 3.13.x

What’s Changed

Core Improvements & Fixes

• Added support for Python 3.13
• Fixed agent knowledge sources issue
• Persisted available tools from a Tool repository
• Enabled tools to be loaded from Agent repository via their own module
• Logged usage of tools when called by an LLM

New Features & Enhancements

• Added streamable-http transport support in MCP integration
• Added support for community analytics
• Expanded OpenAI-compatible section with a Gemini example
• Introduced transparency features for prompts and memory systems
• Minor enhancements for Tool publishing

Documentation & Guides

• Major restructuring of docs for better navigation
• Expanded MCP integration documentation
• Updated memory docs and README visuals
• Fixed missing await keywords in async kickoff examples
• Updated Portkey and Azure embeddings documentation
• Added enterprise testing image to the LLM guide
• General updates to the README

What’s Changed

Core Improvements & Fixes

• Fixed encoding error when creating tools
• Fixed failing llama test
• Updated logging configuration for consistency
• Enhanced telemetry initialization and event handling

New Features & Enhancements

• Added markdown attribute to the Task class
• Added reasoning attribute to the Agent class
• Added inject_date flag to Agent for automatic date injection
• Implemented HallucinationGuardrail (no-op with test coverage)

Documentation & Guides

• Added documentation for StagehandTool and improved MDX structure
• Added documentation for MCP integration and updated enterprise docs
• Documented knowledge events and updated reasoning docs
• Added stop parameter documentation
• Fixed import references in doc examples (before_kickoff, after_kickoff)
• General docs updates and restructuring for clarity

Whats New

• Fixes Interpolation with hyphens

What’s Changed

Core Improvements & Fixes

•	Enabled full Ruff rule set by default for stricter linting
•	Addressed race condition in FilteredStream using context managers
•	Fixed agent knowledge reset issue
•	Refactored agent fetching logic into utility module

New Features & Enhancements

•	Added support for loading an Agent directly from a repository
•	Enabled setting an empty context for Task
•	Enhanced Agent repository feedback and fixed Tool auto-import behavior
•	Introduced direct initialization of knowledge (bypassing knowledge_sources)

Documentation & Guides

•	Updated security.md for current security practices
•	Cleaned up Google setup section for clarity
•	Added link to AI Studio when entering Gemini key
•	Updated Arize Phoenix observability guide
•	Refreshed flow documentation

What’s Changed

Core Improvements & Fixes

• Improved test reliability by enhancing pytest handling for flaky tests
• Fixed memory reset crash when embedding dimensions mismatch
• Enabled parent flow identification for Crew and LiteAgent
• Prevented telemetry-related crashes when unavailable
• Upgraded LiteLLM version for better compatibility
• Fixed llama converter tests by removing skip_external_api

New Features & Enhancements

• Introduced knowledge retrieval prompt re-writting in Agent for improved tracking and debugging
• Made LLM setup and quickstart guides model-agnostic

Documentation & Guides

• Added advanced configuration docs for the RAG tool
• Updated Windows troubleshooting guide
• Refined documentation examples for better clarity
• Fixed typos across docs and config files

What’s Changed

Core Improvements & Fixes

• Fixed issues with missing prompt or system templates.
• Removed global logging configuration to avoid unintended overrides.
• Renamed TaskGuardrail to LLMGuardrail for improved clarity.
• Downgraded litellm to version 1.167.1 for compatibility.
• Added missing init.py files to ensure proper module initialization.

New Features & Enhancements

• Added support for no-code Guardrail creation to simplify AI behavior controls.

Documentation & Guides

• Removed CrewStructuredTool from public documentation to reflect internal usage.
• Updated enterprise documentation and YouTube embed for improved onboarding experience.

What's Changed

• build: upgrade crewai-tools
• upgrade liteLLM to latest version
• Fix Mem0 OSS

What's Changed

New Features & Enhancements

• Added result_as_answer parameter support in @tool decorator.
• Introduced support for new language models: GPT-4.1, Gemini-2.0, and Gemini-2.5 Pro.
• Enhanced knowledge management capabilities.
• Added Huggingface provider option in CLI.
• Improved compatibility and CI support for Python 3.10+.

Core Improvements & Fixes

• Fixed issues with incorrect template parameters and missing inputs.
• Improved asynchronous flow handling with coroutine condition checks.
• Enhanced memory management with isolated configuration and correct memory object copying.
• Fixed initialization of lite agents with correct references.
• Addressed Python type hint issues and removed redundant imports.
• Updated event placement for improved tool usage tracking.
• Raised explicit exceptions when flows fail.
• Removed unused code and redundant comments from various modules.
• Updated GitHub App token action to v2.

Documentation & Guides

• Enhanced documentation structure, including enterprise deployment instructions.
• Automatically create output folders for documentation generation.
• Fixed broken link in WeaviateVectorSearchTool documentation.
• Fixed guardrail documentation usage and import paths for JSON search tools.
• Updated documentation for CodeInterpreterTool.
• Improved SEO, contextual navigation, and error handling for documentation pages.

New Contributors

• @bitstreamshaman made their first contribution in #2567
• @JesseRWeigel made their first contribution in #2573
• @cypherpepe made their first contribution in #2569
• @agindre made their first contribution in #2387
• @LuniaKunal made their first contribution in #2609

What's Changed

New Features & Enhancements

• Agents as an atomic unit. (Agent(...).kickoff())
• Support to Custom LLM implementations.
• Integrated External Memory and Opik observability.
• Enhanced YAML extraction.
• Multimodal agent validation.
• Added Secure fingerprints for agents and crews.

Core Improvements & Fixes

• Improved serialization, agent copying, and Python compatibility.
• Added wildcard support to emit()
• Added support for additional router calls and context window adjustments.
• Fixed typing issues, validation, and import statements.
• Improved method performance.
• Enhanced agent task handling, event emissions, and memory management.
• Fixed CLI issues, conditional tasks, cloning behavior, and tool outputs.

Documentation & Guides

• Improved documentation structure, theme, and organization.
• Added guides for Local NVIDIA NIM with WSL2, W&B Weave, and Arize Phoenix.
• Updated tool configuration examples, prompts, and observability docs.
• Guide on using singular agents within Flows

Features

• Converted tabs to spaces in crew.py template in PR #2190
• Enhanced LLM Streaming Response Handling and Event System in PR #2266
• Included model_name in PR #2310
• Enhanced Event Listener with rich visualization and improved logging in PR #2321
• Added fingerprints in PR #2332

Bug Fixes

• Fixed Mistral issues in PR #2308
• Fixed a bug in documentation in PR #2370
• Fixed type check error in fingerprint property in PR #2369

Documentation Updates

• Improved tool documentation in PR #2259
• Updated installation guide for the uv tool package in PR #2196
• Added instructions for upgrading crewAI with the uv tool in PR #2363
• Added documentation for ApifyActorsTool in PR #2254

What's Changed

Core Improvements & Fixes

• Fixed issues with missing template variables and user memory configuration.
• Improved async flow support and addressed agent response formatting.
• Enhanced memory reset functionality and fixed CLI memory commands.
• Fixed type issues, tool calling properties, and telemetry decoupling.

New Features & Enhancements

• Added Flow state export and improved state utilities.
• Enhanced agent knowledge setup with optional crew embedder.
• Introduced event emitter for better observability and LLM call tracking.
• Added support for Python 3.10 and ChatOllama from langchain_ollama.
• Integrated context window size support for the o3-mini model.
• Added support for multiple router calls.

Documentation & Guides

• Improved documentation layout and hierarchical structure.
• Added QdrantVectorSearchTool guide and clarified event listener usage.
• Fixed typos in prompts and updated Amazon Bedrock model listings.

New Contributors

• @luctrate made their first contribution in https://github.com/crewAIInc/crewAI/pull/2085
• @sharmasundip made their first contribution in https://github.com/crewAIInc/crewAI/pull/2086
• @nikolaidk made their first contribution in https://github.com/crewAIInc/crewAI/pull/2138
• @RealVidy made their first contribution in https://github.com/crewAIInc/crewAI/pull/2144
• @failedanswer made their first contribution in https://github.com/crewAIInc/crewAI/pull/2158
• @cardofe made their first contribution in https://github.com/crewAIInc/crewAI/pull/2170

What's Changed

Core Improvements & Fixes

• Enhanced LLM Support: Improved structured LLM output, parameter handling, and formatting for Anthropic models.
• Crew & Agent Stability: Fixed issues with cloning agents/crews using knowledge sources, multiple task outputs in conditional tasks, and ignored Crew task callbacks.
• Memory & Storage Fixes: Fixed short-term memory handling with Bedrock, ensured correct embedder initialization, and added a reset memories function in the crew class.
• Training & Execution Reliability: Fixed broken training and interpolation issues with dict and list input types.

New Features & Enhancements

• Advanced Knowledge Management: Improved naming conventions and enhanced embedding configuration with custom embedder support.
• Expanded Logging & Observability: Added JSON format support for logging and integrated MLflow tracing documentation.
• Data Handling Improvements: Updated excel_knowledge_source.py to process multi-tab files.
• General Performance & Codebase Clean-Up: Streamlined enterprise code alignment and resolved linting issues.
• Adding new tool QdrantVectorSearchTool

Documentation & Guides

• Updated AI & Memory Docs: Improved Bedrock, Google AI, and long-term memory documentation.
• Task & Workflow Clarity: Added "Human Input" row to Task Attributes, Langfuse guide, and FileWriterTool documentation.
• Fixed Various Typos & Formatting Issues.

Maintenance & Miscellaneous

• Refined Google Docs integrations and task handling for the current year.

New Contributors

• @Vidit-Ostwal made their first contribution in https://github.com/crewAIInc/crewAI/pull/2017
• @JinxTheCatto made their first contribution in https://github.com/crewAIInc/crewAI/pull/2010
• @TomeHirata made their first contribution in https://github.com/crewAIInc/crewAI/pull/1988
• @rishi154 made their first contribution in https://github.com/crewAIInc/crewAI/pull/1959
• @juanfiguera made their first contribution in https://github.com/crewAIInc/crewAI/pull/1971
• @androw made their first contribution in https://github.com/crewAIInc/crewAI/pull/2035
• @hyjbrave made their first contribution in https://github.com/crewAIInc/crewAI/pull/2052
• @mustyoshi made their first contribution in https://github.com/crewAIInc/crewAI/pull/2043
• @Kking112 made their first contribution in https://github.com/crewAIInc/crewAI/pull/1921
• @jannikmaierhoefer made their first contribution in https://github.com/crewAIInc/crewAI/pull/2100

What's Changed

• Feat: Add Composio docs
• Feat: Add SageMaker as a LLM provider
• Fix: Overall LLM connection issues
• Fix: Using safe accessors on training
• Fix: Add version check to crew_chat.py
• Docs: New docs for crewai chat
• Docs: Improve formatting and clarity in CLI and Composio Tool docs

New Contributors

• @sanjeed5 made their first contribution in https://github.com/crewAIInc/crewAI/pull/1929
• @abhishekpatil4 made their first contribution in https://github.com/crewAIInc/crewAI/pull/1904
• @bobbywlindsey made their first contribution in https://github.com/crewAIInc/crewAI/pull/1947

Full Changelog: https://github.com/crewAIInc/crewAI/compare/0.98.0...0.99.0

What's Changed

• Feat: Conversation crew v1
• Feat: Add unique ID to flow states
• Feat: Add @persist decorator with FlowPersistence interface
• Integration: Add SambaNova integration
• Integration: Add NVIDIA NIM provider in cli
• Integration: Introducing VoyageAI
• Chore: Update date to current year in template
• Fix: Fix API Key Behavior and Entity Handling in Mem0 Integration
• Fix: Fixed core invoke loop logic and relevant tests
• Fix: Make tool inputs actual objects and not strings
• Fix: Add important missing parts to creating tools
• Fix: Drop litellm version to prevent windows issue
• Fix: Before kickoff if inputs are none
• Fix: TYPOS
• Fix: Nested pydantic model issue
• Fix: Docling issues
• Fix: union issue
• Docs updates

New Contributors

• @dandawg made their first contribution in https://github.com/crewAIInc/crewAI/pull/1860
• @jhpiedrahitao made their first contribution in https://github.com/crewAIInc/crewAI/pull/1858
• @pigna90 made their first contribution in https://github.com/crewAIInc/crewAI/pull/1857
• @newton2149 made their first contribution in https://github.com/crewAIInc/crewAI/pull/1862
• @danielfsbarreto made their first contribution in https://github.com/crewAIInc/crewAI/pull/1880
• @fzowl made their first contribution in https://github.com/crewAIInc/crewAI/pull/1871

What's Changed

• Feat: Adding Multimodal Abilities to Crew
• Feat: Programatic Guardrails
• Feat: HITL multiple rounds
• Feat: Gemini 2.0 Support
• Feat: CrewAI Flows Improvements
• Feat: Add Workflow Permissions
• Feat: Add support for langfuse with litellm
• Feat: Portkey Integration with CrewAI
• Feat: Add interpolate_only method and improve error handling
• Feat: Docling Support
• Feat: Weviate Support
• Fix: output_file not respecting system path
• Fix disk I/O error when resetting short-term memory.
• Fix: CrewJSONEncoder now accepts enums
• Fix: Python max version
• Fix: Interpolation for output_file in Task
• Fix: Handle coworker role name case/whitespace properly
• Fix: Add tiktoken as explicit dependency and document Rust requirement
• Fix: Include agent knowledge in planning process
• Fix: Change storage initialization to None for KnowledgeStorage
• Fix: Fix optional storage checks
• Fix: include event emitter in flows
• Fix: Docstring, Error Handling, and Type Hints Improvements
• Fix: Suppressed userWarnings from litellm pydantic issues

New Contributors

• @frieda-huang made their first contribution in https://github.com/crewAIInc/crewAI/pull/1726
• @Archkon made their first contribution in https://github.com/crewAIInc/crewAI/pull/1732
• @burnerlee made their first contribution in https://github.com/crewAIInc/crewAI/pull/1692
• @lgesuellip made their first contribution in https://github.com/crewAIInc/crewAI/pull/1713
• @fucktx made their first contribution in https://github.com/crewAIInc/crewAI/pull/1716
• @piotrm0 made their first contribution in https://github.com/crewAIInc/crewAI/pull/1560
• @caike made their first contribution in https://github.com/crewAIInc/crewAI/pull/1724
• @pcowgill made their first contribution in https://github.com/crewAIInc/crewAI/pull/1741
• @andrelago13 made their first contribution in https://github.com/crewAIInc/crewAI/pull/1747
• @kaavee315 made their first contribution in https://github.com/crewAIInc/crewAI/pull/1771
• @zeroasterisk made their first contribution in https://github.com/crewAIInc/crewAI/pull/1773
• @aspleenic made their first contribution in https://github.com/crewAIInc/crewAI/pull/1783
• @joaoigm made their first contribution in https://github.com/crewAIInc/crewAI/pull/1760
• @siddharthsambharia-portkey made their first contribution in https://github.com/crewAIInc/crewAI/pull/1233
• @ericklima-ca made their first contribution in https://github.com/crewAIInc/crewAI/pull/1804
• @VinciGit00 made their first contribution in https://github.com/crewAIInc/crewAI/pull/1819

What's Changed

• remove all references to pipeline and pipeline router
• docs: Add Nvidia NIM as provider in Custom LLM
• add knowledge demo + improve knowledge docs
• Brandon/cre 509 hitl multiple rounds of followup
• New docs about yaml crew with decorators. Simplify template crew

What's Changed

• Added knowledge to agent level
• Feat/remove langchain
• Improve typed task outputs
• Log in to Tool Repository on crewai login
• Fixes issues with result as answer not properly exiting LLM loop
• fix: missing key name when running with ollama provider
• fix spelling issue found
• Update readme for running mypy
• Add knowledge to mint.json
• Update Github actions
• Docs Update Agents docs to include two approaches for creating an agent
• Documentation Improvements: LLM Configuration and Usage

What's Changed

• New before_kickoff and after_kickoff crew callbacks
• Support to pre-seed agents with Knowledge
• Add support for retrieving user preferences and memories using Mem0
• Fix Async Execution
• Upgrade chroma and adjust embedder function generator
• Update CLI Watson supported models + docs
• Reduce level for Bandit
• Fixing all tests
• Update Docs

• Fixing Tokens callback replacement bug
• Fixing Step callback issue
• Add cached prompt tokens info on usage metrics
• Fix crew_train_success test

Series of small bug fixes around llms support

• Add inputs to flows
• Enhance log storage to support more data types
• Add support to IBM memory
• Add Watson as an option in CLI
• Add security.md file
• Replace .netrc with uv environment variables
• Move BaseTool to main package and centralize tool description generation
• Raise an error if an LLM doesnt return a response
• Fix flows to support cycles and added in test
• Update how we name crews and fix missing config
• Update docs

• Update plot command for flow to crewai flow plot
• Add tomli so we can support 3.10
• Forward install command options to uv sync
• Improve tool text description and args
• Improve tooling and flow docs
• Update flows cli to allow you to easily add additional crews to a flow with crewai flow add-crew
• Fixed flows bug when using multiple start and listen(and_(..., ..., ...))

Updating crewai create commadn

• fix/fixed missing API prompt + CLI docs update
• chore(readme): fixing step for 'running tests' in the contribution
• support unsafe code execution. add in docker install and running checks
• Fix memory imports for embedding functions by

new --provider option on crewai crewat

• Fixing test post training
• Simplify flows
• Adapt crewai tool install <tool>
• Ensure original embedding config works
• Fix bugs
• Update docs - Including adding Cerebras LLM example configuration to LLM docs
• Drop unnecessary tests

What's Changed

• feat: add poetry.lock to uv migration
• fix tool calling issue

• UV migration
• Adapt Tools CLI to UV
• Add warning from Poetry -> UV
• CLI to allow for model selection & submitting API keys
• New Memory Base
• Fix Linting and Warnings
• Update Docs
• Bug fixesh

• New Flow feature
• Flow visualizer
• Create crewai create flow command
• Create crewai tool create <tool> command
• Add Git validations for publishing tools
• fix: JSON encoding date objects
• New Docs
• Update README
• Bug fixes

• Adding experimental Flows feature
• Fixing order of tasks bug
• Updating templates

• Ordering tasks properly
• Fixing summarization logic
• Fixing stop words logic
• Increases default max iterations to 20
• Fix crew's key after input interpolation
• Fixing Training Feature
• Adding initial tools API
• TYPOS
• Updating Docs

Fixes: #1359 #1355 #1353 #1356 and others