---
title: "Changelog"
description: "Product updates, improvements, and bug fixes for CrewAI"
icon: "clock"
mode: "wide"
---
## v1.14.6a1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.6a1)
## What's Changed
### Features
- Add Skills Repository with registry, cache, CLI, and SDK integration
- Generate categorized release notes for enterprise
### Bug Fixes
- Harden RuntimeState serialization across entity fields
- Bump idna to 3.15 to address security issue GHSA-65pc-fj4g-8rjx
- Remove `{" "}` JSX expressions breaking `` render
### Documentation
- Update changelog and version for v1.14.5
## Contributors
@akaKuruma, @alex-clawd, @greysonlalonde
## v1.14.5
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.5)
## What's Changed
### Features
- Deprecate `CrewAgentExecutor`, default Crew agents to `AgentExecutor`
- Improve Daytona sandbox tools
- Add `restore_from_state_id` kickoff parameter
- Add highlights to `ExaSearchTool`, rename from `EXASearchTool`
### Bug Fixes
- Fix memory leak in `git.py` by using `cached_property`
- Surface streamed tool calls when `available_functions` is absent
- Ensure `skills` loading events for traces
- Correct status endpoint path from `/{kickoff_id}/status` to `/status/{kickoff_id}`
- Restore missing code block in pt-BR first-flow guide
- Prevent `result_as_answer` from returning hook-block or error messages as final answer
- Preserve task outputs across async batch flush
- Always restore `task.output_pydantic` in finally block
- Handle `BaseModel` input in `convert_to_model`
### Documentation
- Update changelog and version for v1.14.5
- Add OSS upgrade & crew-to-flow migration guide
- Document additional env vars for devtools
- Add docs for `TavilyGetResearch`
### Refactoring
- Extract CLI into standalone `crewai-cli` package
## Contributors
@NIK-TIGER-BILL, @akaKuruma, @cgoeppinger, @github-actions[bot], @greysonlalonde, @heitorado, @irfaan101, @iris-clawd, @lorenzejay, @manisrinivasan2k1, @minasami-pr, @mislavivanda, @theCyberTech, @theishangoswami, @wishhyt
## v1.14.5a7
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.5a7)
## What's Changed
### Documentation
- Update changelog and version for v1.14.5a6
### Breaking Changes
- Deprecate function_calling_llm field
## Contributors
@greysonlalonde, @heitorado
## v1.14.5a6
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.5a6)
## What's Changed
### Bug Fixes
- Fix streamed tool calls when available_functions is absent
- Bump langsmith dependency to version >=0.8.0 to address GHSA-3644-q5cj-c5c7
- Resolve untranslated code block placeholders in Brazilian Portuguese documentation
### Documentation
- Add documentation for TavilyGetResearch
- Update changelog and version for v1.14.5a5
## Contributors
@greysonlalonde, @heitorado, @iris-clawd, @lorenzejay, @manisrinivasan2k1
## v1.14.5a5
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.5a5)
## What's Changed
### Features
- Deprecate CrewAgentExecutor, default Crew agents to AgentExecutor
- Improve Daytona sandbox tools
### Bug Fixes
- Fix missing code block in pt-BR first-flow guide
- Log HITL pre-review and distillation failures, add learn_strict
- Patch urllib3 for security vulnerabilities
- Patch gitpython and langchain-core; ignore unpatched paramiko CVE
- Refresh all published workspace packages on uv lock/sync
### Documentation
- Add migration guide for `inputs.id` to `restoreFromStateId`
- Add OSS upgrade and crew-to-flow migration guide
- Update changelog and version for v1.14.5a4
## Contributors
@akaKuruma, @greysonlalonde, @iris-clawd, @lorenzejay, @mislavivanda
## v1.14.5a4
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.5a4)
## What's Changed
### Features
- Update LLM listings
### Bug Fixes
- Fix dependency issue by moving `textual` to `crewai-cli` and adding `certifi`
### Documentation
- Update changelog and version for v1.14.5a3
## Contributors
@cgoeppinger, @greysonlalonde
## v1.14.5a3
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.5a3)
## What's Changed
### Bug Fixes
- Fix status endpoint path from /{kickoff_id}/status to /status/{kickoff_id}
- Bump gitpython dependency to version >=3.1.47 for security compliance
### Refactoring
- Extract CLI into standalone crewai-cli package
### Documentation
- Update changelog and version for v1.14.5a2
## Contributors
@greysonlalonde, @iris-clawd
## v1.14.5a2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.5a2)
## What's Changed
### Bug Fixes
- Fix task output restoration in finally block
- Include `thoughts_token_count` in completion tokens
- Preserve task outputs across async batch flush
- Forward kwargs to loader calls in `CrewAIRagAdapter`
- Prevent `result_as_answer` from returning hook-block message as final answer
- Prevent `result_as_answer` from returning error as final answer
- Use `acall` for output conversion in async paths
- Prevent shared LLM stop words mutation across agents
- Handle `BaseModel` input in `convert_to_model`
### Documentation
- Document additional environment variables
- Update changelog and version for v1.14.5a1
## Contributors
@NIK-TIGER-BILL, @greysonlalonde, @lorenzejay, @minasami-pr, @theCyberTech, @wishhyt
## v1.14.5a1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.5a1)
## What's Changed
### Features
- Add `restore_from_state_id` kickoff parameter
- Add highlights to ExaSearchTool and rename from EXASearchTool
### Bug Fixes
- Fix missing crewai pin sites in release flow
- Ensure skills loading events for traces
### Documentation
- Update changelog and version for v1.14.4
## Contributors
@akaKuruma, @github-actions[bot], @greysonlalonde, @lorenzejay, @theishangoswami
## v1.14.4
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.4)
## What's Changed
### Features
- Add support for custom persistence key in @persist
- Add Responses API support for Azure OpenAI provider
- Forward credential_scopes to Azure AI Inference client
- Add Vertex AI workload identity setup guide
- Add Tavily Research and get Research
- Add You.com MCP tools for search, research, and content extraction
### Bug Fixes
- Fix fall through when JSON regex match isn't valid JSON
- Fix to preserve tool_calls when response also contains text
- Fix to forward base_url and api_key to instructor.from_provider
- Fix to warn and return empty when native MCP server returns no tools
- Fix to use validated messages variable in non-streaming handlers
- Fix to guard crew chat description helpers against LLM failures
- Fix to reset messages and iterations between invocations
- Fix to forward trained-agents file through replay and test
- Fix to honor custom trained-agents file at inference
- Fix to bind task-only agents to crew for multimodal input_files
- Fix to serialize guardrail callables as null for JSON checkpointing
- Fix renaming of force_final_answer to avoid self-referential router
- Fix bump of litellm for SSTI fix; ignore unfixable pip CVE
### Documentation
- Update changelog and version for v1.14.4a1
- Add E2B Sandbox Tools page
- Add Daytona sandbox tools documentation
## Contributors
@EdwardIrby, @dependabot[bot], @factory-droid-oss, @factory-droid[bot], @greysonlalonde, @kunalk16, @lorenzejay, @lucasgomide, @manisrinivasan2k1, @mattatcha, @vinibrsl
## v1.14.4a1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.4a1)
## What's Changed
### Bug Fixes
- Fix crew chat description helpers against LLM failures.
- Reset messages and iterations between invocations in executor.
- Forward trained-agents file through replay and test in CLI.
- Honor custom trained-agents file at inference in agent.
- Bind task-only agents to crew to ensure multimodal input_files reach the LLM.
- Serialize guardrail callables as null for JSON checkpointing.
- Rename `force_final_answer` in agent_executor to avoid self-referential router.
- Bump `litellm` for SSTI fix and ignore unfixable pip CVE.
### Documentation
- Add E2B Sandbox Tools page.
- Add Daytona sandbox tools documentation.
- Add Vertex AI workload identity setup guide.
- Add You.com MCP tools for search, research, and content extraction.
- Update changelog and version for v1.14.3.
## Contributors
@EdwardIrby, @dependabot[bot], @factory-droid-oss, @factory-droid[bot], @greysonlalonde, @lorenzejay, @manisrinivasan2k1, @mattatcha
## v1.14.3
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.3)
## What's Changed
### Features
- Add lifecycle events for checkpoint operations
- Add support for e2b
- Fall back to DefaultAzureCredential when no API key is provided in Azure integration
- Add Bedrock V4 support
- Add Daytona sandbox tools for enhanced functionality
- Add checkpoint and fork support to standalone agents
### Bug Fixes
- Fix execution_id to be separate from state.id
- Resolve replay of recorded method events on checkpoint resume
- Fix serialization of initial_state class references as JSON schema
- Preserve metadata-only agent skills
- Propagate implicit @CrewBase names to crew events
- Merge execution metadata on duplicate batch initialization
- Fix serialization of Task class-reference fields for checkpointing
- Handle BaseModel result in guardrail retry loop
- Preserve thought_signature in Gemini streaming tool calls
- Emit task_started on fork resume and redesign checkpoint TUI
- Use future dates in checkpoint prune tests to prevent time-dependent failures
- Fix dry-run order and handle checked-out stale branch in devtools release
- Upgrade lxml to >=6.1.0 for security patch
- Bump python-dotenv to >=1.2.2 for security patch
### Documentation
- Update changelog and version for v1.14.3
- Add 'Build with AI' page and update navigation for all languages
- Remove pricing FAQ from build-with-ai page across all locales
### Performance
- Optimize MCP SDK and event types to reduce cold start by ~29%
### Refactoring
- Refactor checkpoint helpers to eliminate duplication and tighten state type hints
## Contributors
@MatthiasHowellYopp, @akaKuruma, @alex-clawd, @github-actions[bot], @github-advanced-security[bot], @greysonlalonde, @iris-clawd, @lorenzejay, @mattatcha, @renatonitta
## v1.14.3a3
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.3a3)
## What's Changed
### Features
- Add support for e2b
- Implement fallback to DefaultAzureCredential when no API key is provided
### Bug Fixes
- Upgrade lxml to >=6.1.0 to address security issue GHSA-vfmq-68hx-4jfw
### Documentation
- Remove pricing FAQ from build-with-ai page across all locales
### Performance
- Improve cold start time by ~29% through lazy-loading of MCP SDK and event types
## Contributors
@alex-clawd, @github-advanced-security[bot], @greysonlalonde, @iris-clawd, @lorenzejay, @mattatcha
## v1.14.3a2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.3a2)
## What's Changed
### Features
- Add support for bedrock V4
- Add Daytona sandbox tools for enhanced functionality
- Add 'Build with AI' page — AI-native docs for coding agents
- Add Build with AI to Get Started navigation and page files for all languages (en, ko, pt-BR, ar)
### Bug Fixes
- Fix propagation of implicit @CrewBase names to crew events
- Resolve issue with duplicate batch initialization in execution metadata merge
- Fix serialization of Task class-reference fields for checkpointing
- Handle BaseModel result in guardrail retry loop
- Bump python-dotenv to version >=1.2.2 for security compliance
### Documentation
- Update changelog and version for v1.14.3a1
- Update descriptions and apply actual translations
## Contributors
@MatthiasHowellYopp, @github-actions[bot], @greysonlalonde, @iris-clawd, @lorenzejay, @renatonitta
## v1.14.3a1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.3a1)
## What's Changed
### Features
- Add checkpoint and fork support to standalone agents
### Bug Fixes
- Preserve thought_signature in Gemini streaming tool calls
- Emit task_started on fork resume and redesign checkpoint TUI
- Correct dry-run order and handle checked-out stale branch in devtools release
- Use future dates in checkpoint prune tests to prevent time-dependent failures (#5543)
### Documentation
- Update changelog and version for v1.14.2
## Contributors
@alex-clawd, @greysonlalonde
## v1.14.2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.2)
## What's Changed
### Features
- Add checkpoint resume, diff, and prune commands with improved discoverability.
- Add `from_checkpoint` parameter to `Agent.kickoff` and related methods.
- Add template management commands for project templates.
- Add resume hints to devtools release on failure.
- Add deploy validation CLI and enhance LLM initialization ergonomics.
- Add checkpoint forking with lineage tracking.
- Enrich LLM token tracking with reasoning tokens and cache creation tokens.
### Bug Fixes
- Fix prompt on stale branch conflicts in devtools release.
- Patch vulnerabilities in `authlib`, `langchain-text-splitters`, and `pypdf`.
- Scope streaming handlers to prevent cross-run chunk contamination.
- Dispatch Flow checkpoints through Flow APIs in TUI.
- Use recursive glob for JSON checkpoint discovery.
- Handle cyclic JSON schemas in MCP tool resolution.
- Preserve Bedrock tool call arguments by removing truthy default.
- Emit flow_finished event after HITL resume.
- Fix various vulnerabilities by updating dependencies, including `requests`, `cryptography`, and `pytest`.
- Fix to stop forwarding strict mode to Bedrock Converse API.
### Documentation
- Document missing parameters and add Checkpointing section.
- Update changelog and version for v1.14.2 and previous release candidates.
- Add enterprise A2A feature documentation and update OSS A2A docs.
## Contributors
@Yanhu007, @alex-clawd, @github-actions[bot], @greysonlalonde, @iris-clawd, @lorenzejay, @lucasgomide
## v1.14.2rc1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.2rc1)
## What's Changed
### Bug Fixes
- Fix handling of cyclic JSON schemas in MCP tool resolution
- Fix vulnerability by bumping python-multipart to 0.0.26
- Fix vulnerability by bumping pypdf to 6.10.1
### Documentation
- Update changelog and version for v1.14.2a5
## Contributors
@greysonlalonde
## v1.14.2a5
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.2a5)
## What's Changed
### Documentation
- Update changelog and version for v1.14.2a4
## Contributors
@greysonlalonde
## v1.14.2a4
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.2a4)
## What's Changed
### Features
- Add resume hints to devtools release on failure
### Bug Fixes
- Fix strict mode forwarding to Bedrock Converse API
- Fix pytest version to 9.0.3 for security vulnerability GHSA-6w46-j5rx-g56g
- Bump OpenAI lower bound to >=2.0.0
### Documentation
- Update changelog and version for v1.14.2a3
## Contributors
@greysonlalonde
## v1.14.2a3
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.2a3)
## What's Changed
### Features
- Add deploy validation CLI
- Improve LLM initialization ergonomics
### Bug Fixes
- Override pypdf and uv to patched versions for CVE-2026-40260 and GHSA-pjjw-68hj-v9mw
- Upgrade requests to >=2.33.0 for CVE temp file vulnerability
- Preserve Bedrock tool call arguments by removing truthy default
- Sanitize tool schemas for strict mode
- Deflake MemoryRecord embedding serialization test
### Documentation
- Clean up enterprise A2A language
- Add enterprise A2A feature documentation
- Update OSS A2A documentation
- Update changelog and version for v1.14.2a2
## Contributors
@Yanhu007, @greysonlalonde
## v1.14.2a2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.2a2)
## What's Changed
### Features
- Add checkpoint TUI with tree view, fork support, and editable inputs/outputs
- Enrich LLM token tracking with reasoning tokens and cache creation tokens
- Add `from_checkpoint` parameter to kickoff methods
- Embed `crewai_version` in checkpoints with migration framework
- Add checkpoint forking with lineage tracking
### Bug Fixes
- Fix strict mode forwarding to Anthropic and Bedrock providers
- Harden NL2SQLTool with read-only default, query validation, and parameterized queries
### Documentation
- Update changelog and version for v1.14.2a1
## Contributors
@alex-clawd, @github-actions[bot], @greysonlalonde, @lucasgomide
## v1.14.2a1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.2a1)
## What's Changed
### Bug Fixes
- Fix emission of flow_finished event after HITL resume
- Fix cryptography version to 46.0.7 to address CVE-2026-39892
### Refactoring
- Refactor to use shared I18N_DEFAULT singleton
### Documentation
- Update changelog and version for v1.14.1
## Contributors
@greysonlalonde
## v1.14.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.1)
## What's Changed
### Features
- Add async checkpoint TUI browser
- Add aclose()/close() and async context manager to streaming outputs
### Bug Fixes
- Fix regex for template pyproject.toml version bumps
- Sanitize tool names in hook decorator filters
- Fix checkpoint handlers registration when CheckpointConfig is created
- Bump transformers to 5.5.0 to resolve CVE-2026-1839
- Remove FilteredStream stdout/stderr wrapper
### Documentation
- Update changelog and version for v1.14.1rc1
### Refactoring
- Replace hardcoded denylist with dynamic BaseTool field exclusion in spec gen
- Replace regex with tomlkit in devtools CLI
- Use shared PRINTER singleton
- Make BaseProvider a BaseModel with provider_type discriminator
## Contributors
@greysonlalonde, @iris-clawd, @joaomdmoura, @lorenzejay
## v1.14.1rc1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.1rc1)
## What's Changed
### Features
- Add async checkpoint TUI browser
- Add aclose()/close() and async context manager to streaming outputs
### Bug Fixes
- Fix template pyproject.toml version bumps using regex
- Sanitize tool names in hook decorator filters
- Bump transformers to 5.5.0 to resolve CVE-2026-1839
- Register checkpoint handlers when CheckpointConfig is created
### Refactoring
- Replace hardcoded denylist with dynamic BaseTool field exclusion in spec gen
- Replace regex with tomlkit in devtools CLI
- Use shared PRINTER singleton
- Make BaseProvider a BaseModel with provider_type discriminator
- Remove FilteredStream stdout/stderr wrapper
- Remove unused flow/config.py
### Documentation
- Update changelog and version for v1.14.0
## Contributors
@greysonlalonde, @iris-clawd, @joaomdmoura
## v1.14.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.0)
## What's Changed
### Features
- Add checkpoint list/info CLI commands
- Add guardrail_type and name to distinguish traces
- Add SqliteProvider for checkpoint storage
- Add CheckpointConfig for automatic checkpointing
- Implement runtime state checkpointing, event system, and executor refactor
### Bug Fixes
- Add SSRF and path traversal protections
- Add path and URL validation to RAG tools
- Exclude embedding vectors from memory serialization to save tokens
- Ensure output directory exists before writing in flow template
- Bump litellm to >=1.83.0 to address CVE-2026-35030
- Remove SEO indexing field causing Arabic page rendering
### Documentation
- Update changelog and version for v1.14.0
- Update quickstart and installation guides for improved clarity
- Add storage providers section, export JsonProvider
- Add AMP Training Tab guide
### Refactoring
- Clean up checkpoint API
- Remove CodeInterpreterTool and deprecate code execution parameters
## Contributors
@alex-clawd, @github-actions[bot], @greysonlalonde, @iris-clawd, @joaomdmoura, @lorenzejay, @lucasgomide
## v1.14.0a4
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.0a4)
## What's Changed
### Features
- Add guardrail_type and name to distinguish traces
- Add SqliteProvider for checkpoint storage
- Add CheckpointConfig for automatic checkpointing
- Implement runtime state checkpointing, event system, and executor refactor
### Bug Fixes
- Exclude embedding vectors from memory serialization to save tokens
- Bump litellm to >=1.83.0 to address CVE-2026-35030
### Documentation
- Update quickstart and installation guides for improved clarity
- Add storage providers section and export JsonProvider
### Performance
- Use JSONB for checkpoint data column
### Refactoring
- Remove CodeInterpreterTool and deprecate code execution params
## Contributors
@alex-clawd, @github-actions[bot], @greysonlalonde, @joaomdmoura, @lorenzejay, @lucasgomide
## v1.14.0a3
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.0a3)
## What's Changed
### Documentation
- Update changelog and version for v1.14.0a2
## Contributors
@joaomdmoura
## v1.14.0a2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.0a2)
Release 1.14.0a2
## v1.13.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.13.0)
## What's Changed
### Features
- Add RuntimeState RootModel for unified state serialization
- Enhance event listener with new telemetry spans for skill and memory events
- Add A2UI extension with v0.8/v0.9 support, schemas, and docs
- Emit token usage data in LLMCallCompletedEvent
- Auto-update deployment test repo during release
- Improve enterprise release resilience and UX
### Bug Fixes
- Add tool repository credentials to crewai install
- Add tool repository credentials to uv build in tool publish
- Pass fingerprint metadata via config instead of tool args
- Handle GPT-5.x models not supporting the `stop` API parameter
- Add GPT-5 and o-series to multimodal vision prefixes
- Bust uv cache for freshly published packages in enterprise release
- Cap lancedb below 0.30.1 for Windows compatibility
- Fix RBAC permission levels to match actual UI options
- Fix inaccuracies in agent-capabilities across all languages
### Documentation
- Add coding agent skills demo video to getting started pages
- Add comprehensive SSO configuration guide
- Add comprehensive RBAC permissions matrix and deployment guide
- Update changelog and version for v1.13.0
### Performance
- Reduce framework overhead with lazy event bus, skip tracing when disabled
### Refactoring
- Convert Flow to Pydantic BaseModel
- Convert LLM classes to Pydantic BaseModel
- Replace InstanceOf[T] with plain type annotations
- Remove unused third_party LLM directory
## Contributors
@alex-clawd, @dependabot[bot], @greysonlalonde, @iris-clawd, @joaomdmoura, @lorenzejay, @lucasgomide, @thiagomoretto
## v1.13.0a7
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.13.0a7)
## What's Changed
### Features
- Add A2UI extension with v0.8/v0.9 support, schemas, and docs
### Bug Fixes
- Fix multimodal vision prefixes by adding GPT-5 and o-series
### Documentation
- Update changelog and version for v1.13.0a6
## Contributors
@alex-clawd, @greysonlalonde, @joaomdmoura
## v1.13.0a6
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.13.0a6)
## What's Changed
### Documentation
- Fix RBAC permission levels to match actual UI options (#5210)
- Update changelog and version for v1.13.0a5 (#5200)
### Performance
- Reduce framework overhead by implementing a lazy event bus and skipping tracing when disabled (#5187)
## Contributors
@alex-clawd, @joaomdmoura, @lucasgomide
## v1.13.0a5
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.13.0a5)
## What's Changed
### Documentation
- Update changelog and version for v1.13.0a4
## Contributors
@greysonlalonde, @joaomdmoura
## v1.13.0a4
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.13.0a4)
## What's Changed
### Documentation
- Update changelog and version for v1.13.0a3
## Contributors
@greysonlalonde
## v1.13.0a3
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.13.0a3)
## What's Changed
### Features
- Emit token usage data in LLMCallCompletedEvent
- Extract and publish tool metadata to AMP
### Bug Fixes
- Handle GPT-5.x models not supporting the `stop` API parameter
### Documentation
- Fix inaccuracies in agent-capabilities across all languages
- Add Agent Capabilities overview and improve Skills documentation
- Add comprehensive SSO configuration guide
- Update changelog and version for v1.13.0rc1
### Refactoring
- Convert Flow to Pydantic BaseModel
- Convert LLM classes to Pydantic BaseModel
- Replace InstanceOf[T] with plain type annotations
- Remove unused methods
## Contributors
@dependabot[bot], @greysonlalonde, @iris-clawd, @lorenzejay, @lucasgomide, @thiagomoretto
## v1.13.0rc1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.13.0rc1)
## What's Changed
### Documentation
- Update changelog and version for v1.13.0a2
## Contributors
@greysonlalonde
## v1.13.0a2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.13.0a2)
## What's Changed
### Features
- Auto-update deployment test repo during release
- Improve enterprise release resilience and UX
### Documentation
- Update changelog and version for v1.13.0a1
## Contributors
@greysonlalonde
## v1.13.0a1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.13.0a1)
## What's Changed
### Bug Fixes
- Fix broken links in documentation workflow by pinning Node to LTS 22
- Bust the uv cache for freshly published packages in enterprise release
### Documentation
- Add comprehensive RBAC permissions matrix and deployment guide
- Update changelog and version for v1.12.2
## Contributors
@greysonlalonde, @iris-clawd, @joaomdmoura
## v1.12.2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.12.2)
## What's Changed
### Features
- Add enterprise release phase to devtools release
### Bug Fixes
- Preserve method return value as flow output for @human_feedback with emit
### Documentation
- Update changelog and version for v1.12.1
- Revise security policy and reporting instructions
## Contributors
@alex-clawd, @greysonlalonde, @joaomdmoura, @theCyberTech
## v1.12.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.12.1)
## What's Changed
### Features
- Add request_id to HumanFeedbackRequestedEvent
- Add Qdrant Edge storage backend for memory system
- Add docs-check command to analyze changes and generate docs with translations
- Add Arabic language support to changelog and release tooling
- Add modern standard Arabic translation of all documentation
- Add logout command in CLI
- Add agent skills
- Implement automatic root_scope for hierarchical memory isolation
- Implement native OpenAI-compatible providers (OpenRouter, DeepSeek, Ollama, vLLM, Cerebras, Dashscope)
### Bug Fixes
- Fix bad credentials for traces batch push (404)
- Resolve multiple bugs in HITL flow system
- Fix agent memory saving
- Resolve all strict mypy errors across crewai package
- Fix use of __router_paths__ for listener+router methods in FlowMeta
- Fix value error on no file support
- Correct litellm quarantine wording in docs
- Fix all mypy errors in crewai-files and add all packages to CI type checks
- Pin litellm upper bound to last tested version (1.82.6)
### Documentation
- Update changelog and version for v1.12.0
- Add CONTRIBUTING.md
- Add guide for using CrewAI without LiteLLM
## Contributors
@akaKuruma, @alex-clawd, @greysonlalonde, @iris-clawd, @joaomdmoura, @lorenzejay, @lucasgomide, @nicoferdi96
## v1.12.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.12.0)
## What's Changed
### Features
- Add Qdrant Edge storage backend for memory system
- Add docs-check command to analyze changes and generate docs with translations
- Add Arabic language support to changelog and release tooling
- Add modern standard Arabic translation of all documentation
- Add logout command in CLI
- Implement agent skills
- Implement automatic root_scope for hierarchical memory isolation
- Implement native OpenAI-compatible providers (OpenRouter, DeepSeek, Ollama, vLLM, Cerebras, Dashscope)
### Bug Fixes
- Fix bad credentials for traces batch push (404)
- Resolve multiple bugs in HITL flow system
- Resolve mypy errors in crewai-files and add all packages to CI type checks
- Resolve all strict mypy errors across crewai-tools package
- Resolve all mypy errors across crewai package
- Fix memory saving in agent
- Fix usage of __router_paths__ for listener+router methods in FlowMeta
- Raise value error on no file support
- Correct litellm quarantine wording in docs
- Use None check instead of isinstance for memory in human feedback learn
- Pin litellm upper bound to last tested version (1.82.6)
### Documentation
- Update changelog and version for v1.12.0
- Add CONTRIBUTING.md
- Add guide for using CrewAI without LiteLLM
### Refactoring
- Refactor to deduplicate sync/async task execution and kickoff in agent
- Simplify internal plumbing from litellm (token counting, callbacks, feature detection, errors)
## Contributors
@akaKuruma, @alex-clawd, @greysonlalonde, @iris-clawd, @joaomdmoura, @lorenzejay, @nicoferdi96
## v1.12.0a3
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.12.0a3)
## What's Changed
### Bug Fixes
- Fix bad credentials for traces batch push (404)
- Resolve multiple bugs in HITL flow system
### Documentation
- Update changelog and version for v1.12.0a2
## Contributors
@akaKuruma, @greysonlalonde
## v1.12.0a2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.12.0a2)
## What's Changed
### Features
- Add Qdrant Edge storage backend for memory system
### Documentation
- Update changelog and version for v1.12.0a1
## Contributors
@greysonlalonde
## v1.12.0a1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.12.0a1)
## What's Changed
### Features
- Add docs-check command to analyze changes and generate docs with translations
- Add Arabic language support to changelog and release tooling
- Add modern standard Arabic translation of all documentation
- Add native OpenAI-compatible providers (OpenRouter, DeepSeek, Ollama, vLLM, Cerebras, Dashscope)
- Add agent skills
- Add logout command in CLI
- Implement automatic root_scope for hierarchical memory isolation
### Bug Fixes
- Fix agent memory saving
- Resolve mypy errors in crewai-files and add all packages to CI type checks
- Resolve all strict mypy errors across crewai-tools package
- Resolve all mypy errors across crewai package
- Fix usage of __router_paths__ for listener+router methods in FlowMeta
- Pin litellm upper bound to last tested version (1.82.6)
- Raise value error on no file support
- Correct litellm quarantine wording in docs
### Documentation
- Add CONTRIBUTING.md
- Add guide for using CrewAI without LiteLLM
- Update changelog and version for v1.11.1
### Refactoring
- Refactor to deduplicate sync/async task execution and kickoff in agent
- Decouple internal plumbing from litellm (token counting, callbacks, feature detection, errors)
## Contributors
@alex-clawd, @greysonlalonde, @iris-clawd, @lorenzejay, @nicoferdi96
## v1.11.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.11.1)
## What's Changed
### Features
- Add flow_structure() serializer for Flow class introspection.
### Bug Fixes
- Fix security vulnerabilities by bumping pypdf, tinytag, and langchain-core.
- Preserve full LLM config across HITL resume for non-OpenAI providers.
- Prevent path traversal in FileWriterTool.
- Fix lock_store crash when redis package is not installed.
- Pass cache_function from BaseTool to CrewStructuredTool.
### Documentation
- Add publish custom tools guide with translations.
- Update changelog and version for v1.11.0.
- Add missing event listeners documentation.
### Refactoring
- Replace urllib with requests in pdf loader.
- Replace Any-typed callback and model fields with serializable types.
## Contributors
@alex-clawd, @danielfsbarreto, @dependabot[bot], @greysonlalonde, @lorenzejay, @lucasgomide, @mattatcha, @theCyberTech, @vinibrsl
## v1.11.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.11.0)
## What's Changed
### Documentation
- Update changelog and version for v1.11.0rc2
## Contributors
@greysonlalonde
## v1.11.0rc2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.11.0rc2)
## What's Changed
### Bug Fixes
- Enhance LLM response handling and serialization.
- Upgrade vulnerable transitive dependencies (authlib, PyJWT, snowflake-connector-python).
- Replace `os.system` with `subprocess.run` in unsafe mode pip install.
### Documentation
- Update Exa Search Tool page with improved naming, description, and configuration options.
- Add Custom MCP Servers in How-To Guide.
- Update OTEL collectors documentation.
- Update MCP documentation.
- Update changelog and version for v1.11.0rc1.
## Contributors
@10ishq, @greysonlalonde, @joaomdmoura, @lucasgomide, @mattatcha, @theCyberTech, @vinibrsl
## v1.11.0rc1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.11.0rc1)
## What's Changed
### Features
- Add Plus API token authentication in a2a
- Implement plan execute pattern
### Bug Fixes
- Resolve code interpreter sandbox escape issue
### Documentation
- Update changelog and version for v1.10.2rc2
## Contributors
@Copilot, @greysonlalonde, @lorenzejay, @theCyberTech
## v1.10.2rc2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.10.2rc2)
## What's Changed
### Bug Fixes
- Remove exclusive locks from read-only storage operations
### Documentation
- Update changelog and version for v1.10.2rc1
## Contributors
@greysonlalonde
## v1.10.2rc1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.10.2rc1)
## What's Changed
### Features
- Add release command and trigger PyPI publish
### Bug Fixes
- Fix cross-process and thread-safe locking to unprotected I/O
- Propagate contextvars across all thread and executor boundaries
- Propagate ContextVars into async task threads
### Documentation
- Update changelog and version for v1.10.2a1
## Contributors
@danglies007, @greysonlalonde
## v1.10.2a1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.10.2a1)
## What's Changed
### Features
- Add support for tool search, saving tokens, and dynamically injecting appropriate tools during execution for Anthropics.
- Introduce more Brave Search tools.
- Create action for nightly releases.
### Bug Fixes
- Fix LockException under concurrent multi-process execution.
- Resolve issues with grouping parallel tool results in a single user message.
- Address MCP tools resolutions and eliminate all shared mutable connections.
- Update LLM parameter handling in the human_feedback function.
- Add missing list/dict methods to LockedListProxy and LockedDictProxy.
- Propagate contextvars context to parallel tool call threads.
- Bump gitpython dependency to >=3.1.41 to resolve CVE path traversal vulnerability.
### Refactoring
- Refactor memory classes to be serializable.
### Documentation
- Update changelog and version for v1.10.1.
## Contributors
@akaKuruma, @github-actions[bot], @giulio-leone, @greysonlalonde, @joaomdmoura, @jonathansampson, @lorenzejay, @lucasgomide, @mattatcha
## v1.10.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.10.1)
## What's Changed
### Features
- Upgrade Gemini GenAI
### Bug Fixes
- Adjust executor listener value to avoid recursion
- Group parallel function response parts in a single Content object in Gemini
- Surface thought output from thinking models in Gemini
- Load MCP and platform tools when agent tools are None
- Support Jupyter environments with running event loops in A2A
- Use anonymous ID for ephemeral traces
- Conditionally pass plus header
- Skip signal handler registration in non-main threads for telemetry
- Inject tool errors as observations and resolve name collisions
- Upgrade pypdf from 4.x to 6.7.4 to resolve Dependabot alerts
- Resolve critical and high Dependabot security alerts
### Documentation
- Sync Composio tool documentation across locales
## Contributors
@giulio-leone, @greysonlalonde, @haxzie, @joaomdmoura, @lorenzejay, @mattatcha, @mplachta, @nicoferdi96
## v1.10.1a1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.10.1a1)
## What's Changed
### Features
- Implement asynchronous invocation support in step callback methods
- Implement lazy loading for heavy dependencies in Memory module
### Documentation
- Update changelog and version for v1.10.0
### Refactoring
- Refactor step callback methods to support asynchronous invocation
- Refactor to implement lazy loading for heavy dependencies in Memory module
### Bug Fixes
- Fix branch for release notes
## Contributors
@greysonlalonde, @joaomdmoura
## v1.10.1a1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.10.1a1)
## What's Changed
### Refactoring
- Refactor step callback methods to support asynchronous invocation
- Implement lazy loading for heavy dependencies in Memory module
### Documentation
- Update changelog and version for v1.10.0
### Bug Fixes
- Make branch for release notes
## Contributors
@greysonlalonde, @joaomdmoura
## v1.10.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.10.0)
## What's Changed
### Features
- Enhance MCP tool resolution and related events
- Update lancedb version and add lance-namespace packages
- Enhance JSON argument parsing and validation in CrewAgentExecutor and BaseTool
- Migrate CLI HTTP client from requests to httpx
- Add versioned documentation
- Add yanked detection for version notes
- Implement user input handling in Flows
- Enhance HITL self-loop functionality in human feedback integration tests
- Add started_event_id and set in eventbus
- Auto update tools.specs
### Bug Fixes
- Validate tool kwargs even when empty to prevent cryptic TypeError
- Preserve null types in tool parameter schemas for LLM
- Map output_pydantic/output_json to native structured output
- Ensure callbacks are ran/awaited if promise
- Capture method name in exception context
- Preserve enum type in router result; improve types
- Fix cyclic flows silently breaking when persistence ID is passed in inputs
- Correct CLI flag format from --skip-provider to --skip_provider
- Ensure OpenAI tool call stream is finalized
- Resolve complex schema $ref pointers in MCP tools
- Enforce additionalProperties=false in schemas
- Reject reserved script names for crew folders
- Resolve race condition in guardrail event emission test
### Documentation
- Add litellm dependency note for non-native LLM providers
- Clarify NL2SQL security model and hardening guidance
- Add 96 missing actions across 9 integrations
### Refactoring
- Refactor crew to provider
- Extract HITL to provider pattern
- Improve hook typing and registration
## Contributors
@dependabot[bot], @github-actions[bot], @github-code-quality[bot], @greysonlalonde, @heitorado, @hobostay, @joaomdmoura, @johnvan7, @jonathansampson, @lorenzejay, @lucasgomide, @mattatcha, @mplachta, @nicoferdi96, @theCyberTech, @thiagomoretto, @vinibrsl
## v1.9.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.9.0)
## What's Changed
### Features
- Add structured outputs and response_format support across providers
- Add response ID to streaming responses
- Add event ordering with parent-child hierarchies
- Add Keycloak SSO authentication support
- Add multimodal file handling capabilities
- Add native OpenAI responses API support
- Add A2A task execution utilities
- Add A2A server configuration and agent card generation
- Enhance event system and expand transport options
- Improve tool calling mechanisms
### Bug Fixes
- Enhance file store with fallback memory cache when aiocache is not available
- Ensure document list is not empty
- Handle Bedrock stop sequences properly
- Add Google Vertex API key support
- Enhance Azure model stop word detection
- Improve error handling for HumanFeedbackPending in flow execution
- Fix execution span task unlinking
### Documentation
- Add native file handling documentation
- Add OpenAI responses API documentation
- Add agent card implementation guidance
- Refine A2A documentation
- Update changelog for v1.8.0
### Contributors
@Anaisdg, @GininDenis, @Vidit-Ostwal, @greysonlalonde, @heitorado, @joaomdmoura, @koushiv777, @lorenzejay, @nicoferdi96, @vinibrsl
## v1.8.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.8.1)
## What's Changed
### Features
- Add A2A task execution utilities
- Add A2A server configuration and agent card generation
- Add additional transport mechanisms
- Add Galileo integration support
### Bug Fixes
- Improve Azure model compatibility
- Expand frame inspection depth to detect parent_flow
- Resolve task execution span management issues
- Enhance error handling for human feedback scenarios during flow execution
### Documentation
- Add A2A agent card documentation
- Add PII redaction feature documentation
### Contributors
@Anaisdg, @GininDenis, @greysonlalonde, @joaomdmoura, @koushiv777, @lorenzejay, @vinibrsl
## v1.8.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.8.0)
## What's Changed
### Features
- Add native async chain for a2a
- Add a2a update mechanisms (poll/stream/push) with handlers and config
- Introduce global flow configuration for human-in-the-loop feedback
- Add streaming tool call events and fix provider ID tracking
- Introduce production-ready Flows and Crews architecture
- Add HITL for Flows
- Improve EventListener and TraceCollectionListener for enhanced event handling
### Bug Fixes
- Handle missing a2a dependency as optional
- Correct error fetching for WorkOS login polling
- Fix wrong trigger name in sample documentation
### Documentation
- Update webhook-streaming documentation
- Adjust AOP to AMP documentation language
### Contributors
@Vidit-Ostwal, @greysonlalonde, @heitorado, @joaomdmoura, @lorenzejay, @lucasgomide, @mplachta
## v1.7.2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.7.2)
## What's Changed
### Bug Fixes
- Resolve connection issues
### Documentation
- Update api-reference/status docs page
### Contributors
@greysonlalonde, @heitorado, @lorenzejay, @lucasgomide
## v1.7.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.7.1)
## What's Changed
### Improvements
- Add `--no-commit` flag to bump command
- Use JSON schema for tool argument serialization
### Bug Fixes
- Fix error message display from response when tool repository login fails
- Fix graceful termination of future when executing a task asynchronously
- Fix task ordering by adding index
- Fix platform compatibility checks for Windows signals
- Fix RPM controller timer to prevent process hang
- Fix token usage recording and validate response model on stream
### Documentation
- Add translated documentation for async
- Add documentation for AOP Deploy API
- Add documentation for the agent handler connector
- Add documentation on native async
### Contributors
@Llamrei, @dragosmc, @gilfeig, @greysonlalonde, @heitorado, @lorenzejay, @mattatcha, @vinibrsl
## v1.7.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.7.0)
## What's Changed
### Features
- Add async flow kickoff
- Add async crew support
- Add async task support
- Add async knowledge support
- Add async memory support
- Add async support for tools and agent executor; improve typing and docs
- Implement a2a extensions API and async agent card caching; fix task propagation & streaming
- Add native async tool support
- Add async llm support
- Create sys event types and handler
### Bug Fixes
- Fix issue to ensure nonetypes are not passed to otel
- Fix deadlock in token store file operations
- Fix to ensure otel span is closed
- Use HuggingFaceEmbeddingFunction for embeddings, update keys and add tests
- Fix to ensure supports_tools is true for all supported anthropic models
- Ensure hooks work with lite agents flows
### Contributors
@greysonlalonde, @lorenzejay
## v1.6.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.6.1)
## What's Changed
### Bug Fixes
- Fix ChatCompletionsClient call to ensure proper functionality
- Ensure async methods are executable for annotations
- Fix parameters in RagTool.add, add typing, and tests
- Remove invalid parameter from SSE client
- Erase 'oauth2_extra' setting on 'crewai config reset' command
### Refactoring
- Enhance model validation and provider inference in LLM class
### Contributors
@Vidit-Ostwal, @greysonlalonde, @heitorado, @lorenzejay
## v1.6.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.6.0)
## What's Changed
### Features
- Add streaming result support to flows and crews
- Add gemini-3-pro-preview
- Support CLI login with Entra ID
- Add Merge Agent Handler tool
- Enhance flow event state management
### Bug Fixes
- Ensure custom rag store persist path is set if passed
- Ensure fuzzy returns are more strict and show type warning
- Re-add openai response_format parameter and add test
- Fix rag tool embeddings configuration
- Ensure flow execution start panel is not shown on plot
### Documentation
- Update references from AMP to AOP in documentation
- Update AMP to AOP
### Contributors
@Vidit-Ostwal, @gilfeig, @greysonlalonde, @heitorado, @joaomdmoura, @lorenzejay, @markmcd
## v0.203.2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.203.2)
## What's Changed
- Hotfix version bump from 0.203.1 to 0.203.2
## v1.5.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.5.0)
## What's Changed
### Features
- Add a2a trust remote completion status flag
- Fetch and store more data about Okta authorization server
- Implement before and after LLM call hooks in CrewAgentExecutor
- Expose messages to TaskOutput and LiteAgentOutputs
- Enhance schema description of QdrantVectorSearchTool
### Bug Fixes
- Ensure tracing instrumentation flags are correctly applied
- Fix custom tool documentation links and add Mintlify broken links action
### Documentation
- Enhance task guardrail documentation with LLM-based validation support
### Contributors
@danielfsbarreto, @greysonlalonde, @heitorado, @lorenzejay, @theCyberTech
## v1.4.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.4.1)
## What's Changed
### Bug Fixes
- Fix handling of agent max iterations
- Resolve routing issues for LLM model syntax to respected providers
### Contributors
@greysonlalonde
## v1.4.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.4.0)
## What's Changed
### Features
- Add support for non-AST plot routes
- Implement first-class support for MCP
- Add Pydantic validation dunder to BaseInterceptor
- Add support for LLM message interceptor hooks
- Cache i18n prompts for efficient use
- Enhance QdrantVectorSearchTool
### Bug Fixes
- Fix issues with keeping stopwords updated
- Resolve unpickleable values in flow state
- Ensure lite agents course-correct on validation errors
- Fix callback argument hashing to ensure caching works
- Allow adding RAG source content from valid URLs
- Make plot node selection smoother
- Fix duplicating document IDs for knowledge
### Refactoring
- Improve MCP tool execution handling with concurrent futures
- Simplify flow handling, typing, and logging; update UI and tests
- Refactor stop word management to a property
### Documentation
- Migrate embedder to embedding_model and require vectordb across tool docs; add provider examples (en/ko/pt-BR)
### Contributors
@danielfsbarreto, @greysonlalonde, @lorenzejay, @lucasgomide, @tonykipkemboi
## v1.3.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.3.0)
## What's Changed
### Features
- Refactor flow handling, typing, and logging
- Enhance QdrantVectorSearchTool
### Bug Fixes
- Fix Firecrawl tools and add tests
- Refactor use_stop_words to property and add check for stop words
### Documentation
- Migrate embedder to embedding_model and require vectordb across tool docs
- Add provider examples in English, Korean, and Portuguese
### Refactoring
- Improve flow handling and UI updates
### Contributors
@danielfsbarreto, @greysonlalonde, @lorenzejay, @lucasgomide, @tonykipkemboi
## v1.2.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.2.1)
## What's Changed
### Features
- Add support for Datadog integration
- Support apps and mcps in liteagent
### Documentation
- Describe mandatory environment variable for calling Platform tools for each integration
- Add Datadog integration documentation
### Contributors
@barieom, @lorenzejay, @lucasgomide, @sabrenner
## v1.2.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.2.0)
## What's Changed
### Bug Fixes
- Update default LLM model and improve error logging in LLM utilities
- Change flow visualization directory and method inspection
### Dropping Unused
- Remove aisuite
### Contributors
@greysonlalonde, @lorenzejay
## v1.1.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.1.0)
## What's Changed
### Features
- Enhance InternalInstructor to support multiple LLM providers
- Implement mypy plugin base
- Improve QdrantVectorSearchTool
### Bug Fixes
- Correct broken integration documentation links
- Fix double trace call and add types
- Pin template versions to latest
### Documentation
- Update LLM integration details and examples
### Refactoring
- Improve CrewBase typing
### Contributors
@cwarre33, @danielfsbarreto, @greysonlalonde, @lorenzejay
## v1.0.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.0.0)
## What's Changed
### Features
- Bump versions to 1.0.0
- Enhance knowledge and guardrail event handling in Agent class
- Inject tool repository credentials in crewai run command
### Bug Fixes
- Preserve nested condition structure in Flow decorators
- Add standard print parameters to Printer.print method
- Fix errors when there is no input() available
- Add a leeway of 10s when decoding JWT
- Revert bad cron schedule
- Correct cron schedule to run every 5 days at specific dates
- Use system PATH for Docker binary instead of hardcoded path
- Add CodeQL configuration to properly exclude template directories
### Documentation
- Update security policy for vulnerability reporting
- Add guide for capturing telemetry logs in CrewAI AMP
- Add missing /resume files
- Clarify webhook URL parameter in HITL workflows
### Contributors
@Vidit-Ostwal, @greysonlalonde, @heitorado, @joaomdmoura, @lorenzejay, @lucasgomide, @mplachta, @theCyberTech
## v1.0.0b3 (Pre-release)
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.0.0b3)
## What's Changed
### Features
- Enhance task guardrail functionality and validation
- Improve support for importing native SDK
- Add Azure native tests
- Enhance BedrockCompletion class with advanced features
- Enhance GeminiCompletion class with client parameter support
- Enhance AnthropicCompletion class with additional client parameters
### Bug Fixes
- Preserve nested condition structure in Flow decorators
- Add standard print parameters to Printer.print method
- Remove stdout prints and improve test determinism
### Refactoring
- Convert project module to metaclass with full typing
### Contributors
@greysonlalonde, @lorenzejay
## v1.0.0b2 (Pre-release)
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.0.0b2)
## What's Changed
### Features
- Enhance OpenAICompletion class with additional client parameters
- Improve event bus thread safety and async support
- Inject tool repository credentials in crewai run command
### Bug Fixes
- Fix issue where it errors out if there is no input() available
- Add a leeway of 10s when decoding JWT
- Fix copying and adding NOT_SPECIFIED check in task.py
### Documentation
- Ensure CREWAI_PLATFORM_INTEGRATION_TOKEN is mentioned in documentation
- Update triggers documentation
### Contributors
@Vidit-Ostwal, @greysonlalonde, @heitorado, @joaomdmoura, @lorenzejay, @lucasgomide
## v1.0.0b1 (Pre-release)
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.0.0b1)
## What's Changed
### Features
- Enhance OpenAICompletion class with additional client parameters
- Improve event bus thread safety and async support
- Implement Bedrock LLM integration
### Bug Fixes
- Fix issue with missing input() availability
- Resolve JWT decoding error by adding a leeway of 10 seconds
- Inject tool repository credentials in crewai run command
- Fix copy and add NOT_SPECIFIED check in task.py
### Documentation
- Ensure CREWAI_PLATFORM_INTEGRATION_TOKEN is mentioned in documentation
- Update triggers documentation
### Contributors
@Vidit-Ostwal, @greysonlalonde, @heitorado, @joaomdmoura, @lorenzejay, @lucasgomide
## v0.203.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.203.1)
## What's Changed
### Core Improvements & Fixes
- Fixed injection of tool repository credentials into the `crewai run` command
- Added a 10-second leeway when decoding JWTs to reduce token validation errors
- Corrected (then reverted) cron schedule fix intended to run jobs every 5 days at specific dates
### Documentation & Guides
- Updated security policy to clarify the process for vulnerability reporting
## v1.0.0a4 (Pre-release)
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.0.0a4)
## What's Changed
### Features
- Enhance knowledge and guardrail event handling in Agent class
- Introduce trigger listing and execution commands for local development
- Update documentation with new approach to consume Platform Actions
- Add guide for capturing telemetry logs in CrewAI AMP
### Bug Fixes
- Revert bad cron schedule
- Correct cron schedule to run every 5 days at specific dates
- Remove duplicate line and add explicit environment variable
- Resolve linting errors across the codebase
- Replace print statements with logger in agent and memory handling
- Use system PATH for Docker binary instead of hardcoded path
- Allow failed PyPI publish
- Match tag and release title, ignore devtools build for PyPI
### Documentation
- Update security policy for vulnerability reporting
- Add missing /resume files
- Clarify webhook URL parameter in HITL workflows
### Contributors
@Vidit-Ostwal, @greysonlalonde, @lorenzejay, @lucasgomide, @theCyberTech
## v1.0.0a1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.0.0a1)
## What's Changed
### Core Improvements & Fixes
- Fixed permission handling for `actions` in agent configuration
- Updated CI workflows and release publishing to support the new monorepo structure
- Bumped Python support to 3.13 and refreshed workspace metadata
### New Features & Enhancements
- Added `apps` and `actions` attributes to `Agent` for richer runtime control
- Merged the `crewai-tools` repository into the main workspace (monorepo)
- Bumped all packages to 1.0.0a1 to mark the alpha milestone
### Cleanup & Infrastructure
- Delivered a new CI pipeline with version pinning and publishing strategy
- Unified internal code to manage multiple packages coherently
## v0.201.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.201.1)
## What's Changed
### Core Improvements & Fixes
- Renamed Watson embedding provider to `watsonx` and refreshed environment variable prefixes
- Added ChromaDB compatibility for `watsonx` and `voyageai` embedding providers
### Cleanup & Deprecations
- Standardized environment variable prefixes for all embedding providers
- Bumped CrewAI to 0.201.1 and updated internal dependencies
## v0.201.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.201.0)
## What's Changed
### Core Improvements & Fixes
- Made the `ready` parameter optional in `_create_reasoning_plan`
- Fixed nested config handling for embedder configuration
- Added `batch_size` support to avoid token limit errors
- Corrected Quickstart documentation directory naming
- Resolved test duration cache issues and event exports
- Added fallback logic to crew settings
### New Features & Enhancements
- Introduced thread-safe platform context management
- Added `crewai uv` wrapper command to run `uv` from the CLI
- Enabled marking traces as failed for observability workflows
- Added custom embedding types and provider migration support
- Upgraded ChromaDB to v1.1.0 with compatibility fixes and type improvements
- Added Pydantic-compatible import validation and reorganized dependency groups
### Documentation & Guides
- Updated changelog coverage for recent releases (0.193.x series)
- Documented metadata support for LLM Guardrail events
- Added guidance for fallback behavior and configuration visibility
### Cleanup & Deprecations
- Resolved Ruff and MyPy issues across modules
- Improved type annotations and consolidated utilities
- Deprecated legacy utilities in favor of Pydantic-compatible imports
### Contributors
- @qizwiz (first contribution)
## v0.193.2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.193.2)
## What's Changed
- Updated pyproject templates to use the right version
## v0.193.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.193.1)
## What's Changed
- Series of minor fixes and linter improvements
## v0.193.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.193.0)
## Core Improvements & Fixes
- Fixed handling of the `model` parameter during OpenAI adapter initialization
- Resolved test duration cache issues in CI workflows
- Fixed flaky test related to repeated tool usage by agents
- Added missing event exports to `__init__.py` for consistent module behavior
- Dropped message storage from metadata in Mem0 to reduce bloat
- Fixed L2 distance metric support for backward compatibility in vector search
## New Features & Enhancements
- Introduced thread-safe platform context management
- Added test duration caching for optimized `pytest-split` runs
- Added ephemeral trace improvements for better trace control
- Made search parameters for RAG, knowledge, and memory fully configurable
- Enabled ChromaDB to use OpenAI API for embedding functions
- Added deeper observability tools for user-level insights
- Unified RAG storage system with instance-specific client support
## Documentation & Guides
- Updated `RagTool` references to reflect CrewAI native RAG implementation
- Improved internal docs for `langgraph` and `openai` agent adapters with type annotations and docstrings
## v0.186.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.186.1)
## What's Changed
- Fixed version not being found and silently failing reversion
- Bumped CrewAI version to 0.186.1 and updated dependencies in the CLI
## v0.186.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.186.0)
## What's Changed
- Refer to the GitHub release notes for detailed changes
## v0.177.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.177.0)
## 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
## v0.175.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.175.0)
## 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
## v0.165.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.165.1)
## 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
## v0.165.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.165.0)
## 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
## v0.159.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.159.0)
## 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
## v0.157.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.157.0)
## 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
## v0.152.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.152.0)
## 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
## v0.150.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.150.0)
## 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
## 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
## v0.148.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.148.0)
## 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
## v0.141.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.141.0)
## 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
## v0.140.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.140.0)
## 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
## v0.134.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.134.0)
## 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
## v0.130.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.130.0)
## 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
## v0.126.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.126.0)
### 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
## v0.121.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.121.1)
Bug fixes and better docs
## v0.121.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.121.0)
# 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
## v0.120.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.120.1)
## Whats New
* Fixes Interpolation with hyphens
## v0.120.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.120.0)
### 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
## v0.119.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.119.0)
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
## v0.118.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.118.0)
### 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.
## v0.117.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.117.1)
* build: upgrade crewai-tools
* upgrade liteLLM to latest version
* Fix Mem0 OSS
## v0.117.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.117.0)
# 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.
## v0.114.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.114.0)
# 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
## v0.108.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.108.0)
# 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
## v0.105.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.105.0)
**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.
## v0.102.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.102.0)
### 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.
## v0.100.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.100.0)
* 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
## v0.98.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.98.0)
* 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
## v0.95.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.95.0)
* 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
## v0.86.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.86.0)
* 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
## v0.85.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.85.0)
* 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
## v0.83.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.83.0)
* 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
## v0.80.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.80.0)
* Fixing Tokens callback replacement bug
* Fixing Step callback issue
* Add cached prompt tokens info on usage metrics
* Fix crew_train_success test
## v0.79.4
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.79.4)
Series of small bug fixes around llms support
## v0.79.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.79.0)
* 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
## v0.76.9
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.76.9)
* 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_(..., ..., ...))
## v0.76.2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.76.2)
Updating crewai create commadn
## v0.76.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.76.0)
* 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
## v0.75.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.75.1)
new `--provider` option on crewai crewat
## v0.75.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.75.0)
* Fixing test post training
* Simplify flows
* Adapt `crewai tool install `
* Ensure original embedding config works
* Fix bugs
* Update docs - Including adding Cerebras LLM example configuration to LLM docs
* Drop unnecessary tests
## v0.74.2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.74.2)
* feat: add poetry.lock to uv migration
* fix tool calling issue
## v0.74.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.74.0)
- 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
## v0.70.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.70.1)
* New Flow feature
* Flow visualizer
* Create `crewai create flow` command
* Create `crewai tool create ` command
* Add Git validations for publishing tools
* fix: JSON encoding date objects
* New Docs
* Update README
* Bug fixes
## v0.65.2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.65.2)
- Adding experimental Flows feature
- Fixing order of tasks bug
- Updating templates
## v0.64.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.64.0)
- 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
## v0.63.6
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.63.6)
- Updating projects templates
## v0.63.5
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.63.5)
- Bringing support to o1 family back, and any model that don't support stop words
- Updating dependencies
- Updating logs
- Updating docs
## v0.63.2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.63.2)
- Adding OPENAI_BASE_URL as fallback
- Adding proper LLM import
- Updating docs
## v0.63.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.63.1)
- Small bug fix for support future CrewAI deploy
## v0.63.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.63.0)
- New LLM class to interact with LLMs (leveraging LiteLLM)
- Adding support to custom memory interfaces
- Bringing GPT-4o-mini as the default model
- Updates Docs
- Updating dependencies
- Bug fixes
- Remove redundant task creation in `kickoff_for_each_async`
## v0.61.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.61.0)
- Updating dependencies
- Printing max rpm message in different color
- Updating all cassettes for tests
- Always ending on a user message - to better support certain models like bedrock ones
- Overall small bug fixes
## v0.60.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.60.0)
- Removing LangChain and Rebuilding Executor
- Get all of out tests back to green
- Adds the ability to not use system prompt use_system_prompt on the Agent
- Adds the ability to not use stop words (to support o1 models) use_stop_words on the Agent
- Sliding context window gets renamed to respect_context_window, and enable by default
- Delegation is now disabled by default
- Inner prompts were slightly changed as well
- Overall reliability and quality of results
- New support for:
- Number of max requests per minute
- A maximum number of iterations before giving a final answer
- Proper take advantage of system prompts
- Token calculation flow
- New logging of the crew and agent execution
## v0.55.2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.55.2)
* Adding ability for auto complete
* Add name and expected_output to TaskOutput
* New `crewai install` CLI
* New `crewai deploy` CLI
* Cleaning up of Pipeline feature
* Updated docs
* Dev experience improvements like bandit CI pipeline
* Fix bugs:
* Ability to use `planning_llm`
* Fix YAML based projects
* Fix Azure support
* Add support to Python 3.10
* Moving away from Pydantic v1
## v0.51.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.51.0)
- crewAI Testing / Evaluation - https://docs.crewai.com/core-concepts/Testing/
- Adding new sliding context window
- Allowing all attributes on YAML - https://docs.crewai.com/getting-started/Start-a-New-CrewAI-Project-Template-Method/#customizing-your-project
- Adding initial Pipeline Structure - https://docs.crewai.com/core-concepts/Pipeline/
- Ability to set LLM for planning step - https://docs.crewai.com/core-concepts/Planning/
- New crew run command - https://docs.crewai.com/getting-started/Start-a-New-CrewAI-Project-Template-Method/#running-your-project
- Saving file now dumps dict into JSON - https://docs.crewai.com/core-concepts/Tasks/#creating-directories-when-saving-files
- Using verbose settings for tool outputs
- Added new Github Templates
- New Vision tool - https://docs.crewai.com/tools/VisionTool/
- New DALL-E Tool - https://docs.crewai.com/tools/DALL-ETool/
- New MySQL tool - https://docs.crewai.com/tools/MySQLTool/
- New NL2SQL Tool - https://docs.crewai.com/tools/NL2SQLTool.md
- Bug Fixes:
- Bug with planning feature output
- Async tasks for hierarchical process
- Better pydantic output for non OAI models
- JSON truncation issues
- Fix logging types
- Only import AgentOps if the Env Key is set
- Sanitize agent roles to ensure valid directory names (Windows)
- Tools name shouldn't contain space for OpenAI
- A bunch of minor issues
## v0.41.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.41.1)
- Fix bug with planning feature
## v0.41.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.41.0)
- **[Breaking Change]** Type Safe output
- All crews and tasks now return a proper object TaskOuput and CrewOutput
- **[Feature]** New planning feature for crews (plan before act)
- by adding planning=True to the Crew instance
- **[Feature]** Introduced Replay Feature
- New CLI that allow you to list the tasks from last run and replay from a specific one
- **[Feature]** Ability to reset memory
- You can clean your crew memory before running it again
- **[Feature]** Add retry feature for LLM calls
- You can retry llm calls and not stop the crew execution
- **[Feature]** Added ability to customize converter
- **[Tool]** Enhanced tools with type hinting and new attributes
- **[Tool]** Added MultiON Tool
- **[Tool]** Fixed filecrawl tools
- **[Tool]** Fixed bug in Scraping tool
- **[Tools]** Bumped crewAI-tools dependency to version
- **[Bugs]** General bug fixes and improvements
- **[Bugs]** Telemetry fixes
- **[Bugs]** Spell check corrections
- **[Docs]** Updated documentation
## v0.36.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.36.0)
- Bug fix
- Updating Docs
- Updating native prompts
- Fixing TYPOs on the prompts
- Adding AgentOps native support
- Adding Firecrawl Tools
- Adding new ability to return a tool results as an agent result
- Improving coding Interpreter tool
- Adding new option to create your own corveter class (docs pending)
## v0.35.8
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.35.8)
- fixing embechain dependency issue
## v0.35.7
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.35.7)
- New @composiohq integration is out
- Documentation update
- Custom GPT Updated
- Adjusting manager verbosity level
- Bug fixes
## v0.35.5
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.35.5)
- Fix embedchain dependency
## v0.35.4
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.35.4)
- Updating crewai create CLI to use the new version
## v0.35.3
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.35.3)
- Code Execution Bug fixed
- Updating overall docs
- Bumping version of crewai-tools
- Bumping versions of many dependencies
- Overall bugfixes
## v0.35.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.35.0)
- Your agents can now execute code
- Bring Any 3rd-party agent, LlamaIndex, LangChain and Autogen agents can all be part of your crew now!
- Train you crew before you execute it and get consistent results! New CLI `crewai train -n X`
- Bug fixes and docs updates (still missing some new docs updates coming soon)
## v0.32.2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.32.2)
- Updating `crewai create` CLI to use the new version
- Fixing delegation agent matching
## v0.32.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.32.0)
- New `kickoff_for_each`, `kickoff_async` and `kickoff_for_each_async` methods for better control over the kickoff process
- Adding support for all LlamaIndex hub integrations
- Adding `usage_metrics` to full output or a crew
- Adding support to multiple crews on the new YAML format
- Updating dependencies
- Fixed Bugs and TYPOs
- Documentation updated
- Added search in docs
- Making gpt-4o the default model
- Adding new docs for LangTrace, Browserbase and Exa Search
- Adding timestamp to logging
## v0.30.11
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.30.11)
- Updating project generation template
## v0.30.8
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.30.8)
- Updating dependencies
- Small bug fixes on crewAI project structure
- Removing custom YAML parser for now
## v0.30.5
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.30.5)
- Making agent delegation more versatile for smaller models
## v0.30.4
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.30.4)
**Docs Update will follow** sorry about that and thank you for bearing with me, we are launching new docs soon!
➿ Fixing task callback
🧙 Ability to set a specific agent as manager instead of having crew create your one
📄 Ability to set system, prompt and response templates, so it works more reliable with opensource models (works better with smaller models)
👨💻 Improving json and pydantic output (works better with smaller models)
🔎 Improving tool name recognition (works better with smaller models)
🧰 Improvements for tool usage (works better with smaller models)
📃 Initial support to bring your own prompts
2️⃣ Fixing duplicating token calculator metrics
🪚 Adding couple new tools, Browserbase and Exa Search
📁 Ability to create directory when saving as file
🔁 Updating dependencies - double check tools
📄 Overall small documentation improvements
🐛 Smaller bug fixes (typos and such)
👬 Fixing co-worker / coworker issues
👀 Smaller Readme Updates
## v0.28.8
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.28.8)
- updating version used on crewai CLI
## v0.28.7
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.28.7)
- Bug fixes
- Updating crewAI tool version with bug fixes
## v0.28.5
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.28.5)
- Major Long term memory interpolation issue
- Updating tools package dependency with fixes
- Removing unnecessary certificate
## v0.28.2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.28.2)
- Major long term memory fix
## v0.28.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.28.1)
- Updating crewai-tools to 0.1.15
## v0.28.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.28.0)
- Not overriding LLM callbacks
- Adding `max_execution_time` support
- Adding specific memory docs
- Moving tool usage logging color to purple from yellow
- Updating Docs
## v0.27.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.27.0)
- 🧠 **Memory (shared crew memory)** - To enable it just add `memory=True` to your crew, it will work transparently and make outcomes better and more reliable, it's disable by default for now
- 🤚🏼 **Native Human Input Support:** [docs](https://docs.crewai.com/how-to/Human-Input-on-Execution/)
- 🌐 **Universal RAG Tools Support:** Any models, beyond just OpenAI. [Example](https://docs.crewai.com/tools/DirectorySearchTool/#custom-model-and-embeddings)
- 🔍 **Enhanced Cache Control:** Meet the ingenious cache_function attribute: [docs](https://docs.crewai.com/core-concepts/Tools/#custom-caching-mechanism)
- 🔁 **Updated crewai-tools Dependency:** Always in sync with the latest and greatest.
- ⛓️ **Cross Agent Delegation:** Smoother cooperation between agents.
- 💠 **Inner Prompt Improvements:** A finer conversational flow.
- 📝 **Improving tool usage with better parsing**
- 🔒 **Security improvements and updating dependencies**
- 📄 **Documentation improved**
- 🐛 **Bug fixes**
## v0.22.5
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.22.5)
- Other minor import issues on the new templates
## v0.22.4
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.22.4)
Fixing template issues
## v0.22.2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.22.2)
- Fixing bug on the new cli template
- Guaranteeing tasks order on new cli template
## v0.22.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.22.0)
- Adding initial CLI `crewai create` command
- Adding ability to agents and tasks to be defined using dictionaries
- Adding more clear agent logging
- Fixing bug Exceed maximum recursion depth bug
- Fixing docs
- Updating README
## v0.19.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.19.0)
- Efficiency in tool usage +1023.21%
- Mean tools used +276%
- Tool errors slashed by 67%, more reliable than ever.
- Delegation capabilities enhanced
- Ability to fallback to function calling by setting `function_calling_llm` to Agent or Crew
- Ability to get crew execution metrics after `kickoff` with `crew.usage_metrics`
- Adding ability for inputs being passed in kickoff now `crew.kickoff(inputs: {'key': 'value})`
- Updating Docs
## v0.16.3
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.16.3)
- Fixing overall bugs
- Making sure code is backwards compatible
## v0.16.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.16.0)
- Removing lingering `crewai_tools` dependency
- Adding initial support for inputs interpolation (missing docs)
- Adding ability to track tools usage, tools error, formatting errors, tokens usage
- Updating README
## v0.14.4
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.14.4)
- Updating timeouts
- Updating docs
- Removing crewai_tools as a mandatory
- Making agents memory-less by default for token count reduction (breaking change for people counting on this previously)
## v0.14.3
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.14.3)
- Fixing broken docs link
- Adding support for agents without tools
- Avoid empty task outputs
## v0.14.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.14.0)
All improvements from the v0.14.0rc.
- Support to export json and pydantic from opensource models
## v0.14.0rc
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.14.0rc0)
- Adding support to crewai-tools
- Adding support to format tasks output as Pydantic Objects Or JSON
- Adding support to save tasks ouput to a file
- Improved reliability for inter agent delegation
- Revamp tools usage logic to proper use function calling
- Updating internal prompts
- Supporting tools with no arguments
- Bug fixes
## v0.11.2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.11.2)
- Adding further error logging so users understand what is happening if a tool fails
## v0.11.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.11.1)
- It fixes a bug on the tool usage logic that was early caching the result even if there was an error on the usage, preventing it from using the tool again.
- It will also print any error message in red allowing the user to understand what was the problem with the tool.
## v0.11.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.11.0)
- Ability to set `function_calling_llm` on both the entire crew and individual agents
- Some early attempts on cost reduction
- Improving function calling for tools
- Updates docs
## v0.10.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.10.0)
- Ability to get `full_ouput` from crew kickoff with all tasks outputs
- Ability to set `step_callback` function for both Agents and Crews so you can get all intermediate steps
- Remembering Agent of the expected format after certain number of tool usages.
- New tool usage internals now using json, unlocking tools with multiple arguments
- Refactoring overall delegation logic, now way more reliable
- Fixed `max_inter` bug now properly forcing llm to answer as it gets to that
- Rebuilt caching structure, making sure multiple agents can use the same cache
- Refactoring Task repeated usage prevention logic
- Removing now unnecessary `CrewAgentOutputParser`
- Opt-in to share complete crew related data with the crewAI team
- Overall Docs update
## v0.5.5
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.5.5)
- Overall doc + readme improvements
- Fixing RPM controller being set unnecessarily
- Adding early stage anonymous telemetry for lib improvement
## v0.5.3
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.5.3)
- quick Fix for hierarchical manager
## v0.5.2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.5.2)
- Adding `manager_llm` for hierarchical process
- Improving `max_inter` and `max_rpm` logic
- Updating README and Docs
## v0.5.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.5.0)
This new version bring a lot of new features and improvements to the library.
## Features
- Adding Task Callbacks.
- Adding support for Hierarchical process.
- Adding ability to references specific tasks in another task.
- Adding ability to parallel task execution.
## Improvements
- Revamping Max Iterations and Max Requests per Minute.
- Developer experience improvements, docstrings and such.
- Small improvements and TYPOs.
- Fix static typing errors.
- Updated README and Docs.
## v0.1.32
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.1.32)
- Moving to LangChain 0.1.0
- Improving Prompts
- Adding ability to limit maximum number of iterations for an agent
- Adding ability to Request Per Minute throttling for both Agents and Crews
- Adding initial support for translations
- Adding Greek translation
- Improve code readability
- Starting new documentation with mkdocs
## v0.1.23
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.1.23)
- Many Reliability improvements
- Prompt changes
- Initial changes for supporting multiple languages
- Fixing bug on task repeated execution
- Better execution error handling
- Updating READMe
## v0.1.14
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.1.14)
- Adding tool caching a loop execution prevention. (@joaomdmoura)
- Adding more guidelines for Agent delegation. (@joaomdmoura)
- Updating to use new openai lib version. (@joaomdmoura)
- Adding verbose levels to the logger. (@joaomdmoura)
- Removing WIP code. (@joaomdmoura)
- A lot of developer quality of life improvements (Special thanks to @greysonlalonde).
- Updating to pydantic v2 (Special thanks to @greysonlalonde as well).
## v0.1.2
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.1.2)
- Adding ability to use other LLMs, not OpenAI
## v0.1.1
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.1.1)
# CrewAI v0.1.1 Release Notes
## What's New
- **Crew Verbose Mode**: Now allowing you to inspect a the tasks are being executed.
- **README and Docs Updates**: A series of minor updates on the docs
## v0.1.0
[View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.1.0)
# CrewAI v0.1.0 Release Notes
We are thrilled to announce the initial release of CrewAI, version 0.1.0! CrewAI is a framework designed to facilitate the orchestration of autonomous AI agents capable of role-playing and collaboration to accomplish complex tasks more efficiently.
## What's New
- **Initial Launch**: CrewAI is now officially in the wild! This foundational release lays the groundwork for AI agents to work in tandem, each with its own specialized role and objectives.
- **Role-Based Agent Design**: Define and customize agents with specific roles, goals, and the tools they need to succeed.
- **Inter-Agent Delegation**: Agents are now equipped to autonomously delegate tasks, enabling dynamic distribution of workload among the team.
- **Task Management**: Create and assign tasks dynamically with the flexibility to specify the tools needed for each task.
- **Sequential Processes**: Set up your agents to tackle tasks one after the other, ensuring organized and predictable workflows.
- **Documentation**: Start exploring CrewAI with our initial documentation that guides you through the setup and use of the framework.
## Enhancements
- Detailed API documentation for the `Agent`, `Task`, `Crew`, and `Process` classes.
- Examples and tutorials to help you build your first CrewAI application.
- Basic setup for collaborative and delegation mechanisms among agents.
## Known Issues
- As this is the first release, there may be undiscovered bugs and areas for optimization. We encourage the community to report any issues found during use.
## Upcoming Features
- **Advanced Process Management**: In future releases, we will introduce more complex processes for task management including consensual and hierarchical workflows.