CrewAI

What's Changed Features Add support for LiteLLM-compatible kwargs. Implement platform application search in CLI. Highlight action picker search in CLI. Trace conversation routes and public replies in flow. Select organization during login in CLI. Add offline jev routing and guardrail evaluation runner. Run integration app actions directly with call: tool. Promote AgentExecutor out of experimental status. Add Azure DocumentDB vector search integration. Add read-only notebook text loader and standard-library jsonl loader. Ensure crewAI eval keeps the evaluation's full data in the project. Enable...

What's Changed Bug Fixes Fix AGENTS.md to start the login process while evaluating and stop after three rounds. Documentation Update snapshot and changelog for v1.15.29. Contributors @joaomdmoura

What's Changed Features Add crewai eval command to report where a stopped model broke. Use LiteLLM catalog for context windows. Bug Fixes Fix flow to learn from resumed human feedback and preserve reviewed output types. Warn when non-empty apps resolve to zero platform tools. Fix flow add-crew to correctly find the package from pyproject. Show reasons for deployment failures and fix deploy remove and lockfile checks. Fix trigger list and payload requests timeout to 60 seconds. Read AMP's source_type during deploy push to ensure ZIP deployments use the new code. Decode local JSON files with UTF...

What's Changed Bug Fixes Fix ownership retention of rwlock when acquisition is interrupted. Resolve issue with documentation site source URLs not being preserved. Fix task output display in log-tasks-outputs to show actual output. Documentation Update snapshot and changelog for version v1.15.25. Contributors @Velmet44 , @Vidit-Ostwal , @joaomdmoura , @leilei3167 , @lorenzejay , @lux-liang

What's Changed Documentation Snapshot and changelog for v1.15.24 Contributors @lorenzejay

What's Changed Features Add crewai eval to print a markdown brief when run by an agent Queue relevant background replies Add experimental turn and reply identities Add Oracle Integrations Add experimental job lifecycle and runner Add crewai eval --models, and llm_overlay to swap models as well as roles Bug Fixes Fix train filename error message in CLI Allow a start step to re-run on the events it listens to Let human_feedback emit steps expose the review in outputs Ensure crewai eval exits with code 1 unless the gate passed and prompt to log in when nothing was traced unattended Report tracing...

What's Changed Features Add support for native Gemini 3.8 Flash Implement evaluation of the last traced run through AMP in crewai eval Record the last traced run for crewai eval instead of printing it Improve platform integration setup UX Prioritize popular platform integrations Enhance tracing task spans to include declared output format and results Bug Fixes Fix visibility of the panel for viewing traces Resolve issue with turning tracing on and add an Evaluate button in the TUI Retry throttled provider calls in LLM Fall back to synchronous calls from acall in Bedrock Print areas graded by t...

What's Changed Features Add Clipper integrations client Add now() to the CEL expression environment Record how a crew run ended for every user Report machine size as a coarse band, not a core count Add injectable client for CrewAI platform tools Bug Fixes Fix reading of octet-stream and xlsx URLs in urlreadtool Fix appending trailing user turn in native Gemini provider Normalize scheme and port in Ollama base URL Preserve reusable scope configs in memory Bump pypdf to 6.16.2 for security vulnerability Bump nltk to 3.10.3 for security vulnerability Fix native structured outputs for current Clau...

What's Changed Bug Fixes Fix legacy platform tool alias discovery Documentation Update snapshot and changelog for v1.15.19 Contributors @joaomdmoura , @vinibrsl

What's Changed Features Add declarative conversational flows documentation Synthesize built-in conversational methods for declarations Enable declarations to drive conversational mode Make conversational opt-in unmistakable Carry the AMP slug on tools resolved from a slug reference Handle oversized single messages during chunking Bug Fixes Fix usage of the URL hostname as MCP HTTP and SSE server_name Close the agent scope on every failed attempt Attribute tool errors to the tool that failed Pin SSRF checks to each redirect hop and peer IP Resolve issues with native tool calls broken over OpenA...

What's Changed Features Promote conversational flows to stable Record a created deployment with the given UUID Enhance conversational flow documentation and APIs Let a declaration name the router's response format Let a chat flow declare its own state shape Accept crew-style LLM config in a conversational declaration Report project creation with the minted ID Record whether a run had inputs, without recording the inputs Backfill project ID from every user-invoked project command Bug Fixes Preserve tool results when the final answer is empty Map default Claude Sonnet 4.6 to its 1M context windo...

What's Changed Features Introduce execution context management with UUID support Record what kind of exception ended a flow Record when a trace batch is shared with AMP Count deployments from any origin and record where they started Bug Fixes Record the running release on every emitted span Fix MySQL search table name validation Stop a failed turn from marking the next one as failed Documentation Add Frontend guides for CopilotKit and AG-UI Contributors @joaomdmoura , @lorenzejay , @ranst91 , @theCyberTech

What's Changed Features Report flow outcome, duration, and human-in-the-loop signals. Bug Fixes Emit FlowStartedEvent when a boundary hook aborts the flow. Scope span export to our own tracer provider. Bump torch to version 2.13.0 to address security vulnerability. Bump gitpython to version 3.1.58 in crewai-tools[github]. Refactoring Update date injection functionality in agents. Standardize CLI flags to kebab-case. Documentation Snapshot and changelog for v1.15.14. Contributors @Vidit-Ostwal , @joaomdmoura , @lorenzejay , @lucasgomide , @theCyberTech

What's Changed Features Split runtime context from coding agent and add project ID Documentation Update snapshot and changelog for v1.15.13 Contributors @joaomdmoura

What's Changed Features Bump Flow canary on release Add URLReadTool for reading arbitrary URLs Add app metadata to platform action tools Unify scaffolding under crewai create <resource> Bug Fixes Clarify conversational route/handler name collision errors Documentation Update scaffold AGENTS.md for unified create CLI Breaking Changes None Contributors @Vidit-Ostwal , @joaomdmoura , @lorenzejay , @lucasgomide , @theCyberTech

What's Changed Features Track interception-hook dispatches in telemetry Add project_id to link OSS usage to an enterprise account Surface AMP in AGENTS.md and detect coding agents in telemetry Add IBM Db2 search tool Bug Fixes Clear CodeQL incomplete URL substring sanitization alerts Bump aiohttp and cryptography to clear six GHSA advisories Report the real CEL error for failures inside map literals Correctly skip code CI for docs-only PRs Documentation Snapshot and changelog for v1.15.10 Contributors @PawanThakurIBM , @Vidit-Ostwal , @gabemilani , @joaomdmoura , @lorenzejay , @lucasgomide , @...

What's Changed Features Collect skill usage events Documentation Remove migrated AMP documentation Update security reporting guidelines Snapshot and changelog for v1.15.9 Contributors @gvieira , @joaomdmoura , @theCyberTech

What's Changed Features Surface tool failures instead of reporting them as success Emit FlowFailedEvent when a flow execution fails Implement progressive disclosure for skills Documentation Update snapshot and changelog for v1.15.8 Contributors @github-actions[bot], @joaomdmoura , @lorenzejay , @lucasgomide

What's Changed Features Add WaitTool for pausing on long-running jobs. Bug Fixes Fix FileWriterTool writes and address rough edges in file tool. Mark E2B_API_KEY as a required env var for E2B tools. Documentation Refresh model availability guidance. Contributors @github-actions[bot], @joaomdmoura , @lucasgomide , @oalami , @thiagomoretto

What's Changed Bug Fixes Fix detection of Anthropic preview tool-use blocks. Preserve strict tool schema property names. Dispatch execution_end hook on failed crew and flow executions. Handle async get_agent in load_agent_from_repository. Fix dependency resolution issues. Documentation Snapshot and changelog for v1.15.5. Contributors @alex-clawd , @iris-clawd , @lorenzejay , @lucasgomide , @theCyberTech , @vinibrsl

What's Changed Features Authenticate skill registry downloads Documentation Update snapshot and changelog for v1.15.4 Contributors @vinibrsl

What's Changed Features Add organization ID parameter to PlusAPI client. Add step interception points and rework execution hooks documentation around @on . Wire execution-boundary interception points. Add generic interception-hook dispatcher. Run declarative flows on the TUI (headless terminal fallback). Improve custom OpenAI URLs. Bug Fixes Fix null repository agent attributes. Fix after_llm_call hooks to prevent breaking native tool execution. Stop double-appending the turn reply when a handler trims history. Make tool-result caching opt-in instead of on by default. Stop rewriting the author...

What's Changed Bug Fixes Fix synchronization of kickoff-completed event with OUTPUT hook result Documentation Update snapshot and changelog for v1.15.3a1 Dependency Updates Bump setuptools to 0.83.0 to address PYSEC-2026-3447 Contributors @lucasgomide , @vinibrsl

What's Changed Features Add organization ID parameter to PlusAPI client Add step interception points and rework execution hooks documentation around @on Wire execution-boundary interception points Add generic interception-hook dispatcher Run declarative flows on the TUI (headless terminal fallback) Bug Fixes Sync kickoff-completed event with OUTPUT hook result Fix null repository agent attributes Ensure after_llm_call hooks do not break native tool execution Avoid double-append of the turn reply when a handler trims history Make tool-result caching opt-in instead of on by default Stop rewritin...

What's Changed Features Promote Skills Repository out of experimental status Documentation Add Flows in Studio documentation Contributors @jessemiller , @joaomdmoura , @vinibrsl

What's Changed Features Pull latest LLM models dynamically in the crew wizard. Support inline skill definitions. Add generated Flow Definition authoring skill. Support templated Flow action inputs. Add text helper for flow CEL prompts. Add text helper to flow skill example. Implement message setup and feedback handling in AgentExecutor. Add repository agents to flow definitions. Define stream frame protocol for flows. Type tool and app in CrewDefinition. Repoint template commands to crewAIInc-fde org. Bug Fixes Key model-catalog cache by exact API key, shorten TTL, and skip Ollama. Unify crewa...

What's Changed Features Add aiobotocore to the bedrock extra Document flow agent options Add text helper to flow skill example Add text helper for flow CEL prompts Add streaming docs to the navigation Bug Fixes Reject self-listening flow methods Documentation Update snapshot and changelog for v1.15.2a1 Squeeze AGENTS.md file Contributors @akaKuruma , @github-code-quality[bot], @lorenzejay , @vinibrsl

What's Changed Features Repoint template commands to crewAIInc-fde org Support inline skill definitions Define stream frame protocol for flows Add type tool and app in CrewDefinition Add generated Flow Definition authoring skill Bug Fixes Cut docs version navigation from Edge to prevent new pages from being dropped Documentation Document Cost Limit rule type in Agent Control Plane Drop CREWAI_LOG_FORMAT references from Datadog guide Contributors @danielfsbarreto , @joaomdmoura , @lorenzejay , @lucasgomide , @vinibrsl

What's Changed Features Initialize Git repositories for generated projects ( #6364 ) Require explicit CrewAI project definitions ( #6358 ) Open deployment page after CLI deploy ( #6343 ) Bug Fixes Fix deployment page link ID resolution ( #6365 ) Fix JSON crew template rendering ( #6359 ) Fix JSON crew version pin ( #6342 ) Fix SSRF redirect bypass in scraping fetches ( #6331 ) Documentation Improve open source positioning in README ( #6363 ) Improve coding agent setup call-to-action ( #6344 ) Add snapshot and changelog for version 1.15.1a1 ( #6362 ) Contributors @joaomdmoura , @lorenzejay , @o...

What's Changed Features Support conversational flows in the CLI TUI. Bug Fixes Fix symlink path traversal in skill archive extraction. Validate declarative flow definition paths. Documentation Update snapshot and changelog for v1.14.8a3. Contributors @lorenzejay , @theCyberTech , @vinibrsl

What's Changed Features Make declarative refs work across flows and crews ( #6326 ) Bug Fixes Fix JSON schema flow state kickoff inputs ( #6325 ) Documentation Nest One Card per Step under Crew Studio and drop rollout banner (AGE-107) ( #6317 ) Update snapshot and changelog for v1.14.8a4 ( #6319 ) Refactoring Remove StateProxy from flow state access ( #6327 ) Contributors @jessemiller , @vinibrsl

What's Changed Features Track conversational flow turn usage in telemetry Support conversational flows in the CLI TUI Add unified declarative flow loading Add declarative Flow CLI support Add optional if expression to each.do steps Add single agent action to Flow definitions Add crew actions to FlowDefinition Add inline crew definition loading Add each composite action to FlowDefinition Implement DMN mode support in crew creation and execution Bug Fixes Fix owner-only permissions enforcement on credential files Fix JSON schema flow state kickoff inputs Fix symlink path traversal in skill archi...

What's Changed Features Track TUI button telemetry Require explicit CrewAI project definitions Open deployment page after CLI deploy Bug Fixes Fix JSON crew template rendering Fix JSON crew version pin Fix SSRF redirect bypass in scraping fetches Documentation Improve coding agent setup CTA Snapshot and changelog for v1.15.0 Contributors @joaomdmoura , @lorenzejay , @theCyberTech , @vinibrsl

What's Changed Features Add unified declarative flow loading Improve crewai run startup UX Consolidate crewai run and crewai flow kickoff Keep flow method progress visible for nested crews Add declarative Flow CLI support Allow @router() as start method of a flow Add typed output schemas for CrewAI tools Bug Fixes Pin opentelemetry to ~=1.42.0 Documentation Add "One Card per Step" Studio page Contributors @jessemiller , @joaomdmoura , @lucasgomide , @vinibrsl

What's Changed Features Add optional if expression to each.do steps Bug Fixes Fix JSON crew issues Documentation Update snapshot and changelog for v1.14.8a Contributors @joaomdmoura , @vinibrsl

What's Changed Features Add single agent action to Flow definitions Validate flow CEL expressions at definition load time Documentation Add Datadog integration guide with importable operations dashboard Update snapshot and changelog for v1.14.8a1 Contributors @joaomdmoura , @lucasgomide , @vinibrsl

What's Changed Features Add script/code block action to FlowDefinition Add crew actions to FlowDefinition Add each composite action to FlowDefinition Implement DMN mode support in crew creation and execution Enhance memory reset functionality and JSON crew handling Add expressions to FlowDefinition actions Implement Flow definition run tools without Python code Drive human feedback from the flow definition Wire config and persistence from FlowDefinition into the runtime Add experimental crewai run --definition for flows Support ZIP deployment fallback and JSON crew project env runs Introduce J...

What's Changed Bug Fixes Gate restore on a flag to prevent live snapshots from replaying as resume Documentation Update changelog and version for v1.14.7rc1 Contributors @greysonlalonde

What's Changed Features Add pluggable default backends for memory, knowledge, rag, and flow. Surface real finish_reason, sampling params, and response.id on LLM events. Type DSL triggers as route-aware decorators. Add chat API for conversational flows. Make locking backend overridable. Build FlowDefinition from Flow DSL metadata. Add native Snowflake Cortex LLM provider. Add crew trained agents file support. Bug Fixes Fix checkpoint to rebuild custom BaseLLM as concrete LLM on restore. Gate restore on a flag to prevent live snapshots from replaying as resume. Scope runtime state per run to bou...

What's Changed Features Add reset_runtime_state to release accumulated bus state Handle supporting both custom prompts Decouple conversation logic from runtime and add a conversational_definition Bug Fixes Fix scope of runtime state per run to bound growth and isolate concurrent runs Fix telemetry setup on crewai-login Fix respect for suppress_flow_events for method-execution events Documentation Update OpenTelemetry images Update documentation to reflect new state of OpenTelemetry collector Update changelog and version for v1.14.7a4 Refactoring Simplify flow condition evaluation to be statele...

What's Changed Features Migrate @listen/ @router runtime to read from FlowDefinition Add pluggable default backends for memory, knowledge, rag, and flow Documentation Update changelog and version for v1.14.7a3 Contributors @greysonlalonde , @mattatcha , @vinibrsl

What's Changed Bug Fixes Fix exposure of ask_for_human_input on experimental AgentExecutor Resolve pip-audit CVEs for aiohttp , docling , docling-core , and pip Refactoring Migrate @start to read from FlowDefinition Documentation Update changelog and version for v1.14.7a2 Contributors @greysonlalonde , @lorenzejay , @vinibrsl

What's Changed Features Add crew trained agents file support Add native Snowflake Cortex LLM provider Add Databricks integration guide Add Snowflake integration guide Bug Fixes Fix CLI by restoring [project.scripts] in crewai package for UV tool install Resolve file input reliability issues Fix incomplete tool result histories in Snowflake Claude Handle stringified tool calls for Snowflake Claude Re-arm multi-source or_ listeners across router-driven cycles Performance Improve crewai import speed by lazy-loading docling imports Refactoring Split flow.py into DSL, definition, and runtime Contri...