> ## Documentation Index > Fetch the complete documentation index at: https://docs.crewai.com/llms.txt > Use this file to discover all available pages before exploring further. # Changelog > Product updates, improvements, and bug fixes for CrewAI **Oct 23, 2026** ## v1.15.29 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.29) ## 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 crewAI eval to run the crew itself for verdict from one command. * Allow crewAI eval to export evaluations as files. ### Bug Fixes * Fix platform integration token derivation from login. * Resolve logging issues by preserving JSON logs on serialization errors. * Skip non-UTF-8 cached skill metadata. * Fix tool actions to honor failure policies and get fresh usage budgets per kickoff. * Prevent private memories without a source from leaking to every recall. * Fix memory record retrieval order in LanceDBStorage. * Restore task description when replanning fails. * Stop agents from repeating the same tool call. * Escape scope and id values in LanceDB filters. ### Documentation * Update broken links in crewAI examples and observability guides. * Fix dead links in tools documentation. ### Refactoring * Refactor context compaction to be a BaseLLM capability. ## Contributors @Akaliup, @Arxsher, @Copilot, @D41910, @LindseyZ1205, @RaycarlLei, @Rohitkanithi, @Sakura-798, @Vidit-Ostwal, @Wilson0511, @Winoren, @abdullahajaz14, @bballhaus, @gabemilani, @iris-clawd, @joaomdmoura, @leom1919, @lorenzejay, @marcreniel, @mattatcha, @reubenjrouse, @rohitkanithi, @sandeepsnairms, @stepchanges, @subhashpolisetti, @theCyberTech, @vatsalyd **Oct 14, 2026** ## v1.15.28 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.28) ## 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-8 BOM in rag. * Allow image input\_files for OpenAI GPT-6 Sol/Luna/Astra. * Emit call completed event for streamed anthropic tool calls. * Stop JSON-schema models from warning about BaseModel-shadowing fields. * Preserve native tool aborts and post-hook cache identity. * Refresh LiteLLM catalog after the version-bump PR merges. * Repair rotted evaluator regression tests. ### Documentation * Consolidate improvements in MongoDB documentation. * Correct deploy and platform-tool guidance in AGENTS.md. * Fix README imports for RagTool and XMLSearchTool. ## Contributors @SIDDARTHAREDDY8, @Vidit-Ostwal, @joaomdmoura, @kimnamu, @lorenzejay, @norareidy, @shaikn6, @zouyonghe **Oct 09, 2026** ## v1.15.27 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.27) ## What's Changed ### Features * Add XPU to OpenCLIP provider device options * Add deepinfra as an OpenAI-compatible provider * Record why an evaluation stopped before its verdict * Record what the run app's Deploy met before an attempt * Implement per-run cost and time tracking in crewai eval --models without repeated progress lines ### Bug Fixes * Fix issue where stopSequences were sent to OpenAI GPT-6/GPT-5.6/gpt-oss * Preserve GitHub loader source attribution * Fix SQLite flow initialization contention ### Documentation * Add snapshot and changelog for v1.15.26 ## Contributors @StoyanD, @ats3v, @joaomdmoura, @kimnamu, @lorenzejay, @mhbuehler, @zouyonghe **Oct 08, 2026** ## v1.15.26 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.26) ## 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 **Oct 07, 2026** ## v1.15.25 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.25) ## What's Changed ### Documentation * Snapshot and changelog for v1.15.24 ## Contributors @lorenzejay **Oct 07, 2026** ## v1.15.24 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.24) ## 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 sent usage from the grant exporter * Address multiple dependency advisories and update relevant packages ### Refactoring * Move message summarization into SummarizeMessages * Centralize and refresh context windows ## Contributors @Velmet44, @Vidit-Ostwal, @dependabot\[bot], @fileames, @gabemilani, @github-actions\[bot], @joaomdmoura, @lorenzejay **Sep 28, 2026** ## v1.15.23 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.23) ## 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 the evaluation in CLI * Ensure link is shown after finalizing traces * Keep Selenium driver reusable * Close S3 response bodies properly * Collapse multimodal content with shared helper * Match roles in LLM overlay that differ only by surrounding whitespace * Close SQLite connections in flow persistence and SQLite provider * Preserve directory listing paths ### Documentation * Update guides for assistants to platform tools ## Contributors @Copilot, @Mairaarshad19, @SharoonSharif, @Vidit-Ostwal, @gaoanze888, @joaomdmoura, @lorenzejay, @sclfcz, @stepchanges, @vinibrsl **Sep 16, 2026** ## v1.15.22 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.22) ## What's Changed ### Features * Support aliases as connection identifiers * Record reasons for deployment creation failures * Collect human feedback and pause events in tracing * Add `llm_overlay` context variable to route agent roles to models * Carry `task_prompt` and output in agent execution payloads * Validate platform integrations during crew setup * Add platform tools to JSON crew wizard * Expose CrewAI Platform application catalog * Add OpenRouter as a supported embedding provider ### Bug Fixes * Accept CRLF in inline skill definitions * Load text file URLs through the safe fetcher * Close SQLite connections in kickoff task outputs storage * Carry `from_cache` on the native tool path's `ToolUsageFinishedEvent` * Raise `ValueError` instead of bare raise in uploader * Support non-primitive types in SQLiteFlowPersistence * Improve coding agents instructions * Read JSON checkpoints as UTF-8 * Overwrite stale `poetry.lock` backup on Windows * Key streamed tool calls by wire index in Azure * Preserve file data content parts in Gemini * Honor `read_only` on `update()` and `recall()` access times * Send `reasoning_effort` to every OpenAI reasoning model * Prevent crashes in the run TUI when streamed output contains a literal `[...]` * Reject replay when stored tasks differ * Use `sys.platform` guards for mypy compatibility on Windows * Request the forced final answer as a user turn * Keep null in the task output schema embedded in the prompt * Align `DOCXSearchTool` with standard RAG fixed schema pattern ### Documentation * Add `xpu` to embedding device options * List all workspace packages ## Contributors @ASTion24, @BlueX888, @HUAN2022A, @RaycarlLei, @Rohitkanithi, @SWAPI03, @SharoonSharif, @ShivangiRay, @Theater-ahyeon, @Vidit-Ostwal, @gamal1osama, @github-actions\[bot], @joaomdmoura, @lorenzejay, @mhbuehler, @modusensus, @monkscode, @rohitkanithi, @roli-lpci, @vinibrsl, @wangtaotaotao95 **Sep 09, 2026** ## v1.15.21 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.21) ## What's Changed ### Features * Add telemetry to track checkpoint runtime and CLI usage. ### Bug Fixes * Fix gateway errors reported inside an HTTP 200 response. * Keep deploy push on the AMP create source. * Report scrape failures instead of raising IndexError in the Oxylabs integration. * Route all DashScope models through the native provider. * Persist JSON checkpoints as UTF-8. * Drop stray \$ in f-string search URLs for BrightData. * Support list-form type arrays in JSON schema conversion. * Correct gpt-4o-mini context window from 200000 to 128000. * Preserve streaming tool call arguments at contentBlockStop. * Make pre-commit hooks portable on Windows. ### Documentation * Clarify that tracing is managed separately from telemetry. * Fix parallel search reference link. * Remove stale parameters from handle\_llm\_stream\_chunk docstring. * Fix streaming output docstring examples. * Use organization UUIDs in the skill install reference. ## Contributors @Alphaxiaoteng, @DrewWhittleNZ, @Ghraven, @Shxiao101, @Vaishnavi220506, @Vidit-Ostwal, @danielfsbarreto, @georgeatparallel, @github-actions\[bot], @jessemiller, @joaomdmoura, @kimnamu, @kiwoongyoon, @liang0417, @lorenzejay, @oxy-giedrius, @simpleqt, @uoparaji **Sep 04, 2026** ## v1.15.20 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.20) ## What's Changed ### Bug Fixes * Fix legacy platform tool alias discovery ### Documentation * Update snapshot and changelog for v1.15.19 ## Contributors @joaomdmoura, @vinibrsl **Sep 04, 2026** ## v1.15.19 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.19) ## 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 Claude models and Snowflake CVE floor * Run model call hooks on every path and propagate a deny ### Documentation * Remove `CodeInterpreterTool` from AI/ML overview examples * Point `prompt-template` link at its current path * Update channels guide to current CopilotKit channels API * Refresh retired Gemini model IDs ## Contributors @Vidit-Ostwal, @a-yeyang, @github-actions\[bot], @hvlcrs, @joaomdmoura, @kikifrost, @lorenzejay, @lucasgomide, @parthiban-sivakumar, @ranst91, @tandede, @thiagomoretto, @vinibrsl **Aug 27, 2026** ## v1.15.18 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.18) ## 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 window * Raise Anthropic default max\_tokens for large tool calls * Render message content parts as text, not as a Python repr * Keep message roles when Agent.kickoff gets a conversation * Skip interception hooks on crewai-internal flows * Record task failures as failures, not successes * Emit the flow lifecycle on a suppressed resume * Open the conversational TUI for a declarative chat flow * Record crew\_memory as a string, not a bool * Always emit project\_id so absent and empty stay distinct ### Documentation * Clarify Arize Phoenix observability docs ## Contributors @Vidit-Ostwal, @arizedatngo, @joaomdmoura, @lorenzejay, @lucasgomide **Aug 19, 2026** ## v1.15.17 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.17) ## 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 OpenAI Responses API ### Documentation * Update documentation with a snapshot and changelog for v1.15.16 ## Contributors @Copilot, @Vidit-Ostwal, @github-code-quality\[bot], @joaomdmoura, @lorenzejay, @lucasgomide, @theCyberTech **Aug 13, 2026** ## v1.15.16 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.16) ## 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 **Aug 11, 2026** ## v1.15.15 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.15) ## 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 **Aug 08, 2026** ## v1.15.14 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.14) ## 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 **Aug 07, 2026** ## v1.15.13 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.13) ## What's Changed ### Bug Fixes * Fix preservation of provider on LiteLLM-routed models. * Harden brittle LLM event-bus mocks. * Fix underreporting of Anthropic cache token usage. * Bump h2 to version 4.4.1 to address security vulnerability GHSA-6hr6-w5qg-qmwg. ### Documentation * Add DOCS\_TRANSLATIONS workflow for locale synchronization. * Fix broken README links, table of contents, and contribution guidance. * Snapshot and changelog for version 1.15.12. ## Contributors @Vidit-Ostwal, @joaomdmoura, @lucasgomide, @theCyberTech **Aug 05, 2026** ## v1.15.12 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.12) ## 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 ` ### 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 **Aug 04, 2026** ## v1.15.11 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.11) ## 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, @theCyberTech **Jul 31, 2026** ## v1.15.10 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.10) ## 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 **Jul 29, 2026** ## v1.15.9 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.9) ## 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 **Jul 28, 2026** ## v1.15.8 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.8) ## 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 **Jul 26, 2026** ## v1.15.7 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.7) ## What's Changed ### Bug Fixes * Resolve registry skills through the runtime's CrewAI+ client * Recover from the GPT-5.6 tools + reasoning\_effort 400 * Make tool calling work on the Responses API path * Route responses-only models instead of failing with 404 * Bump bedrock-agentcore to patch CVE-2026-16796 ### Observability * Emit skill usage events at runtime for observability ### Documentation * Add snapshot and changelog for v1.15.7a1 ## Contributors @alex-clawd, @joaomdmoura, @lorenzejay **Jul 26, 2026** ## v1.15.7a1 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.7a1) ## What's Changed ### Bug Fixes * Fix registry skills resolution through the runtime's CrewAI+ client. * Recover from the GPT-5.6 tools and reasoning\_effort 400 errors. * Make tool calling work on the Responses API path. * Route responses-only models to prevent 404 errors. * Bump bedrock-agentcore dependency to patch CVE-2026-16796. ### Observability * Emit skill usage events at runtime for improved observability. ### Documentation * Snapshot and changelog updates for version 1.15.6. ## Contributors @alex-clawd, @joaomdmoura, @lorenzejay **Jul 24, 2026** ## v1.15.6 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.6) ## 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 **Jul 20, 2026** ## v1.15.5 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.5) ## What's Changed ### Features * Authenticate skill registry downloads ### Documentation * Update snapshot and changelog for v1.15.4 ## Contributors @vinibrsl **Jul 17, 2026** ## v1.15.4 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.4) ## What's Changed ### Features * Promote Skills Repository out of experimental status ### Documentation * Add Flows in Studio documentation ## Contributors @jessemiller, @joaomdmoura, @vinibrsl **Jul 16, 2026** ## v1.15.3 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.3) ## 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 rewriting the authored tool description at construction * Expose token usage under both names on agent and crew results * Report per-call usage metrics on kickoff results * Stop replaying previous turn's intent when route\_turn() returns falsy ### Documentation * Update execution hooks grouping and document all hook contexts ## Contributors @joaomdmoura, @lorenzejay, @lucasgomide, @vinibrsl **Jul 16, 2026** ## v1.15.3a2 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.3a2) ## 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 **Jul 16, 2026** ## v1.15.3a1 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.3a1) ## 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 authored tool description at construction. * Expose token usage under both names on agent and crew results. * Report per-call usage metrics on kickoff results. * Stop replaying the previous turn's intent when `route_turn()` returns falsy. * Drain memory writes before kickoff and flow completion events. ### Documentation * Group execution hooks and document all hook contexts. * Update documentation for execution hooks. ## Contributors @joaomdmoura, @lorenzejay, @lucasgomide, @vinibrsl **Jul 07, 2026** ## v1.15.2 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.2) ## 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 `crewai run` flow input resolution and prompt from the state schema. * Resolve pip-audit failures for onnx 1.22.0 and nltk PYSEC-2026-597. * Ensure we are writing version for flows. * Include aiobotocore in the bedrock extra. * Reject self-listening flow methods. * Cut docs version nav from Edge so new pages aren't dropped. ### Documentation * Update language from Rules to Policies to match new dashboard changes. * Document flow agent options. * Add streaming docs to the navigation. * Document Cost Limit rule type in Agent Control Plane. * Drop CREWAI\_LOG\_FORMAT references from Datadog guide. ## Contributors @akaKuruma, @danielfsbarreto, @github-code-quality\[bot], @joaomdmoura, @lorenzejay, @lucasgomide, @manisrinivasan2k1, @renatonitta, @vinibrsl **Jul 01, 2026** ## v1.15.2a2 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.2a2) ## 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 **Jun 30, 2026** ## v1.15.2a1 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.2a1) ## 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 **Jun 26, 2026** ## v1.15.1 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.1) ## 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, @oalami, @theCyberTech, @vinibrsl **Jun 26, 2026** ## v1.15.1a1 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.1a1) ## 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 **Jun 25, 2026** ## v1.15.0 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.15.0) ## 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 archive extraction * Aggregate token usage across all LLM calls * Remove duplicated Exa tool * Resolve JSON crew issues * Fix JSON crew handling and enhance memory reset functionality ### Documentation * Update installation and quickstart documentation for JSON-first crew projects * Add Datadog integration guide with importable operations dashboard * Add "One Card per Step" Studio page * Add snapshots and changelogs for previous versions leading to v1.15.0 ### Performance * Improve crewai run startup UX * Keep flow method progress visible for nested crews ### Refactoring * Remove `StateProxy` from flow state access * Consolidate `crewai run` and `crewai flow kickoff` * Discriminate FlowDefinition state types * Wire config and persistence from FlowDefinition into the runtime ## Contributors @gabemilani, @github-code-quality\[bot], @greysonlalonde, @iris-clawd, @jessemiller, @joaomdmoura, @lorenzejay, @lucasgomide, @theCyberTech, @vinibrsl **Jun 24, 2026** ## v1.14.8a5 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.8a5) ## 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 **Jun 24, 2026** ## v1.14.8a4 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.8a4) ## 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 **Jun 23, 2026** ## v1.14.8a3 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.8a3) ## 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 **Jun 18, 2026** ## v1.14.8a2 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.8a2) ## 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 **Jun 18, 2026** ## v1.14.8a1 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.8a1) ## 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 **Jun 17, 2026** ## v1.14.8a [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.8a) ## 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 `crewai run --definition` for declarative flows * Support ZIP deployment fallback and JSON crew project env runs * Introduce JSON first crews ### Bug Fixes * Fix duplicated Exa tool * Fix aggregate token usage across all LLM calls * Resolve issues with crew loading and validation logic ### Documentation * Document FlowDefinition fields in the JSON schema * Update installation and quickstart documentation for JSON-first crew projects * Update changelog and version for v1.14.7 ## Contributors @gabemilani, @greysonlalonde, @iris-clawd, @joaomdmoura, @lorenzejay, @lucasgomide, @theCyberTech, @vinibrsl **Jun 11, 2026** ## v1.14.7 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.7) ## 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 bound growth and isolate concurrent runs. * Fix telemetry setup on crewai-login. * Respect suppress\_flow\_events for method-execution events. * Restore \[project.scripts] in crewai package for uv tool install. * Resolve pip-audit CVEs for aiohttp, docling, and docling-core. * Fix file input not working reliably. * Fix Snowflake Claude incomplete tool result histories. ### Documentation * Update changelog and version for v1.14.7. * Update OpenTelemetry collector documentation. * Update NVIDIA Nemotron LLM guide. * Add Databricks integration guide. * Add Snowflake integration guide. ### Performance * Improve crewai import speed by lazy-loading docling imports. ### Refactoring * Simplify flow condition evaluation to be stateless per event. * Decouple convo logic from runtime and add a conversational\_definition. * Split `flow.py` into DSL, definition, and runtime. ## Contributors @Luzk, @alex-clawd, @devin-ai-integration\[bot], @greysonlalonde, @gvieira, @jessemiller, @lorenzejay, @lucasgomide, @mattatcha, @vinibrsl **Jun 10, 2026** ## v1.14.7rc2 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.7rc2) ## 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 **Jun 10, 2026** ## v1.14.7rc1 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.7rc1) ## 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 stateless per event * Improve conversation routing cycle with one less route ## Contributors @greysonlalonde, @lorenzejay, @lucasgomide, @vinibrsl **Jun 09, 2026** ## v1.14.7a4 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.7a4) ## 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 **Jun 08, 2026** ## v1.14.7a3 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.7a3) ## 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 **Jun 05, 2026** ## v1.14.7a2 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.7a2) ## What's Changed ### Features * Add conversational flow traces support. * Update conversational flow documentation to utilize `handle_turn`. * Surface real `finish_reason`, sampling parameters, and `response.id` in LLM events. * Type DSL triggers as route-aware decorators. * Implement chat API for conversational flows. * Make locking backend overridable in lock store. * Split flow DSL monolith into focused decorator modules. * Flatten LiteLLM cache/reasoning usage sub-counts in `_usage_to_dict`. * Build `FlowDefinition` from Flow DSL metadata. ### Documentation * Add NVIDIA Nemotron LLM guide. * Document monorepo deployments. * Update changelog and version for v1.14.7a1. ## Contributors @alex-clawd, @gvieira, @lorenzejay, @lucasgomide, @mattatcha, @vinibrsl **Jun 03, 2026** ## v1.14.7a1 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.7a1) ## 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 ## Contributors @Luzk, @alex-clawd, @devin-ai-integration\[bot], @greysonlalonde, @jessemiller, @lorenzejay, @vinibrsl **May 28, 2026** ## v1.14.6 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.6) ## What's Changed ### Features * Enhance StdioTransport to prevent environment variable leakage * Enhance planning configuration and observation handling * Declare env\_vars on DatabricksQueryTool * Add Agent Control Plane docs ### Bug Fixes * Fix structured output leaks in tool-calling loops * Drop unroundtrippable callbacks and adapter state in checkpoint * Serialize type\[BaseModel] fields as JSON schema in checkpoint * Avoid orphan task\_started on resume scope restore * Allow AgentExecutor to restore from checkpoint * Correct mongodb typo to pymongo in package\_dependencies ### Documentation * Add ACP (Beta) docs navigation block to Agent Control Plane pages * Remove consensual process references from processes page * Restructure checkpointing page * Document one-time admin package install step * Migrate Secrets Manager / Workload Identity from replicated-config * Remove `{" "}` JSX expressions breaking `` render ### Refactoring * Move Skills Repository to experimental + CREWAI\_EXPERIMENTAL gate ## Contributors @akaKuruma, @alex-clawd, @github-actions\[bot], @greysonlalonde, @heitorado, @iris-clawd, @lorenzejay, @lucasgomide, @mattatcha, @thiagomoretto, @vinibrsl **May 27, 2026** ## v1.14.6a2 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.6a2) ## What's Changed ### Features * Enhance `StdioTransport` to prevent environment variable leakage * Enhance planning configuration and observation handling * Declare `env_vars` on `DatabricksQueryTool` * Add Agent Control Plane documentation ### Bug Fixes * Fix structured output leaks in tool-calling loops * Drop unroundtrippable callbacks and adapter state in checkpointing * Serialize `type[BaseModel]` fields as JSON schema in checkpointing * Avoid orphan `task_started` on resume scope restore * Allow `AgentExecutor` to restore from checkpoint * Correct MongoDB typo to `pymongo` in package dependencies ### Documentation * Restructure checkpointing page * Document one-time admin package install step * Migrate Secrets Manager / Workload Identity from replicated-config * Remove Skills Repository entry from changelog ## Contributors @github-actions\[bot], @greysonlalonde, @heitorado, @iris-clawd, @lorenzejay, @lucasgomide, @mattatcha, @thiagomoretto, @vinibrsl **May 21, 2026** ## v1.14.6a1 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.6a1) ## What's Changed ### Features * 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 **May 19, 2026** ## 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 **May 18, 2026** ## 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 **May 15, 2026** ## 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 **May 13, 2026** ## 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 **May 09, 2026** ## 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 **May 07, 2026** ## 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 **May 04, 2026** ## 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 **May 01, 2026** ## 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 **May 01, 2026** ## 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 **Apr 29, 2026** ## 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 **Apr 25, 2026** ## 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 **Apr 23, 2026** ## 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 **Apr 22, 2026** ## 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 **Apr 21, 2026** ## 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 **Apr 17, 2026** ## 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 **Apr 16, 2026** ## 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 **Apr 15, 2026** ## 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 **Apr 15, 2026** ## 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 **Apr 13, 2026** ## 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 **Apr 10, 2026** ## 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 **Apr 09, 2026** ## 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 **Apr 09, 2026** ## 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 **Apr 09, 2026** ## 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 **Apr 07, 2026** ## 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 **Apr 07, 2026** ## 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 **Apr 06, 2026** ## 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 **Apr 06, 2026** ## v1.14.0a2 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.0a2) Release 1.14.0a2 **Apr 02, 2026** ## 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 **Apr 02, 2026** ## 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 **Apr 01, 2026** ## 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 **Mar 31, 2026** ## 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 **Apr 01, 2026** ## 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 **Apr 01, 2026** ## 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 **Mar 27, 2026** ## 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 **Mar 27, 2026** ## 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 **Mar 27, 2026** ## 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 **Mar 25, 2026** ## 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 **Mar 25, 2026** ## 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 **Mar 25, 2026** ## 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 **Mar 26, 2026** ## 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 **Mar 25, 2026** ## 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 **Mar 25, 2026** ## 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 **Mar 23, 2026** ## 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 **Mar 18, 2026** ## 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 **Mar 17, 2026** ## 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 **Mar 15, 2026** ## 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 **Mar 14, 2026** ## 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 **Mar 13, 2026** ## 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 **Mar 11, 2026** ## 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 **Mar 04, 2026** ## 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 **Feb 27, 2026** ## 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 **Feb 27, 2026** ## 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 **Feb 26, 2026** ## 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 **Jan 26, 2026** ## 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 **Jan 15, 2026** ## 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 **Jan 08, 2026** ## 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 **Dec 19, 2025** ## 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 **Dec 16, 2025** ## 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 **Dec 09, 2025** ## 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 **Nov 29, 2025** ## 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 **Nov 25, 2025** ## 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 **Nov 22, 2025** ## 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 **Nov 16, 2025** ## 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 **Nov 07, 2025** ## 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 **Nov 07, 2025** ## 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 **Nov 01, 2025** ## 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 **Oct 27, 2025** ## 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 **Oct 24, 2025** ## 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 **Oct 21, 2025** ## 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 **Oct 20, 2025** ## 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 **Oct 18, 2025** ## 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 **Oct 16, 2025** ## 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 **Oct 14, 2025** ## 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 **Oct 13, 2025** ## 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 **Oct 09, 2025** ## 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 **Sep 30, 2025** ## 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 **Sep 26, 2025** ## 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 **Sep 24, 2025** ## 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) **Sep 20, 2025** ## 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 **Sep 20, 2025** ## 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 **Sep 19, 2025** ## 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 **Sep 11, 2025** ## 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 **Sep 10, 2025** ## 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 **Sep 04, 2025** ## 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 **Aug 28, 2025** ## 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 **Aug 19, 2025** ## 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 **Aug 19, 2025** ## 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 **Aug 13, 2025** ## 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 **Aug 06, 2025** ## 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 **Jul 30, 2025** ## 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 **Jul 23, 2025** ## 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 **Jul 16, 2025** ## 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 **Jul 09, 2025** ## 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 **Jul 02, 2025** ## 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 **Jun 25, 2025** ## 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 **Jun 12, 2025** ## 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 **Jun 05, 2025** ## 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 **May 27, 2025** ## v0.121.1 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.121.1) Bug fixes and better docs **May 22, 2025** ## 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 **May 15, 2025** ## v0.120.1 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.120.1) ## Whats New * Fixes Interpolation with hyphens **May 14, 2025** ## 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 **May 08, 2025** ## 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 **Apr 30, 2025** ## 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. **Apr 28, 2025** ## 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 **Apr 28, 2025** ## 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. **Apr 10, 2025** ## 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 **Mar 17, 2025** ## 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 **Mar 09, 2025** ## 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. **Feb 13, 2025** ## 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. **Jan 28, 2025** ## 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 **Jan 20, 2025** ## 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 **Jan 04, 2025** ## 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 **Dec 05, 2024** ## 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 **Dec 04, 2024** ## 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 **Nov 25, 2024** ## 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 **Nov 14, 2024** ## 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 **Nov 11, 2024** ## 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 **Nov 10, 2024** ## 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 **Oct 30, 2024** ## 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\_(..., ..., ...)) **Oct 23, 2024** ## v0.76.2 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.76.2) Updating crewai create commadn **Oct 23, 2024** ## 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 **Oct 23, 2024** ## v0.75.1 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.75.1) new `--provider` option on crewai crewat **Oct 23, 2024** ## 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 **Oct 18, 2024** ## 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 **Oct 18, 2024** ## 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 **Oct 11, 2024** ## 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 **Sep 27, 2024** ## 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 **Sep 27, 2024** ## 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 **Sep 25, 2024** ## v0.63.6 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.63.6) * Updating projects templates **Sep 25, 2024** ## 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 **Sep 24, 2024** ## 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 **Sep 24, 2024** ## 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 **Sep 24, 2024** ## 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` **Sep 18, 2024** ## 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 **Sep 16, 2024** ## 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 **Sep 13, 2024** ## 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 **Aug 11, 2024** ## 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/](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](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/](https://docs.crewai.com/core-concepts/Pipeline/) * Ability to set LLM for planning step - [https://docs.crewai.com/core-concepts/Planning/](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](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](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/](https://docs.crewai.com/tools/VisionTool/) * New DALL-E Tool - [https://docs.crewai.com/tools/DALL-ETool/](https://docs.crewai.com/tools/DALL-ETool/) * New MySQL tool - [https://docs.crewai.com/tools/MySQLTool/](https://docs.crewai.com/tools/MySQLTool/) * New NL2SQL Tool - [https://docs.crewai.com/tools/NL2SQLTool.md](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 **Jul 20, 2024** ## v0.41.1 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.41.1) * Fix bug with planning feature **Jul 19, 2024** ## 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 **Jul 06, 2024** ## 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) **Jul 04, 2024** ## v0.35.8 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.35.8) * fixing embechain dependency issue **Jul 02, 2024** ## 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 **Jul 01, 2024** ## v0.35.5 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.35.5) * Fix embedchain dependency **Jul 01, 2024** ## 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 **Jul 01, 2024** ## 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 **Jun 29, 2024** ## 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) **Jun 22, 2024** ## 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 **Jun 21, 2024** ## 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 **May 23, 2024** ## v0.30.11 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.30.11) * Updating project generation template **May 14, 2024** ## 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 **May 14, 2024** ## 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 **May 13, 2024** ## 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 **Apr 11, 2024** ## v0.28.8 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/0.28.8) * updating version used on crewai CLI **Apr 11, 2024** ## 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 **Apr 08, 2024** ## 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 **Apr 07, 2024** ## v0.28.2 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.28.2) * Major long term memory fix **Apr 06, 2024** ## v0.28.1 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.28.1) * Updating crewai-tools to 0.1.15 **Apr 05, 2024** ## 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 **Apr 04, 2024** ## 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** **Mar 12, 2024** ## 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 **Mar 12, 2024** ## v0.22.4 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.22.4) Fixing template issues **Mar 11, 2024** ## 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 **Mar 11, 2024** ## 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 **Mar 04, 2024** ## 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 **Feb 28, 2024** ## 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 **Feb 28, 2024** ## 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 **Feb 26, 2024** ## 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) **Feb 24, 2024** ## 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 **Feb 22, 2024** ## 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 **Feb 20, 2024** ## 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 **Feb 16, 2024** ## 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 **Feb 16, 2024** ## 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. **Feb 13, 2024** ## 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 **Feb 10, 2024** ## 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 **Feb 08, 2024** ## 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 **Feb 07, 2024** ## v0.5.3 [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/v0.5.3) * quick Fix for hierarchical manager **Feb 06, 2024** ## 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 **Feb 04, 2024** ## 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. **Jan 14, 2024** ## 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 **Jan 07, 2024** ## 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 **Dec 30, 2023** ## 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). **Nov 24, 2023** ## 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 **Nov 19, 2023** ## 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 **Nov 14, 2023** ## 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. This documentation is built and hosted on [Mintlify](https://mintlify.com), a developer documentation platform.