* docs: add Snowflake integration guide to enterprise integrations
Add documentation for connecting CrewAI agents to Snowflake via the
Snowflake-managed MCP server. Highlights Cortex Analyst, Cortex Search,
and SQL execution, and covers OAuth/PAT setup. Registers the page in
all docs.json navigation blocks.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
* docs: add Snowflake integration page for ko, ar, pt-BR
---------
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Co-authored-by: Iris Clawd <iris@crewai.com>
- Adds an <Info> "ACP (Beta) Docs Navigation" block at the top of every
Agent Control Plane page so readers can jump between Overview,
Monitoring, and Rules without scrolling to the bottom-of-page Related
cards.
* docs: document one-time admin package install step
The previous revision described a manual "install in Salesforce first,
then connect from AMP" flow that nobody actually follows, and linked to
a private repo customers can't access.
* docs: point Integrations link at crewai_plus/unified_tools
* docs: split Agent Control Plane into Overview/Monitoring/Rules and localize
Mirror the secrets-manager folder convention for ACP: one folder per
locale with overview, monitoring, and rules pages. Replaces the two
flat agent-control-plane.mdx / agent-control-plane-rules.mdx files
with a 3-page layout, adds full translations for pt-BR, ko, and ar,
and rewires docs.json to register the new paths under each locale's
Manage group across the same 4 versions where ACP already lived.
* docs: flag Agent Control Plane as Beta in overview pages
Add a Beta callout right after the lead screenshot on the ACP
overview page across en, pt-BR, ko, and ar, matching the convention
used by Secrets Manager.
## Overview
Prettier-inserted bare `{" "}` lines between sibling `<Step>` elements caused Mintlify's `<Steps>` to crash with "Cannot read properties of undefined (reading 'stepNumber')", leaving the page body blank.
### Affected pages (en/ar/ko/pt-BR):
- enterprise/guides/enable-crew-studio
- learn/llm-selection-guide
* fix(docs/pt-BR): replace untranslated code block placeholders
Replace all `# (O código não é traduzido)` and `# código não traduzido`
placeholder comments in the PT-BR docs with the actual code from the
English source files.
Files fixed:
- docs/pt-BR/concepts/flows.mdx (~15 placeholders → real code)
- docs/pt-BR/guides/flows/mastering-flow-state.mdx (~17 placeholders → real code)
Code itself is kept in English per i18n conventions. Inline # comments
within code blocks have been translated to Portuguese.
* fix(docs/pt-BR): address CodeRabbit review comments
- flows.mdx: add missing load_dotenv() call after imports
- mastering-flow-state.mdx: fix PersistentCounterFlow second-run example
to pass inputs={"id": flow1.state.id} to kickoff(), matching the
documented resume pattern; update comment accordingly
* Add Tavily Research and get Research
- Added tavily research with docs to crew AI
- Added tavily get research with docs to crew AI
* Update `tavily-python` installation instructions and adjust version constraints
- Changed installation command from `pip install` to `uv add` for `tavily-python` in multiple documentation files.
- Updated version constraint for `tavily-python` in `pyproject.toml` from `>=0.7.14` to `~=0.7.14`.
- Modified the `exclude-newer` date in `uv.lock` to `2026-04-23T07:00:00Z`.
* Add Tavily Research Tool documentation in multiple languages
- Introduced `TavilyResearchTool` documentation in English, Arabic, Korean, and Portuguese.
- Updated `docs.json` to include paths for the new documentation files.
- The `TavilyResearchTool` allows CrewAI agents to perform multi-step research tasks and generate cited reports using the Tavily Research API.
* Fix Tavily research CI failures
* added getResearchTool docs
- Added docs for getResearchTool
---------
Co-authored-by: lorenzejay <lorenzejaytech@gmail.com>
Co-authored-by: Evan Rimer <evan.rimer@tavily.com>
Co-authored-by: Lorenze Jay <63378463+lorenzejay@users.noreply.github.com>
## Summary
- Add a new docs page at `docs/en/guides/flows/inputs-id-deprecation.mdx` that explains the deprecation of `inputs.id` as a `@persist` hydration mechanism and walks users through migrating to `restoreFromStateId` (available in CrewAI **v1.14.5 and later**).
- Wire the page into `docs.json` next to `mastering-flow-state` in all 13 version blocks across all 4 languages (52 nav inserts).
- Add translations for `ar`, `ko`, `pt-BR`
* fix(docs): restore missing code block in pt-BR first-flow guide
The pt-BR translation of the 'Build Your First Flow' guide had a
placeholder comment '# [CÓDIGO NÃO TRADUZIDO, MANTER COMO ESTÁ]'
instead of the actual Python code in Step 5. This restores the full
main.py code block from the English source, matching the original
since code should not be translated.
* Translate code comments to pt-BR in first-flow guide
Code comments in the tutorial should be in Portuguese for the pt-BR
audience, since they are part of the guide's educational content.
* docs: add OSS upgrade & crew-to-flow migration guide
* docs: add upgrading-crewai guide and installation note
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
* docs: consolidate upgrade & migration guide into single page
Merge the broader root-level upgrade-crewai.mdx into the canonical
en/guides/migration/upgrading-crewai.mdx so there is one comprehensive
upgrade & migration page covering: project venv vs global CLI, why
crewai install alone won't bump versions, breaking changes, and the
Crew-to-Flow migration. Removes the orphaned root-level file (which
was not referenced in docs.json nav).
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
* docs: add pt-BR, ar, ko translations of upgrade/migration guide
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
* docs: reduce upgrade guide scope to package upgrade + breaking changes only
* docs: soften intro tone — releases ship features, not breaking changes
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
* fix: resolve CodeRabbit review comments
- Add space between Arabic conjunction and `uv.lock` code span (ar)
- Add explicit {#memory-embedder-config} anchors to localized headings
so in-page links resolve correctly (ar, ko, pt-BR, en)
Co-authored-by: Lucas Gomide <lucaslg200@gmail.com>
---------
Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
Co-authored-by: Lucas Gomide <lucaslg200@gmail.com>
Co-authored-by: Greyson LaLonde <greyson.r.lalonde@gmail.com>
## Summary
- Reverts `b0e2fda` ("fix(flow): add execution_id separate from state.id", COR-48): removes `Flow.execution_id` and points `current_flow_id` / `current_flow_request_id` back at `flow_id` (i.e. `state.id`). The separate per-run tracking id was no longer the right abstraction once `restore_from_state_id` reshapes how `state.id` is assigned;
- Adds an optional `restore_from_state_id` kwarg to `Flow.kickoff` / `Flow.kickoff_async` that hydrates state from a previously-persisted flow's latest snapshot
- Reassigns `state.id` to a fresh value (or `inputs["id"]` if pinned) so the new run's `@persist` writes don't extend the source's history
- Existing `inputs["id"]` resume, `@persist`, and `from_checkpoint` paths are unchanged
## Problem
`@persist` only supports *resume* today: `kickoff(inputs={"id": <uuid>})` hydrates state and continues writing under the same `flow_uuid`. There's no way to **fork** — hydrate from a snapshot but persist under a separate key, leaving the source's history intact. This PR adds that.
| | `state.id` after kickoff | `@persist` writes land under |
|---|---|---|
| `inputs["id"]` (resume) | supplied id | supplied id (extends history) |
| `restore_from_state_id` (fork) | fresh id, or `inputs["id"]` if pinned | new id (source preserved) |
## Behavior
| `inputs.id` | `restore_from_state_id` | Effect |
|---|---|---|
| — | — | Fresh kickoff |
| set | — | Existing resume |
| — | UUID | Fork — new `state.id`, hydrated from source |
| set | UUID | Fork into a pinned `state.id`, hydrated from source |
- Source not found → silent fallback (mirrors existing resume)
- Both `from_checkpoint` and `restore_from_state_id` set → `ValueError`
- `restore_from_state_id=None` → byte-identical to current main
## Design
Fork hydration runs before the existing `inputs` block in `kickoff_async`. On a hit, it calls the same `_restore_state` primitive used by resume, then overwrites `state.id` with a fresh UUID (or `inputs["id"]`). A `fork_succeeded` flag gates the existing `inputs["id"]` path so we don't double-load. `_completed_methods` / `_is_execution_resuming` are intentionally untouched — skip-completed-methods remains the territory of `apply_checkpoint` and `from_pending`.
## Test plan
- [ ] `pytest tests/test_flow_persistence.py` — 5 new tests (four-row matrix, not-found fallback, default no-op, conflict raise) + 6 existing as regression
- [ ] `pytest tests/test_flow.py` — broader flow suite
- [ ] Manual end-to-end against an HITL `@persist` flow
* feat(crewai-tools): add highlights to ExaSearchTool, rename from EXASearchTool
- Add a highlights init param so agents can get token-efficient excerpts instead of full pages
- Rename EXASearchTool to ExaSearchTool; keep EXASearchTool as a deprecated alias so existing imports keep working
- Update the docs and example to use highlights as the recommended option
- Add a small note that says Exa is the fastest and most accurate web search API
- Add tests for the new highlights param and the deprecation alias
* fix(crewai-tools): import order and module-level Exa for tests
- Reorder std-lib imports so ruff is happy with force-sort-within-sections.
- Import Exa at module level (with a fallback) so the existing test mocks resolve.
The lazy install prompt still works if exa_py is missing.
- Allow content and summary to be a dict, matching highlights.
- Trim test file to the cases this PR introduces (highlights param and the
EXASearchTool deprecation alias). Existing init-shape tests stay.
Co-Authored-By: ishan <ishan@exa.ai>
* chore(crewai-tools): drop self-explanatory comment on schema alias
Co-Authored-By: ishan <ishan@exa.ai>
* docs(crewai-tools): default highlights to True, drop summary from examples
Co-Authored-By: ishan <ishan@exa.ai>
* docs(crewai-tools): simplify highlights examples to highlights=True
Co-Authored-By: ishan <ishan@exa.ai>
* feat(crewai-tools): add x-exa-integration header for usage tracking
Co-Authored-By: ishan <ishan@exa.ai>
* docs(crewai-tools): add Exa MCP section and resources links
Co-Authored-By: ishan <ishan@exa.ai>
---------
Co-authored-by: ishan <ishan@exa.ai>
Co-authored-by: Greyson LaLonde <greyson.r.lalonde@gmail.com>
Co-authored-by: Lorenze Jay <63378463+lorenzejay@users.noreply.github.com>
* feat(flow): add optional key param to @persist decorator
Allows users to specify which state attribute to use as the
persistence key instead of always defaulting to state.id.
Usage: @persist(key='conversation_id')
Falls back to state.id when key is not provided (no breaking change).
Raises ValueError if the specified key is missing or falsy on state.
* docs(flow): document @persist key parameter for custom persistence keys
* fix(flow): use explicit None check for persist key to avoid empty-string fallback
---------
Co-authored-by: iris-clawd <iris-clawd@anthropic.com>
Co-authored-by: iris-clawd <iris@crewai.com>
Co-authored-by: Lorenze Jay <63378463+lorenzejay@users.noreply.github.com>
Document the new E2BExecTool, E2BPythonTool, and E2BFileTool — agent
tools that run shell commands, Python, and filesystem ops inside
isolated E2B remote sandboxes. Adds the page under tools/ai-ml/ and
wires it into the navigation in docs.json.
Co-authored-by: iris-clawd <iris@crewai.com>
Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
Adds docs for DaytonaExecTool, DaytonaPythonTool, and DaytonaFileTool
introduced in PR #5530. Covers installation, lifecycle modes, examples,
and full parameter reference. Registered in docs.json nav for all
languages and versions.
Co-authored-by: iris-clawd <iris@crewai.com>
* docs: add Vertex AI workload identity setup guide
Walks SaaS customers through configuring CrewAI AMP to authenticate to
Google Vertex AI via GCP Workload Identity Federation, eliminating the
need for long-lived service account keys.
* docs: restrict Vertex WI guide to v1.14.3+ navigation
The guide requires `crewai>=1.14.3`, so registering it under older
version snapshots is misleading. Keep the entry only in the v1.14.3
English nav.
* docs: clarify crewai-vertex SA name is an example
* docs: add You.com MCP integration documentation for crewAI
Add documentation pages for integrating You.com's remote MCP server
with crewAI agents, covering web search, research, and content
extraction tools via the MCP protocol.
Pages added:
- Overview with DSL and MCPServerAdapter integration approaches
- you-search: web/news search with advanced filtering
- you-research: multi-source research with cited answers
- you-contents: full page content extraction
- Security considerations (prompt injection, API key management)
Co-authored-by: factory-droid[bot] <138933559+factory-droid-oss@users.noreply.github.com>
* docs: add You.com MCP search, research, and content extraction guides
Add two documentation pages for integrating You.com's remote MCP server
with crewAI agents:
- search-research/youai-search.mdx: you-search (web/news search)
and you-research (synthesized cited answers) via DSL or MCPServerAdapter.
Includes free tier support (100 queries/day, no API key).
- web-scraping/youai-contents.mdx: you-contents (full page content
extraction) via MCPServerAdapter with schema patching helpers.
Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
* fix: add tool_filter to DSL search agent in youai-contents combo example
Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
---------
Co-authored-by: factory-droid[bot] <138933559+factory-droid-oss@users.noreply.github.com>
Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
Co-authored-by: Lorenze Jay <63378463+lorenzejay@users.noreply.github.com>
* Add Tavily Research and get Research
- Added tavily research with docs to crew AI
- Added tavily get research with docs to crew AI
* Update `tavily-python` installation instructions and adjust version constraints
- Changed installation command from `pip install` to `uv add` for `tavily-python` in multiple documentation files.
- Updated version constraint for `tavily-python` in `pyproject.toml` from `>=0.7.14` to `~=0.7.14`.
- Modified the `exclude-newer` date in `uv.lock` to `2026-04-23T07:00:00Z`.
* Add Tavily Research Tool documentation in multiple languages
- Introduced `TavilyResearchTool` documentation in English, Arabic, Korean, and Portuguese.
- Updated `docs.json` to include paths for the new documentation files.
- The `TavilyResearchTool` allows CrewAI agents to perform multi-step research tasks and generate cited reports using the Tavily Research API.
* Fix Tavily research CI failures
---------
Co-authored-by: lorenzejay <lorenzejaytech@gmail.com>
Co-authored-by: Evan Rimer <evan.rimer@tavily.com>
Co-authored-by: Lorenze Jay <63378463+lorenzejay@users.noreply.github.com>
* docs: add Build with AI page for coding agents and AI assistants
* docs: add Build with AI section to README
* docs: trim README Build with AI section to skills install only
* docs: add skills.sh reference link for npx install
* docs: add coding agent logos to Build with AI page
---------
Co-authored-by: Lorenze Jay <63378463+lorenzejay@users.noreply.github.com>
* fix: update broken enterprise link on installation page (OSS-36)
The 'Explore Enterprise Options' card on the installation page linked to
https://crewai.com/enterprise which returns a 404. Updated the href to
https://crewai.com/amp across all locales (en, pt-BR, ko, ar).
* fix: use HubSpot form link for enterprise options card
Updated per team feedback — the enterprise card should link to the
HubSpot demo form instead of crewai.com/amp.
---------
Co-authored-by: Lorenze Jay <63378463+lorenzejay@users.noreply.github.com>
