* Dropping User Memory
* Dropping checks for user memory
* changed memory.mdx documentation removed user memory.
* Flaky Test Case Maybe
* Drop memory_config
* Fixed test cases
* Fixed some test cases
* Changed docs
* Changed BR docs
* Docs fixing
* Fix minor doc
* Fix minor doc
* Fix minor doc
* Added fallback mechanism in Mem0
* fix: support to add memories to Mem0 with agent_id
* feat: removing memory_type checkings from Mem0Storage
* feat: ensure agent_id is always present while saving memory into Mem0
* fix: use OR operator when querying Mem0 memories with both user_id and agent_id
* Changed v1.1 -> v2
* Fixed Test Cases:
* Fixed linting issues
* Changed docs
* Refractored the storage
* Fixed test cases
* Fixing run-time checks
* Fixed Test Case
* Updated docs and added test case for custom categories
* Add the TODO back
* Minor Changes
* Added output_format in search
* Minor changes
* Added output_format and version in both search and save
* Small change
* Minor bugs
* Fixed test cases
* Changed docs
---------
Co-authored-by: Lucas Gomide <lucaslg200@gmail.com>
- Mark UserMemory and UserMemoryItem for removal in v0.156.0 or 2025-08-04
- Update all references with deprecation warnings
- Users should migrate to ExternalMemory
Replaced the try-except block for collection retrieval with a single call to get_or_create_collection, simplifying the code and improving readability. Added logging to confirm whether the collection was found or created.
Add `__init__.py` files to 20 directories to conform with Python package standards. This ensures directories are properly recognized as packages, enabling cleaner imports.
* feat: support defining any memory in an isolated way
This change makes it easier to use a specific memory type without unintentionally enabling all others.
Previously, setting memory=True would implicitly configure all available memories (like LTM and STM), which might not be ideal in all cases. For example, when building a chatbot that only needs an external memory, users were forced to also configure LTM and STM — which rely on default OpenAPI embeddings — even if they weren’t needed.
With this update, users can now define a single memory in isolation, making the configuration process simpler and more flexible.
* feat: add tests to ensure we are able to use contextual memory by set individual memories
* docs: enhance memory documentation
* feat: warn when long-term memory is defined but entity memory is not
* fix: use mem0_local_config instead of config in Memory.from_config (#2587)
Co-Authored-By: Joe Moura <joao@crewai.com>
* refactor: consolidate tests as per PR feedback
Co-Authored-By: Joe Moura <joao@crewai.com>
---------
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: Joe Moura <joao@crewai.com>
* fix: surfacing properly supported types by Mem0Storage
* feat: prepare Mem0Storage to accept config paramenter
We're planning to remove `memory_config` soon. This commit kindly prepare this storage to accept the config provided directly
* feat: add external memory
* fix: cleanup Mem0 warning while adding messages to the memory
* feat: support set the current crew in memory
This can be useful when a memory is initialized before the crew, but the crew might still be a very relevant attribute
* fix: allow to reset only an external_memory from crew
* test: add external memory test
* test: ensure the config takes precedence over memory_config when setting mem0
* fix: support to provide a custom storage to External Memory
* docs: add docs about external memory
* chore: add warning messages about the deprecation of UserMemory
* fix: fix typing check
---------
Co-authored-by: Lorenze Jay <63378463+lorenzejay@users.noreply.github.com>
* clean up. fix type safety. address memory config docs
* improve manager
* Include fix for o1 models not supporting system messages
* more broad with o1
* address fix: Typo in expected_output string #2045
* drop prints
* drop prints
* wip
* wip
* fix failing memory tests
* Fix memory provider issue
* clean up short term memory
* revert ltm
* drop
* clean up linting issues
* more linting
* Enhance embedding configuration with custom embedder support
- Add support for custom embedding functions in EmbeddingConfigurator
- Update type hints for embedder configuration
- Extend configuration options for various embedding providers
- Add optional embedder configuration to Memory class
* added docs
* Refine custom embedder configuration support
- Update custom embedder configuration method to handle custom embedding functions
- Modify type hints for embedder configuration
- Remove unused model_name parameter in custom embedder configuration
* clean up. fix type safety. address memory config docs
* improve manager
* Include fix for o1 models not supporting system messages
* more broad with o1
* address fix: Typo in expected_output string #2045
* drop prints
* drop prints
* wip
* wip
* fix failing memory tests
* Fix memory provider issue
* clean up short term memory
* revert ltm
* drop
* fix: ensure persisted state overrides class defaults
- Remove early return in Flow.__init__ to allow proper state initialization
- Add test_flow_default_override.py to verify state override behavior
- Fix issue where default values weren't being overridden by persisted state
Fixes the issue where persisted state values weren't properly overriding
class defaults when restarting a flow with a previously saved state ID.
Co-Authored-By: Joe Moura <joao@crewai.com>
* test: improve state restoration verification with has_set_count flag
Co-Authored-By: Joe Moura <joao@crewai.com>
* test: add has_set_count field to PoemState
Co-Authored-By: Joe Moura <joao@crewai.com>
* refactoring test
* fix: ensure persisted state overrides class defaults
- Remove early return in Flow.__init__ to allow proper state initialization
- Add test_flow_default_override.py to verify state override behavior
- Fix issue where default values weren't being overridden by persisted state
Fixes the issue where persisted state values weren't properly overriding
class defaults when restarting a flow with a previously saved state ID.
Co-Authored-By: Joe Moura <joao@crewai.com>
* test: improve state restoration verification with has_set_count flag
Co-Authored-By: Joe Moura <joao@crewai.com>
* test: add has_set_count field to PoemState
Co-Authored-By: Joe Moura <joao@crewai.com>
* refactoring test
* Fixing flow state
* fixing peristed stateful flows
* linter
* type fix
---------
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: Joe Moura <joao@crewai.com>
* Fix SQLite log handling issue causing ValueError: Logs cannot be None in tests
- Add proper error handling in SQLite storage operations
- Set up isolated test environment with temporary storage directory
- Ensure consistent error messages across all database operations
Co-Authored-By: Joe Moura <joao@crewai.com>
* fix: Sort imports in conftest.py
Co-Authored-By: Joe Moura <joao@crewai.com>
* fix: Convert TokenProcess counters to instance variables to fix callback tracking
Co-Authored-By: Joe Moura <joao@crewai.com>
* refactor: Replace print statements with logging and improve error handling
- Add proper logging setup in kickoff_task_outputs_storage.py
- Replace self._printer.print() with logger calls
- Use appropriate log levels (error/warning)
- Add directory validation in test environment setup
- Maintain consistent error messages with DatabaseError format
Co-Authored-By: Joe Moura <joao@crewai.com>
* fix: Comprehensive improvements to database and token handling
- Fix SQLite database path handling in storage classes
- Add proper directory creation and error handling
- Improve token tracking with robust type checking
- Convert TokenProcess counters to instance variables
- Add standardized database error handling
- Set up isolated test environment with temporary storage
Resolves test failures in PR #1899
Co-Authored-By: Joe Moura <joao@crewai.com>
---------
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: Joe Moura <joao@crewai.com>
Co-authored-by: João Moura <joaomdmoura@gmail.com>
* docs: clarify how to specify org_id and project_id in Mem0 configuration
* Add org_id and project_id to mem0 config and fix mem0 entity '400 Bad Request'
* Remove ruff changes to docs
---------
Co-authored-by: Brandon Hancock (bhancock_ai) <109994880+bhancockio@users.noreply.github.com>
* Fix disk I/O error when resetting short-term memory.
Reset chromadb client and nullifies references before
removing directory.
* Nit for clarity
* did the same for knowledge_storage
* cleanup
* cleanup order
* Cleanup after the rm of the directories
---------
Co-authored-by: Lorenze Jay <lorenzejaytech@gmail.com>
Co-authored-by: Lorenze Jay <63378463+lorenzejay@users.noreply.github.com>
* incorporate #1683
* add in --version flag to cli. closes#1679.
* Fix env issue
* Add in suggestions from @caike to make sure ragstorage doesnt exceed os file limit. Also, included additional checks to support windows.
* remove poetry.lock as pointed out by @sanders41 in #1574.
* Incorporate feedback from crewai reviewer
* Incorporate @lorenzejay feedback
* added path to RAGStorage
* added path to short term and entity memory
* add path for long_term_storage for completeness
---------
Co-authored-by: Brandon Hancock (bhancock_ai) <109994880+bhancockio@users.noreply.github.com>
* initial knowledge
* WIP
* Adding core knowledge sources
* Improve types and better support for file paths
* added additional sources
* fix linting
* update yaml to include optional deps
* adding in lorenze feedback
* ensure embeddings are persisted
* improvements all around Knowledge class
* return this
* properly reset memory
* properly reset memory+knowledge
* consolodation and improvements
* linted
* cleanup rm unused embedder
* fix test
* fix duplicate
* generating cassettes for knowledge test
* updated default embedder
* None embedder to use default on pipeline cloning
* improvements
* fixed text_file_knowledge
* mypysrc fixes
* type check fixes
* added extra cassette
* just mocks
* linted
* mock knowledge query to not spin up db
* linted
* verbose run
* put a flag
* fix
* adding docs
* better docs
* improvements from review
* more docs
* linted
* rm print
* more fixes
* clearer docs
* added docstrings and type hints for cli
---------
Co-authored-by: João Moura <joaomdmoura@gmail.com>
Co-authored-by: Lorenze Jay <lorenzejaytech@gmail.com>
* ensure original embedding config works
* some fixes
* raise error on unsupported provider
* WIP: brandons notes
* fixes
* rm prints
* fixed docs
* fixed run types
* updates to add more docs and correct imports with huggingface embedding server enabled
---------
Co-authored-by: Brandon Hancock <brandon@brandonhancock.io>
* byom - short/entity memory
* better
* rm uneeded
* fix text
* use context
* rm dep and sync
* type check fix
* fixed test using new cassete
* fixing types
* fixed types
* fix types
* fixed types
* fixing types
* fix type
* cassette update
* just mock the return of short term mem
* remove print
* try catch block
* added docs
* dding error handling here
* feat: Start migrating to UV
* feat: add uv to flows
* feat: update docs on Poetry -> uv
* feat: update docs and uv.locl
* feat: update tests and github CI
* feat: run ruff format
* feat: update typechecking
* feat: fix type checking
* feat: update python version
* feat: type checking gic
* feat: adapt uv command to run the tool repo
* Adapt tool build command to uv
* feat: update logic to let only projects with crew to be deployed
* feat: add uv to tools
* fix; tests
* fix: remove breakpoint
* fix :test
* feat: add crewai update to migrate from poetry to uv
* fix: tests
* feat: add validation for ˆ character on pyproject
* feat: add run_crew to pyproject if doesnt exist
* feat: add validation for poetry migration
* fix: warning
---------
Co-authored-by: Vinicius Brasil <vini@hey.com>
* feat: set basic structure deploy commands
* feat: add first iteration of CLI Deploy
* feat: some minor refactor
* feat: Add api, Deploy command and update cli
* feat: Remove test token
* feat: add auth0 lib, update cli and improve code
* feat: update code and decouple auth
* fix: parts of the code
* feat: Add token manager to encrypt access token and get and save tokens
* feat: add audience to costants
* feat: add subsystem saving credentials and remove comment of type hinting
* feat: add get crew version to send on header of request
* feat: add docstrings
* feat: add tests for authentication module
* feat: add tests for utils
* feat: add unit tests for cl
* feat: add tests
* feat: add deploy man tests
* feat: fix type checking issue
* feat: rename tests to pass ci
* feat: fix pr issues
* feat: fix get crewai versoin
* fix: add timeout for tests.yml
* WIP. Procedure appears to be working well. Working on mocking properly for tests
* All tests are passing now
* rshift working
* Add back in Gui's tool_usage fix
* WIP
* Going to start refactoring for pipeline_output
* Update terminology
* new pipeline flow with traces and usage metrics working. need to add more tests and make sure PipelineOutput behaves likew CrewOutput
* Fix pipelineoutput to look more like crewoutput and taskoutput
* Implemented additional tests for pipeline. One test is failing. Need team support
* Update docs for pipeline
* Update pipeline to properly process input and ouput dictionary
* Update Pipeline docs
* Add back in commentary at top of pipeline file
* Starting to work on router
* Drop router for now. will add in separately
* In the middle of fixing router. A ton of circular dependencies. Moving over to a new design.
* WIP.
* Fix circular dependencies and updated PipelineRouter
* Add in Eduardo feedback. Still need to add in more commentary describing the design decisions for pipeline
* Add developer notes to explain what is going on in pipelines.
* Add doc strings
* Fix missing rag datatype
* WIP. Converting usage metrics from a dict to an object
* Fix tests that were checking usage metrics
* Drop todo
* Fix 1 type error in pipeline
* Update pipeline to use UsageMetric
* Add missing doc string
* WIP.
* Change names
* Rename variables based on joaos feedback
* Fix critical circular dependency issues. Now needing to fix trace issue.
* Tests working now!
* Add more tests which showed underlying issue with traces
* Fix tests
* Remove overly complicated test
* Add router example to docs
* Clean up end of docs
* Clean up docs
* Working on creating Crew templates and pipeline templates
* WIP.
* WIP
* Fix poetry install from templates
* WIP
* Restructure
* changes for lorenze
* more todos
* WIP: create pipelines cli working
* wrapped up router
* ignore mypy src on templates
* ignored signature of copy
* fix all verbose
* rm print statements
* brought back correct folders
* fixes missing folders and then rm print statements
* fixed tests
* fixed broken test
* fixed type checker
* fixed type ignore
* ignore types for templates
* needed
* revert
* exclude only required
* rm type errors on templates
* rm excluding type checks for template files on github action
* fixed missing quotes
---------
Co-authored-by: Brandon Hancock <brandon@brandonhancock.io>
