- Add comprehensive features list including all supported databases, LLM providers, and transports
- Document Kuzu as the default database with explanation of its benefits and archived status
- Add detailed instructions for running with different databases (Kuzu, Neo4j, FalkorDB)
- Update transport references from SSE to HTTP (default transport)
- Add database-specific Docker Compose instructions
- Update MCP client configurations to use /mcp/ endpoint
- Clarify prerequisites to reflect optional nature of external databases
- Add detailed database configuration examples for all supported backends
- Replace try-except-pass with contextlib.suppress in test_async_operations.py
- Replace try-except-pass with contextlib.suppress in test_fixtures.py
- Fixes ruff SIM105 linting errors
- Replace bare except with except Exception
- Remove unused imports and variables
- Fix type hints to use modern syntax
- Apply ruff formatting for line length
- Ensure all tests pass linting checks
- Add dotenv loading support in test runner
- Fix duplicate os import issue
- Improve prerequisite checking with helpful hints
- Update error messages to guide users
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* conductor-checkpoint-start
* conductor-checkpoint-msg_01B1n4yHQFoVrWWdKcqPQ4Qa
* conductor-checkpoint-msg_01LS1v8ok5qtzAofv1TFRDHt
* conductor-checkpoint-msg_01H5pxrRKDpizF4wv1irnvRz
* conductor-checkpoint-msg_01EFo2gQBKSFkGcJoJ4bUWNS
* conductor-checkpoint-msg_01QW92pnqMv17sfV4CxFKn7Y
* conductor-checkpoint-msg_01VqPRMaBRGpBf9E8sdpPeFa
* Fix critical issues in MCP server release workflow
- Fix Docker tag format: use version only (0.4.0) instead of mcp-v0.4.0
- Add Python 3.11 setup for tomllib compatibility
- Add workflow_dispatch trigger for testing without creating tags
- Add conditional push logic for manual testing
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Remove workflow_dispatch trigger from MCP server release
Simplify workflow to only trigger on mcp-v*.*.* tags.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* conductor-checkpoint-msg_019AX8ymwf9eec2KF979CJCM
* conductor-checkpoint-msg_01LMofTLUNkicSq5vpFmsd1C
* Add semantic version validation to MCP server release
Validate tag follows X.Y.Z format before processing.
Rejects malformed tags like mcp-v1.0 or mcp-v1.0.0.0.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* conductor-checkpoint-msg_01Ndj59qcprSNRfe3vuciwwA
* conductor-checkpoint-msg_01PmA8bfCLKv7yHiaBz2MypS
---------
Co-authored-by: Claude <noreply@anthropic.com>
- Use simplified format matching uvicorn's default (LEVEL message)
- Remove timestamps from custom logger format
- Suppress verbose MCP and uvicorn access logs
- Improve readability of server startup output
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
- Remove incorrect /status endpoint reference
- Update logging to show correct MCP endpoint at /mcp/
- Align with FastMCP documentation standards
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
- Added comprehensive logging showing exact URLs to access the MCP server
- Display localhost instead of 0.0.0.0 for better usability
- Show MCP endpoint, transport type, and status endpoint information
- Added visual separators to make server info stand out in logs
This helps users understand exactly how to connect to the MCP server
and troubleshoot connection issues.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
- Changed hardcoded default in schema.py from gpt-4o to gpt-4.1
- Fixed default config path to look in config/config.yaml relative to mcp_server directory
- This ensures the server uses gpt-4.1 as the default model everywhere
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
Changed the default LLM model from gpt-4o-mini to gpt-4.1 as requested.
This is the latest GPT-4 series model.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
Changed the default LLM model from gpt-4o to gpt-4o-mini across all
configuration files for better cost efficiency while maintaining quality.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
- Changed default transport to 'http' as SSE is deprecated
- Updated all configuration files to use HTTP transport
- Updated Docker compose commands to use HTTP transport
- Updated comments to reflect HTTP transport usage
This change ensures the MCP server uses the recommended HTTP transport
instead of the deprecated SSE transport.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
- Fix API key detection: Remove hardcoded OpenAI checks, let factories handle provider-specific validation
- Fix .env file loading: Search for .env in mcp_server directory first
- Change default transport to SSE for broader compatibility (was stdio)
- Add proper error handling with warnings for failed client initialization
- Model already defaults to gpt-4o as requested
These changes ensure the MCP server properly loads API keys from .env files
and creates the appropriate LLM/embedder clients based on configuration.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
This is a major refactoring of the MCP Server to support multiple providers
through a YAML-based configuration system with factory pattern implementation.
## Key Changes
### Architecture Improvements
- Modular configuration system with YAML-based settings
- Factory pattern for LLM, Embedder, and Database providers
- Support for multiple database backends (Neo4j, FalkorDB, KuzuDB)
- Clean separation of concerns with dedicated service modules
### Provider Support
- **LLM**: OpenAI, Anthropic, Gemini, Groq
- **Embedders**: OpenAI, Voyage, Gemini, Anthropic, Sentence Transformers
- **Databases**: Neo4j, FalkorDB, KuzuDB (new default)
- Azure OpenAI support with AD authentication
### Configuration
- YAML configuration with environment variable expansion
- CLI argument overrides for runtime configuration
- Multiple pre-configured Docker Compose setups
- Proper boolean handling in environment variables
### Testing & CI
- Comprehensive test suite with unit and integration tests
- GitHub Actions workflows for linting and testing
- Multi-database testing support
### Docker Support
- Updated Docker images with multi-stage builds
- Database-specific docker-compose configurations
- Persistent volume support for all databases
### Bug Fixes
- Fixed KuzuDB connectivity checks
- Corrected Docker command paths
- Improved error handling and logging
- Fixed boolean environment variable expansion
Co-authored-by: Claude <noreply@anthropic.com>
* Remove integration markers from database tests
Removed @pytest.mark.integration from database tests to allow them to run
while excluding API integration tests that call external services.
Database tests (now run):
- tests/test_edge_int.py
- tests/test_graphiti_int.py
- tests/test_node_int.py
- tests/test_entity_exclusion_int.py
- tests/cross_encoder/test_bge_reranker_client_int.py
- tests/driver/test_falkordb_driver.py
API integration tests (excluded):
- tests/llm_client/test_anthropic_client_int.py
- tests/utils/maintenance/test_temporal_operations_int.py
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Apply ruff formatting to falkordb driver and node queries
- Quote style fixes in falkordb_driver.py
- Trailing whitespace cleanup in node_db_queries.py
- Update uv.lock
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Remove api-integration-tests job from CI workflow
The api-integration-tests job has been removed since API integration tests
are now excluded via @pytest.mark.integration marker.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Fix database-integration-tests to run all database tests
Previously only ran test_graphiti_mock.py, now runs all database tests:
- tests/test_graphiti_mock.py
- tests/test_graphiti_int.py
- tests/test_node_int.py
- tests/test_edge_int.py
- tests/test_entity_exclusion_int.py
- tests/cross_encoder/test_bge_reranker_client_int.py
- tests/driver/test_falkordb_driver.py
The -m "not integration" filter excludes API integration tests that call
external services (Anthropic, OpenAI, etc).
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Restore integration markers for tests that call LLM APIs
test_graphiti_int.py and test_entity_exclusion_int.py call graphiti.add_episode()
and graphiti.search_() which require LLM API calls, so they are API integration
tests, not pure database tests.
Final categorization:
Pure unit tests (no external dependencies):
- tests/llm_client/test_*.py (except test_anthropic_client_int.py)
- tests/embedder/test_*.py
- tests/utils/maintenance/test_*.py (except test_temporal_operations_int.py)
- tests/utils/search/search_utils_test.py
- tests/test_text_utils.py
Database tests (require Neo4j/FalkorDB, no API calls):
- tests/test_graphiti_mock.py
- tests/test_node_int.py
- tests/test_edge_int.py
- tests/cross_encoder/test_bge_reranker_client_int.py
- tests/driver/test_falkordb_driver.py
API integration tests (excluded via @pytest.mark.integration):
- tests/test_graphiti_int.py
- tests/test_entity_exclusion_int.py
- tests/llm_client/test_anthropic_client_int.py
- tests/utils/maintenance/test_temporal_operations_int.py
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
---------
Co-authored-by: Claude <noreply@anthropic.com>
Fixes#972. Entity and edge single save operations now properly convert
embeddings to vecf32 type, matching bulk save behavior and preventing
type mismatch errors during vector similarity searches.
* Separate unit and integration tests to allow external contributors
This change addresses the issue where external contributor PRs fail unit
tests because GitHub secrets (API keys) are unavailable to external PRs
for security reasons.
Changes:
- Split GitHub Actions workflow into two jobs:
- unit-tests: Runs without API keys or database connections (all PRs)
- integration-tests: Runs only for internal contributors with API keys
- Renamed test_bge_reranker_client.py to test_bge_reranker_client_int.py
to follow naming convention for integration tests
- Unit tests now skip all tests requiring databases or API keys
- Integration tests properly separated into:
- Database integration tests (no API keys)
- API integration tests (requires OPENAI_API_KEY, etc.)
The unit-tests job now:
- Runs for all PRs (internal and external)
- Requires no GitHub secrets
- Disables all database drivers
- Excludes all integration test files
- Passes 93 tests successfully
The integration-tests job:
- Only runs for internal contributors (same repo PRs or pushes to main)
- Has access to GitHub secrets
- Tests database operations and API integrations
- Uses conditional: github.event.pull_request.head.repo.full_name == github.repository
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Separate database tests from API integration tests
Restructured the workflow into three distinct jobs:
1. unit-tests: Runs on all PRs, no external dependencies (93 tests)
- No API keys required
- No database connections required
- Fast execution
2. database-integration-tests: Runs on all PRs with databases (NEW)
- Requires Neo4j and FalkorDB services
- No API keys required
- Tests database operations without external API calls
- Includes: test_graphiti_mock.py, test_falkordb_driver.py,
and utils/maintenance tests
3. api-integration-tests: Runs only for internal contributors
- Requires API keys (OPENAI_API_KEY, ANTHROPIC_API_KEY, etc.)
- Conditional execution for same-repo PRs only
- Tests that make actual API calls to LLM providers
This ensures external contributor PRs can run both unit tests and
database integration tests successfully, while API integration tests
requiring secrets only run for internal contributors.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Disable Kuzu in CI database integration tests
Kuzu requires downloading extensions from external URLs which fails in CI
environment due to network restrictions. Disable Kuzu for database and API
integration tests.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Use pytest -k filter to skip Kuzu tests instead of DISABLE_KUZU
The original workflow used -k "neo4j" to filter tests. Kuzu requires
downloading FTS extensions from external URLs which fails in CI. Use
-k "neo4j or falkordb" to run tests against available databases while
skipping Kuzu parametrized tests.
This maintains the same test coverage as the original workflow while
properly separating unit, database, and API integration tests.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Upgrade Kuzu to v0.11.3+ to fix FTS extension download issue
Kuzu v0.11.3+ has FTS extension pre-installed, eliminating the need to
download it from external URLs. This fixes the "Could not establish
connection" error when trying to download libfts.kuzu_extension in CI.
Changes:
- Upgrade kuzu dependency from >=0.11.2 to >=0.11.3
- Remove pytest -k filters to run all database tests (Neo4j, FalkorDB, Kuzu)
- FTS extension is now available immediately without network calls
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Move pure unit tests from database integration to unit test job
The reviewer correctly identified that test_bulk_utils.py,
test_edge_operations.py, and test_node_operations.py are pure unit tests
using only mocks - they don't require database connections.
Changes:
- Removed tests/utils/maintenance/ from ignore list (too broad)
- Added specific ignore for test_temporal_operations_int.py (true integration test)
- Moved test_bulk_utils.py, test_edge_operations.py, test_node_operations.py to unit tests
- Kept test_graphiti_mock.py in database integration (uses real graph_driver fixture)
This reduces database integration test time and properly categorizes tests.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Skip flaky LLM-based tests in test_temporal_operations_int.py
- test_get_edge_contradictions_multiple_existing
- test_invalidate_edges_partial_update
These tests rely on OpenAI LLM responses for edge contradiction detection and produce non-deterministic results.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Use pytest -k filter for API integration tests
Replace explicit file listing with `pytest tests/ -k "_int"` to automatically discover all integration tests in any subdirectory. This improves maintainability by eliminating the need to manually update the workflow when adding new integration test files.
Excludes:
- tests/driver/ (runs separately in database-integration-tests)
- tests/test_graphiti_mock.py (runs separately in database-integration-tests)
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Rename workflow from "Unit Tests" to "Tests"
The workflow now runs multiple test types (unit, database integration, and API integration), so "Tests" is a more accurate name.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
---------
Co-authored-by: Claude <noreply@anthropic.com>
