Updated the error and success responses in various functions to utilize structured response classes (ErrorResponse, SuccessResponse, FactSearchResponse, EpisodeSearchResponse, StatusResponse) for improved consistency and clarity. Incremented version in pyproject.toml to 0.2.1.
* update graphiti dep
* - Introduce SEMAPHORE_LIMIT environment variable in graphiti_mcp_server.py to manage concurrency and mitigate 429 rate limit errors.
- Document SEMAPHORE_LIMIT usage in README.md for better user guidance.
* Log the concurrency limit in Graphiti initialization for better visibility.
* Document SEMAPHORE_LIMIT environment variable in README.md to clarify its role in managing episode processing concurrency and handling 429 rate limit errors.
fix: ensure fact_embedding is removed from attributes in format_fact_result
This ensures that fact_embedding is completely cleaned from the result,
both from the main level and from the attributes dictionary.
Add small LLM model support and update README
- Introduced a new small LLM model configuration option (`SMALL_LLM_MODEL`) in `GraphitiLLMConfig`.
- Updated environment variable documentation to include `SMALL_MODEL_NAME`.
- Added command-line argument support for `--small-model` to override the small model name.
- Enhanced logging for small model configuration to improve user feedback.
These changes enhance flexibility in model selection for LLM operations.
* Refactor group_id handling and update dependencies
- Changed default behavior for `group_id` to 'default' instead of generating a UUID.
- Updated README to reflect the new default behavior for `--group-id`.
- Reformatted LLMConfig initialization for better readability.
- Bumped versions of several dependencies including `azure-core`, `azure-identity`, `certifi`, `charset-normalizer`, `sse-starlette`, and `typing-inspection`.
- Added `python-multipart` as a new dependency.
This update improves usability and ensures compatibility with the latest library versions.
* Update Graphiti MCP server instructions and refactor method names for clarity
- Revised the welcome message to enhance clarity about Graphiti's functionality.
- Renamed methods for better understanding: `add_episode` to `add_memory`, `search_nodes` to `search_memory_nodes`, `search_facts` to `search_memory_facts`, and updated related docstrings to reflect these changes.
- Updated references to "knowledge graph" to "graph memory" for consistency throughout the codebase.
* Update README for Graphiti MCP server configuration and integration with Claude Desktop
- Changed server name from "graphiti" to "graphiti-memory" in configuration examples for clarity.
- Added instructions for running the Graphiti MCP server using Docker.
- Included detailed steps for integrating Claude Desktop with the Graphiti MCP server, including optional installation of `mcp-remote`.
- Enhanced overall documentation to improve user experience and understanding of the setup process.
* Enhance error handling in GeminiEmbedder and GeminiClient
- Added checks to raise exceptions when no embeddings or response text are returned, improving robustness.
- Included type ignore comments for mypy compatibility in embed_content calls.
* Update graphiti_core/embedder/gemini.py
Co-authored-by: ellipsis-dev[bot] <65095814+ellipsis-dev[bot]@users.noreply.github.com>
* Update graphiti_core/llm_client/gemini_client.py
Co-authored-by: ellipsis-dev[bot] <65095814+ellipsis-dev[bot]@users.noreply.github.com>
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Co-authored-by: ellipsis-dev[bot] <65095814+ellipsis-dev[bot]@users.noreply.github.com>
* add azure open ai dependency
* update readme
* Create support for azure open ai endpoints
* fix: formatting
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Co-authored-by: paulpaliychuk <pavlo.paliychuk.ca@gmail.com>
* Bump version from 0.9.0 to 0.9.1 in pyproject.toml and update google-genai dependency to >=0.1.0
* Bump version from 0.9.1 to 0.9.2 in pyproject.toml
* Update google-genai dependency version to >=0.8.0 in pyproject.toml
* loc file
* Update pyproject.toml to version 0.9.3, restructure dependencies, and modify author format. Remove outdated Google API key note from README.md.
* upgrade poetry and ruff
