Persistent memory for AI thinking partnerships: hybrid search and a temporal knowledge graph.
RAWThink is an MCP integration. Persistent memory for AI thinking partnerships: hybrid search and a temporal knowledge graph.
The published pypi package is rawthink-mcp, version 2.0.1. Its declared MCP transport is stdio.
The package declares RAWTHINK_VAULT: Path to the vault directory holding sessions, qnotes and the knowledge graph.; MEMORY_FILE_PATH: Path to memory.jsonl. Defaults to /memory.jsonl.; QDRANT_URL: Qdrant server URL.; QDRANT_PATH: Set to a directory to run Qdrant embedded instead of via Docker.; OLLAMA_URL: Ollama server URL. Without it, retrieval degrades to sparse-only.; OLLAMA_MODEL: Embedding model. Changing it requires a full reindex.; RAWTHINK_TOOL_PROFILE: Which tools to expose: recall (4, read-only), record (5, the write path), or full (17).; RAWTHINK_BM25_STATE: Path to the BM25 state file. Defaults to /.bm25_state.json.; RAWTHINK_LOG_LEVEL: Log level for diagnostics on stderr..
Check the maintainer’s instructions for account access, authentication and the supported client configuration. Once connected, inspect the tools your client receives and try a small task that matches the server’s stated purpose. The registry description does not include a verified, complete tool list.
View the publisher’s registry entry · Project repository. This profile uses version 2.0.1 from the registry. Registration identifies the publisher namespace; it does not establish that this is a first-party integration for every service it connects.
Browse related knowledge & memory MCP servers for tools that cover the same kind of work.
| Variable | Description | Required |
|---|---|---|
| RAWTHINK_VAULT | Path to the vault directory holding sessions, qnotes and the knowledge graph. | Optional |
| MEMORY_FILE_PATH | Path to memory.jsonl. Defaults to /memory.jsonl. | Optional |
| QDRANT_URL | Qdrant server URL. | Optional |
| QDRANT_PATH | Set to a directory to run Qdrant embedded instead of via Docker. | Optional |
| OLLAMA_URL | Ollama server URL. Without it, retrieval degrades to sparse-only. | Optional |
| OLLAMA_MODEL | Embedding model. Changing it requires a full reindex. | Optional |
| RAWTHINK_TOOL_PROFILE | Which tools to expose: recall (4, read-only), record (5, the write path), or full (17). | Optional |
| RAWTHINK_BM25_STATE | Path to the BM25 state file. Defaults to /.bm25_state.json. | Optional |
| RAWTHINK_LOG_LEVEL | Log level for diagnostics on stderr. | Optional |
Store entities, relations and observations in a local knowledge graph with the reference Memory MCP server.
A structured scratchpad for hard problems — stepwise reasoning with revisions, branches and visible logic.
Knowledge graph MCP for student learning with spaced repetition and mastery tracking
Productivity-boosting RAG engine for codebases with multi-provider AI support and semantic search.
Talk with your Apple Notes
Long-term memory system for AI agents with semantic search, context management, and multi-format storage.