RAWThink

{
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "name": "io.github.ygtalp/rawthink-mcp",
  "description": "Persistent memory for AI thinking partnerships: hybrid search and a temporal knowledge graph.",
  "title": "RAWThink",
  "repository": {
    "url": "https://github.com/ygtalp/rawthink-mcp",
    "source": "github"
  },
  "version": "2.0.1",
  "packages": [
    {
      "registryType": "pypi",
      "registryBaseUrl": "https://pypi.org",
      "identifier": "rawthink-mcp",
      "version": "2.0.1",
      "runtimeHint": "uvx",
      "transport": {
        "type": "stdio"
      },
      "environmentVariables": [
        {
          "description": "Path to the vault directory holding sessions, qnotes and the knowledge graph.",
          "default": "../vault",
          "name": "RAWTHINK_VAULT"
        },
        {
          "description": "Path to memory.jsonl. Defaults to <vault>/memory.jsonl.",
          "name": "MEMORY_FILE_PATH"
        },
        {
          "description": "Qdrant server URL.",
          "default": "http://localhost:6333",
          "name": "QDRANT_URL"
        },
        {
          "description": "Set to a directory to run Qdrant embedded instead of via Docker.",
          "name": "QDRANT_PATH"
        },
        {
          "description": "Ollama server URL. Without it, retrieval degrades to sparse-only.",
          "default": "http://localhost:11434",
          "name": "OLLAMA_URL"
        },
        {
          "description": "Embedding model. Changing it requires a full reindex.",
          "default": "bge-m3",
          "name": "OLLAMA_MODEL"
        },
        {
          "description": "Which tools to expose: recall (4, read-only), record (5, the write path), or full (17).",
          "default": "full",
          "name": "RAWTHINK_TOOL_PROFILE"
        },
        {
          "description": "Path to the BM25 state file. Defaults to <vault>/.bm25_state.json.",
          "name": "RAWTHINK_BM25_STATE"
        },
        {
          "description": "Log level for diagnostics on stderr.",
          "default": "INFO",
          "name": "RAWTHINK_LOG_LEVEL"
        }
      ]
    }
  ]
}