MCP Memory-mesh
JSON →An MCP server that gives Claude Code persistent memory across sessions (open source, SQLite)
Install
pip install memorymesh-mcp Tools · 15
- search_memory Hybrid search over all indexed content. Returns path, preview, score, file type, source, and optional extended_preview for wider context.
- list_sources List all configured sources with file counts and index status.
- get_document Read the full content of an indexed file (up to 1 MB by default).
- index_now Force immediate re-index of a file or directory, bypassing the watcher.
- ask_memory RAG: retrieves relevant passages and sends them to a local Ollama model for a grounded answer. Requires Ollama running locally.
- pin_memory Pin a chunk to the hot tier — never demoted, never score-decayed.
- forget_memory Suppress a chunk from future search results without deleting the source file.
- query_timeline Query the episodic event log: what was retrieved / indexed in the last N days?
- sync_source Pull and index documents from a configured external connector (Jira, Notion, GitHub…).
- get_entity Look up a named entity (person, project, concept) and its associated chunk IDs.
- related_documents Find documents semantically similar to the given file path.
- search_by_date Search indexed chunks by last-modified date range.
- forget_source Remove all indexed data for a named source from the index.
- summarize_source Generate a brief summary of the most recent content in a source (requires Ollama).
- graph_memory Return the entity co-occurrence knowledge graph as nodes and edges.
Links
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