adelelo13 avatar

Neuromcp

adelelo13/neuromcp

This is a local-first memory layer that runs entirely on your machine with no cloud dependencies. It stores conversations and facts in SQLite with hybrid retrieval (vector embeddings via nomic-embed-text, BM25 full-text, knowledge graph links), exposing MCP tools for semantic search, memory consolidation, and a git-tracked wiki that compiles Markdown knowledge bases organized by people, projects, and patterns. The consolidation pipeline batches raw sessions every few hours and uses Claude to fact-check summaries against source material. Reach for this when you want persistent memory across Claude Desktop, Cursor, or any MCP client without sending your conversation history to a third party API. The author publishes benchmark numbers with sample size caveats and positions it as portable memory you control rather than vendor-locked cloud storage.

GitHub stars
4
tools
20
transport
STDIO
last updated
Oct 15, 2026

Tools

20 tools

Public tool metadata for what this MCP can expose to an agent.

store_memoryStore a memory with dedup, contradiction detection and surprise scoring.

Store a memory with dedup, contradiction detection and surprise scoring.

No parameter schema in public metadata yet.

search_memoryHybrid RRF search returning ranked raw memories with explain metadata.

Hybrid RRF search returning ranked raw memories with explain metadata.

No parameter schema in public metadata yet.

recall_answerSynthesizes an extractive cited answer, or reports not_in_memory.

Synthesizes an extractive cited answer, or reports not_in_memory.

No parameter schema in public metadata yet.

search_allSearches memories and the verbatim store together.

Searches memories and the verbatim store together.

No parameter schema in public metadata yet.

recall_memoryPlain ID/filter lookup of memories with no semantics.

Plain ID/filter lookup of memories with no semantics.

No parameter schema in public metadata yet.

create_entityCreates an entity in the knowledge graph.

Creates an entity in the knowledge graph.

No parameter schema in public metadata yet.

create_relationCreates a relation between entities in the knowledge graph.

Creates a relation between entities in the knowledge graph.

No parameter schema in public metadata yet.

query_graphQueries the knowledge graph.

Queries the knowledge graph.

No parameter schema in public metadata yet.

compute_centralityComputes PageRank centrality over the knowledge graph.

Computes PageRank centrality over the knowledge graph.

No parameter schema in public metadata yet.

start_episodeStarts a memory episode.

Starts a memory episode.

No parameter schema in public metadata yet.

end_episodeEnds a memory episode.

Ends a memory episode.

No parameter schema in public metadata yet.

memory_timelineReturns a timeline of memories.

Returns a timeline of memories.

No parameter schema in public metadata yet.

register_agentRegisters an agent for multi-agent memory use.

Registers an agent for multi-agent memory use.

No parameter schema in public metadata yet.

find_expertFinds an agent expert for a topic.

Finds an agent expert for a topic.

No parameter schema in public metadata yet.

wiki_ingestIngests content into the wiki.

Ingests content into the wiki.

No parameter schema in public metadata yet.

wiki_lintLints the wiki.

Lints the wiki.

No parameter schema in public metadata yet.

wiki_briefingProduces a wiki briefing.

Produces a wiki briefing.

No parameter schema in public metadata yet.

log_retrievalLogs a retrieval event for the usefulness prior.

Logs a retrieval event for the usefulness prior.

No parameter schema in public metadata yet.

cite_memoriesRecords citations of memories to close the usefulness-prior loop.

Records citations of memories to close the usefulness-prior loop.

No parameter schema in public metadata yet.

generate_reflectionGenerates a reflection over memories.

Generates a reflection over memories.

No parameter schema in public metadata yet.

Sponsors

Readme

neuromcp — Sovereign Memory for AI agents

Any model. Your memory. Stays local.

neuromcp is the first Sovereign Memory layer for AI: an open-source MCP server that gives Claude, GPT, Gemini, and Ollama persistent, searchable memory — stored entirely on your machine. No API keys. No cloud sync. No subscription required to remember who you are.

Sovereign Memory = data that you own outright, lives on hardware you control, and is portable across every model you use. Cloud memory products own your data; Sovereign Memory means you do.

npm version npm downloads license: AGPL-3.0 CI

npx neuromcp-init   # one command: detects your MCP clients, writes configs, sets up the wiki

View the full README on GitHub

Details

Repository
github.com/adelelo13/neuromcp
Categories
AI & LLM Tools, Documents & Knowledge, Search & Web Crawling
Package
neuromcp
Transport
STDIO
Registry
MCP registry, active

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