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Persistent agent memory as plain Markdown in your repo - readable, diffable, with provenance.
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Memory and context Official MCP Registry · npm Local APACHE-2.0
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Local-first, governable long-term memory for AI coding agents
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Memory and context Official MCP Registry · PyPI Local MIT
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Memory database for LLM agents — persistent semantic + keyword memory, project namespacing, served o
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Databases Official MCP Registry · PyPI Local AGPL-3.0-ONLY
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Local decisions, evidence, outcomes and reviewed lessons with bounded retrieval and an HTML viewer.
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Memory and context Official MCP Registry · PyPI Local MIT
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Tensorcad io.github.Filip-Pajalic/tensorcad Design transformer LLM architectures and report their parameters, FLOPs, memory and cost
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Memory and context Official MCP Registry · npm Local MIT
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Local-first MCP memory server for persistent LLM knowledge with BM25 retrieval.
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Search and retrieval (RAG) Official MCP Registry · PyPI Local MIT
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Marm io.github.Lyellr88/marm-mcp-server Universal MCP Server with advanced AI memory capabilities and semantic search.
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Memory and context Official MCP Registry · PyPI Local APACHE-2.0
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Compresses AI chat sessions into a typed knowledge graph. Local/offline via Ollama.
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Memory and context Official MCP Registry · PyPI Local MIT
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Shared, persistent memory for AI agents, with semantic recall and live updates.
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Memory and context Official MCP Registry · PyPI Local MIT
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Persistent memory for MCP-compatible agents: memory bank, fact cortex, dreams, graph.
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Memory and context Official MCP Registry · PyPI Local APACHE-2.0
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Authority-weighted memory graph for AI agents with conflict detection and semantic search.
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Memory and context Official MCP Registry · PyPI Local MIT
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Graph-Mem io.github.Sathvik-1007/graphmem-mcp Persistent knowledge-graph memory for AI agents, with local semantic search. No API keys.
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Memory and context Official MCP Registry · PyPI Local MIT
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Persistent memory for AI agents - hybrid semantic + keyword recall with autonomous consolidation
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Memory and context Official MCP Registry · PyPI Local MIT
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Vayl io.github.ac12644/vayl Reconciling memory for AI agents: a changed fact retires the old value, with history and approval.
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Memory and context Official MCP Registry · PyPI Local APACHE-2.0
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Drug reference: GRLS, VEDL prices, Roszdravnadzor series recalls. Not medical advice.
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Science and research Official MCP Registry · PyPI Local MIT
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Dejo io.github.dejohq/dejo-mcp A browser your AI agent remembers. Learn a site once, replay it in one call, zero model calls.
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Browser automation Official MCP Registry · PyPI Local MIT
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FactMem io.github.gordonkjlee/factmem A local memory engine. You own the SQLite file. Not Mem0's hosted OpenMemory MCP.
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Memory and context Official MCP Registry · npm Local MIT
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Memshelf io.github.ignatenkofi/memshelf-mcp Working memory for AI agents: digest-indexed episodes on a git shelf, recalled a section at a time.
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Git and code hosting Official MCP Registry · PyPI Local MIT
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Tacitus io.github.ionasrobert/tacitus-mcp-server Long-term memory for AI agents: local-first PKM with provenance and hybrid search.
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Memory and context Official MCP Registry · npm Local MIT
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Cambium io.github.jarmstrong158/cambium Knowledge-lifecycle MCP: turn agent work into memory, recall it across projects, promote to org.
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Memory and context Official MCP Registry · PyPI Local POLYFORM-NONCOMMERCIAL-1.0.0