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Memory and context
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IWE io.github.iwe-org/iwe

Markdown knowledge base as agent memory. Runs against the notes directory it is started in.

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Docs and knowledge bases Official MCP Registry · npm · crates.io Local 480 a week APACHE-2.0
Webgate io.github.x-hannibal/mcp-webgate

Web search that doesn't wreck your AI's memory.

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Web search and scraping Official MCP Registry · PyPI Local MIT
Agent Recall io.github.Goldentrii/agent-recall

Correction-first agent memory. Precision KPI tracks if agents heed warnings. 5 layers, local-only.

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Memory and context Official MCP Registry · npm Local 466 a week MIT
Enquire io.github.oomkapwn/enquire-mcp

Long-term memory for AI agents — your Obsidian vault as searchable persistent memory.

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Memory and context Official MCP Registry · npm Local 461 a week MIT
Myco Brain io.github.thegoodguysla/myco-brain

Shared, source-backed memory for AI agents on your own Postgres, with an optional document engine.

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Memory and context Official MCP Registry · npm Local 125 a week APACHE-2.0
WhiteMagic — governed local memory for agent continuity io.github.lbailey94/whitemagic-mcp

Governed local-first memory and continuity for AI agents — signed receipts, optional hosted lane.

100% up · 30 days

Memory and context Official MCP Registry · npm · PyPI Local Remote 424 a week MIT
Memento io.github.jee1/memento-mcp-server

Agent memory MCP server with 4-type cognitive memory, hybrid search, and TTL-based forgetting.

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Memory and context Official MCP Registry · npm Local 423 a week MIT
server-noonien io.github.sequico/server-noonien

Shared, serverless, conflict-free knowledge-graph memory for AI agents

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Memory and context Official MCP Registry · npm Local 114 a week MPL-2.0
Al Buddy Memory io.github.flytomoon/al-buddy-memory

Governed local memory for AI agents: facts are retired, not overwritten, and every call is audited.

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Memory and context Official MCP Registry · npm Local 406 a week APACHE-2.0
Engram io.github.tstockham96/engram

Intelligent agent memory with automatic extraction, consolidation, and bi-temporal recall.

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Memory and context Official MCP Registry · npm Local 109 a week MIT
Builderforce Memory io.github.SeanHogg/builderforce-memory

Token-saving persistent memory for AI agents: recall durable facts instead of re-reading files.

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Memory and context Official MCP Registry · npm Local 382 a week MIT
Agent Loop io.github.meharajM/agent-loop-mcp

Agentic memory manager. Install Skill: npx skills add meharajM/agent-loop-mcp

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Memory and context Official MCP Registry · npm Local ISC
Perf io.github.rog0x/perf

Benchmark, memory, Big O analysis for AI agents

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Memory and context Official MCP Registry · npm Local MIT
rutter io.github.shinytoyrobots/rutter

Recall past decisions and the notes your AI sessions cited, from a local markdown folder.

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Docs and knowledge bases Official MCP Registry · npm Local 354 a week MIT
anairyspirit io.github.Seventhwalllab/anairyspirit

An AI agent's own long-term memory, on your machine. Needs a one-time: npx anairyspirit setup

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Memory and context Official MCP Registry · npm Local 349 a week SEE-LICENSE-IN
Gemdex io.github.nikships/gemdex

Persistent memory layer for AI coding agents: save, recall, update via Gemini plus LanceDB

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Memory and context Official MCP Registry · npm Local 327 a week MIT
Cuba Memorys io.github.LeandroPG19/cuba-memorys

Persistent memory MCP server. 28 tools, BM25+MMR+OOD retrieval, tamper-evident audit, code graph.

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Memory and context Official MCP Registry Local
Memory Industry io.github.LeandroPG19/memory-industry

MemoryIndustry persistent memory MCP server: BM25+MMR retrieval and audit.

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Memory and context Official MCP Registry Local
Memory Lean io.github.zamansheikh/memory-lean

Token-lean memory for AI agents: a knowledge graph searched cheaply. Drop-in for server-memory.

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Memory and context Official MCP Registry · npm Local 321 a week MIT
Brainllm io.github.miisodev/brainllm

Self-hosted memory for LLMs in TriliumNext, structured by the server and editable by you.

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Memory and context Official MCP Registry · npm Local 289 a week MIT

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