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Memory & Knowledge MCP Servers

Servers that give agents persistent memory or a structured knowledge base to draw on across sessions. The directory lists 243 in this category, of which 66 are hosted remote servers needing no local install. Ranking below reflects maintenance, documentation, install experience and adoption — never payment.

All servers

brainllm

miisodev

Community

Persistent graph-structured memory for LLMs in TriliumNext Notes — readable and editable by humans.

Aug 30, 2026Memory Knowledge
Local service39/1001

delx memory

davidmosiah

Community

Local-first persistent memory MCP: shared SQLite key/value store, searchable, TTL-aware, secret-safe

Aug 29, 2026Memory Knowledge
Local service39/1001
Community

Expert-curated knowledge, brand, research & earnings intelligence — 47 tools, 220+ graphs.

Aug 28, 2026Memory Knowledge
Remote service39/1001

Junê

Junemind

Community

Shared, cited knowledge-graph memory for agents — ask, search, remember, keep standing instructions

Aug 28, 2026Memory Knowledge
Local service39/1001

Memento

scrypster

Community

Persistent memory for AI tools. Local-first knowledge graph with hybrid search.

Feb 20, 2026Memory Knowledge
Local service39/1009

memtrust

RudrenduPaul

Community

Independent, reproducible benchmark harness for agent-memory backends.

Aug 25, 2026Memory Knowledge
Local service39/1001

understanding graph

emergent-wisdom

Community

Persistent understanding via workflow prompts, typed updates, graph-native code, and supersession.

Aug 25, 2026Memory Knowledge
Local service39/1001

aidimag

AiDimag

Community

Persistent, verified memory for AI coding agents: recall, capture, guardrails, review queue.

Aug 21, 2026Memory Knowledge
Local service39/1001

memory

VelixarAi

Community

Persistent memory for AI assistants. Store, search, and recall across sessions.

Aug 21, 2026Memory Knowledge
Local service39/1001

Sprintra

Sprintra-io

Community

The project brain for AI coding agents — memory, decisions, sprints, knowledge base via MCP.

Jun 15, 2026Memory Knowledge
Remote service39/1003

Handoff

kirill-sviridov

Community

Cross-session memory for Claude over MCP — prioritised briefs, supersession, cross-project recall.

Jul 11, 2026Memory Knowledge
Local service39/1002
Community

On-device, self-organizing memory for AI coding agents — recalls the right facts into each prompt.

Aug 17, 2026Memory Knowledge
Local service39/1001

HexWitness

siaginw

Community

Durable, build-scoped reverse-engineering evidence memory and query tools for AI agents.

Aug 14, 2026Memory Knowledge
Local service39/1001

Bilinc

atakanelik34

Community

Hosted agent memory with provenance, contradiction surfacing, and snapshot rollback.

Aug 11, 2026Memory Knowledge
Local service39/1001

MIND

theastraway

Community

Personal knowledge graph AI memory. 15 tools, 89 actions. Emotional intelligence, CRM, social.

Apr 10, 2026Memory Knowledge
Local service39/1005

LinkLore

linklore

Community

AI-native structured memory for agents (MCP). Built for agents, not humans.

Aug 6, 2026Memory Knowledge
Local service39/1001

mcp memory graph

YonasValentin

Community

Local-first memory for Claude Code and any MCP client: hybrid search + knowledge graph, $0/token.

Aug 3, 2026Memory Knowledge
Local service39/1001

Graph Mem

Sathvik-1007

Community

Persistent knowledge-graph memory for AI agents, with local semantic search. No API keys.

Jul 21, 2026Memory Knowledge
Local service39/1001

mif tools

varun29ankuS

Community

Convert, validate, and inspect AI agent memories across formats

Mar 6, 2026Memory Knowledge
Local service39/1005

agentmem

Thezenmonster

Community

Governed memory for coding agents. Trust lifecycle, conflict detection, health scoring.

Apr 17, 2026Memory Knowledge
Local service39/1003

OMEM

troybrandonc-bit

Community

Memory for AI agents that tracks beliefs over time and surfaces contradictions

Aug 31, 2026Memory Knowledge
Local service39/100

memgit

code4161

Community

Git for AI memory — version-controlled, searchable context that persists across sessions

Aug 31, 2026Memory Knowledge
Local service39/100

ariel memory

Cipher208

Community

Two-layer memory MCP server for AI agents with 37 tools, RAG, graphs, wiki, auth

Aug 30, 2026Memory Knowledge
Local service39/100
Community

AI memory buyer routing with Forge docs, pricing, paid recommendations, and MCP discovery.

Jun 24, 2026Memory Knowledge
Remote service39/1001