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MCP servers tagged agent-memory
809 live MCP servers tagged "agent-memory", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with agent-memory.
Dense Mem
Self-hosted AI agent memory server with MCP, evidence provenance, typed claims, conflict detection, embeddings, recall, PostgreSQL, and Neo4j.
Kumbukum
Open source memory infrastructure for AI and humans. Turn scattered knowledge into AI-ready context across Claude, Cursor, ChatGPT, and any MCP client.
renezander030/agentic-task-system
cli`
PruneMem
MCP-compatible memory governance for AI agents — with structure, state, and lifecycle.
mcasdfgf/mcp-roo-memory
based deployment with Qdrant.
grooverLab/fable
only.
leonardsellem/hypermnesic
only Obsidian companion.
Tastebud Memory
A chef's palate for AI agent memory; Un-mix any day's work into its exact projects, and detect workstreams nobody has named yet. Hyperdimensional fingerprints, zero dependencies.
Crystalline
Local-first memory for AI agents: teach knowledge as Markdown Domains, capture learnings as Engrams. One Rust binary with MCP server, CLI and hybrid search.
Innate
Self-growing procedural knowledge layer for AI agents. Rust MCP server + CLI — recall relevant knowledge before tasks, record outcomes after, distill experience into reusable insi…
Memory Recall
Local-first repo memory and context for coding agents.
Streamient
Open source memory infrastructure for AI and humans. Turn scattered knowledge into AI-ready context across Claude, Cursor, ChatGPT, and any MCP client.
Ruflo Hub
Docker container for centralized Ruflo MCP server with PostgreSQL (RuVector). Architecture: Ruflo (stdio) → Express proxy (Streamable HTTP /mcp).
jagoff/memo
machine git sync.
rwnalds/engram
graph dashboard, and Obsidian compatibility.
leesgit/passbaton
g passbaton`
Varve
Decision memory for AI coding agents. A local-first Go binary and MCP server: records decisions with evidence, scope, provenance and expiry, packs the relevant ones into each agen…
Xyzdb
Semantic gravity database in Rust: related records live together on disk, so graph traversal is a range scan and vector search is exact — never approximate. Runs in 256 MB, with a…
Qarinah
Qarinah is evidence-linked project memory for coding agents - compact enough to save context, inspectable enough to trust.
Core Memory Kit
Persistent per-project memory for Claude Code, Kiro, Cursor & Codex - plain markdown committed with your code, captured prompt-free, auto-injected at session start, recalled by me…
Engrama
A memory graph designed for the agent that uses it, not the human who feeds it. Engrama reconstructs context from associations on demand, replacing the "stuff everything into the…
Github Stars Radar
把你多年收藏的开源项目，变成 AI 编程助手的私人技术记忆。
Brain AI Memory
Turn MEMORY.md into project-scoped, versioned memory for Codex, Claude Code, and MCP agents across sessions.
Mhn AI Agent Memory
AI agent memory using Modern Hopfield Networks — no LLM calls, no database, one matrix multiply. MCP server for Cursor, Claude Code, and other AI coding agents.
Notarium
File-first knowledge base for humans and AI agents — self-hosted Markdown notes with a web editor and a built-in MCP server.
2origin
本象协议 Benxiang · 一源万影：保存本象，按需投影。面向 AI 的持久对象表示层——AI 只提交语义事务，确定性编译器校验后才落地，每个字段都能回答「凭什么」。A2 消融实测（2026-08-13，README §5）：唯一幸存的分类性主张是结构性的——提示词结构上产不出证据链；A3 全套机制给 15.0%/27.5% 受测字段可溯源证据，所有纯…
VMem
Zero context compaction for Claude Code & LLM agents. Persistent memory powered by OS primitives (demand paging, kswapd eviction, mlock pinning). Single SQLite file, MCP-native, m…
Memtomem Stm
Short-term memory proxy gateway with proactive memory surfacing for AI agents
OpenPraxis
Superseded by SuperX (github.com/k8nstantin/superx) — kept public as prior art. Spec-driven platform for autonomous coding agents: products → manifests → task DAGs, agents in isol…
SoupNet
Your taste and judgment, in every AI agent you use. Shared, append-only memory of a human's judgment calls - agents recipe-check via MCP or plain URLs. MIT, self-hostable.
Knitbrain
The local-first brain for coding agents: project memory + workflow intelligence + lossless ~50% context savings. MCP server + LLM proxy, zero cloud.
Another Brain
Long-term memory your AI coding agents actually share. One brain, many agents — standalone embedded MCP server: SQLite + FTS5 + vector hybrid search, local ONNX embeddings, self-e…
Fleet Mem
Shared code intelligence for agent fleets — AST-aware semantic search + multi-agent memory with git-concurrent coordination
Cairntir
Local-first persistent memory MCP server for Claude Code, Codex, Cursor, Qwen Code, and AI coding agents. Cross-session, cross-agent SQLite memory.
Do SOUL Alaya
The local-first memory plane for CLI coding agents. Codex and Claude Code attach via MCP; SQLite-backed, evidence-gated, no GUI. Cross-session memory that the agent proposes and a…
SafeFlo
Local MCP server giving Claude Code persistent agent memory: hybrid FTS5 + vector search, episodic/semantic/procedural lifecycle, no network calls, no install scripts.
Palimem
Governed local-first memory for coding agents — supersession, scoped recall, and audit on your machine. Spec v1.7.0, 143 validation behaviors.
Sift Releases
Persistent memory for Claude Code. Preferences, patterns, and decisions that survive across sessions.
Logica Mind
The continuity substrate for AI agents — memory that becomes a mind: a versioned self-model, a cognitive heartbeat, a shared cortex, metacognition & debate, on temporal-graph memo…
AiCodelense
Give AI coding agents a map before they read your code. Statically maps your codebase structure and dependencies, enriches components with LLM summaries, and links Git commits/Jir…
MemoryWiki
Local-first Memory Wiki for AI agents
Mneo
Persistent memory for AI agents using git refs. MCP server + Claude Code skill. No vector database, no embeddings, no daemon — branches are scopes, push/fetch is sync.
P Layer
Memory for AI agents with rules that are kept, not just written - P0-P6 layered rules enforced in code, SQLite + PostgreSQL, MCP server, eval harness. PyPI: p-layers
Loredex
Universal control system for coding agents: shared memory, cross-project handoffs, research management, & MCP + Obsidian dashboards across products/repos.
Agentmemory Codex Windows
Independent Windows-native AgentMemory downstream for OpenAI Codex Desktop and CLI, with managed hooks, persistent project-scoped memory, federated recall, and optional local grap…
Shipward
A local kanban board for one developer and their coding agent, where a card only moves to done when a command you declared actually passes.
Copal
Self-hosted, headless personal knowledge hub — a persistent memory layer (MCP + REST) for your LLM assistants. Postgres + pgvector.
Redthread
Memory management for AI agents through project phases
Tido
Persistent task memory for AI agents — MCP-native, multi-agent safe, single binary.
Aoa Session Memory
Portable session-memory system for agents: provenance-carrying session evidence and queryable read models, with Codex as the current production adapter.