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MCP servers tagged agent-memory

131 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.

131
live servers
43
avg trust
12K
most stars
101

Agent In Sync

The knowledge base AI coding agents share. Submit, search, and reuse battle-tested solutions across teams. Self-hosted, MCP-native, AGPL-3.0.

34
102

Engram MCP

MCP server in Rust for AI agent persistent memory: branch-aware session handoffs, local ONNX embeddings, SQLite-backed semantic search.

34
103

Sessiongrep

Local-first memory layer for CLI agents. Indexes Claude Code, Codex CLI, and Cursor session histories into SQLite + FTS5 — searchable from a CLI, TUI, or MCP server so your next a…

34
104

Skymem Io

The trusted state layer for persistent AI agents. Structured cognition, audit-grade observability, MCP-native. Self-hostable. ELv2.

34
105

Stoic Agentos

The Operating System for AI Agent Fleets - monitor, orchestrate, and persist knowledge across your AI agents from a single dashboard.

34
106

Cf

Token-native agent memory retrieval for LLMs, without embedding APIs or vector databases.

34
107

Atelier

Open-source context runtime and governance layer for coding agents. MCP server + Python SDK (Anthropic, LangChain, OpenAI Agents, Google ADK) with shared procedures, failure rescu…

34
108

soolaugust/0CompactMem

os`

34
109

geondongkim/geond-agent-protocol

first shared memory and coordination layer for AI coding agents: repository evidence, reservations, handoffs, code graph context, and dashboard review backed by PostgreSQL/pgvecto…

34
110

Dense Mem

Self-hosted AI agent memory server with MCP, evidence provenance, typed claims, conflict detection, embeddings, recall, PostgreSQL, and Neo4j.

34
111

Kumbukum

Open source memory infrastructure for AI and humans. Turn scattered knowledge into AI-ready context across Claude, Cursor, ChatGPT, and any MCP client.

34
112

renezander030/agentic-task-system

cli`

34
113

PruneMem

MCP-compatible memory governance for AI agents — with structure, state, and lifecycle.

34
114

mcasdfgf/mcp-roo-memory

based deployment with Qdrant.

34
115

grooverLab/fable

only.

34
116

leonardsellem/hypermnesic

only Obsidian companion.

34
117

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.

34
118

Code Brain

Persistent memory, BM25 code search, MCP tools, and hook guardrails for AI coding agents — Claude Code, Codex CLI & Antigravity. One local-first .ai/ layer per repo. No SaaS, no n…

34
119

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.

34
120

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…

34
121

Memory Recall

Local-first repo memory and context for coding agents.

34
122

Streamient

Open source memory infrastructure for AI and humans. Turn scattered knowledge into AI-ready context across Claude, Cursor, ChatGPT, and any MCP client.

34
123

Ruflo Hub

Docker container for centralized Ruflo MCP server with PostgreSQL (RuVector). Architecture: Ruflo (stdio) → Express proxy (Streamable HTTP /mcp).

34
124

jagoff/memo

machine git sync.

34
125

rwnalds/engram

graph dashboard, and Obsidian compatibility.

34
126

leesgit/passbaton

g passbaton`

34
127

Evermemo

A tiny, universal memory engine for humans and AI agents — CLI, HTTP API, MCP server, and shared memory hub in one small Go binary

34
128

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…

34
129

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…

34
130

Qarinah

Qarinah is evidence-linked project memory for coding agents - compact enough to save context, inspectable enough to trust.

34
131

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…

34
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