L

Lognexus

digital-lake-ai

Universal Git-powered persistent memory, context rules & native MCP server for AI coding agents. Prevents context amnesia with stateful workflows, Git Notes, and cross-model review gates across Claude

E

Engram Go

petersimmons1972

Self-hosted MCP memory server — 35 tools for persistent context across AI coding sessions. Runs on Docker with PostgreSQL + pgvector + Ollama.

M

Mddb

tradik

Embedded knowledge base with 114 MCP tools, hybrid BM25+vector search and RAG. One Go binary.

A

Atlas Mind

Anakior

Self-hostable, git-native knowledge base & AI memory (MCP) — your notes stay plain Markdown files in your own git repo. Pure-stdlib Python, no database. AGPL-3.0.

N

Neuron

recla93

Persistent semantic memory for AI. An MCP server that turns every conversation into a living concept graph — vector search, Hebbian link reinforcement, spreading activation — so your LLM remembers acr

V

Vaelor

anatolykoptev

A memory of the codebase your AI agent can't get from grep: a persistent call graph, semantic search, and per-symbol review learnings over any repo. Self-hosted MCP server — Go, tree-sitter, Apache AG

O

Ostk Recall

os-tack

Local-first cross-corpus retrieval MCP server — model2vec embeddings + LanceDB (Tantivy BM25) + SQLite. One binary; hybrid (dense + BM25) search across markdown, code, and Claude Code sessions.

A

Agentbrain

2672243194

Local-first long-term memory for AI agents - plain Markdown vault + thin MCP server. CJK-aware BM25, token-efficient by design.

M

Memnest

Blue-B

Source-backed local memory shared by Claude Code, Codex, pi, and MCP clients. No generative LLM.

M

Morgan

lazarevtill

Self-hosted, self-learning, provider-agnostic personal agent kernel. Local-first memory in one SQLite database, project-scoped, reachable from any tool over MCP or a CLI.

R

Roblox Brain

AkitoDevs

Curated Roblox knowledge that improves Claude's work on Roblox scripting, VFX, UI and more, for everyone who installs it. Tip sharing is on by default and easy to turn off.

T

Tokenectomy

Tokenectomy-Labs

Autonomous M2M MCP server that scrubs framework noise & redacts secrets from AI agent error logs before they hit your context window

V

Vektor Memory

Vektor-Memory

Unified Workspace with Multi Agent memory - Slipstream - 5-layer associative graph memory (MAGMA) with autonomous REM cycle, CLI, GUI, DXT-MCP Cloak Tools.

A

Atlas Mind

Oficial

app.anakior

Self-hosted git-native knowledge base with an MCP endpoint your AI reads, writes and rewinds

C

Cairntir

pnmcguire480

Local-first persistent memory MCP server for Claude Code, Codex, Cursor, Qwen Code, and AI coding agents. Cross-session, cross-agent SQLite memory.

I

Issueops

m16khb-org

IssueOps agent harness: team memory for coding agents. Cautions and ADRs ship in the same PR as the code. Works with Codex, Claude Code, Omo, omp, and opencode.

An MCP server implementation for retrieving information from the AWS Knowledge Base using the Bed...

M

Mem Forensics

x746b

Unified Memory Forensics MCP Server - Multi-tier engine combining Rust speed with Vol3 coverage.

G

Grug Brain.mcp

ryanthedev

MCP server for persistent memory. grug remember thing so not forget.

M

MCP Okn

sbl-sdsc

Next Generation MCP service to query the NSF Open Knowledge Network Knowledge Graphs

P

Petit Poucet

areguig

One memory for every coding agent you switch between: Claude Code, Copilot, Codex, Cursor, Antigravity. Markdown + git, MCP server

MCP server that gives AI agents fast, searchable access to the pgsql-hackers mailing list and PostgreSQL source code (threads, patches, authors, commits and a knowledge graph) to answer Postgres histo

G

Glacier.Vector

ian-cowley

High-performance, SIMD-accelerated vector search engine and MCP server for .NET 10. Optimized for LLM embeddings and semantic search.

E

Engram

OscillateLabsLLC

A private, local memory layer MCP server for your LLMs

J

Junto Memory

tlemmons

Persistent shared memory and coordination MCP server for multi-agent AI workflows. The memory component of the Junto system. MongoDB + ChromaDB. Production-tested with 6+ agents over 500+ sessions.

C

Countermap

elchacal801

Cross-framework MCP server and CLI for MITRE ATT&CK, D3FEND, ATLAS and F3, with provenance on every link. Renders D3FEND CAD, Attack Flow, Navigator and Mermaid diagrams.

C

CodePrism

knight22-21

Standalone Python package + MCP server that builds and maintains a persistent knowledge graph of any codebase, exposing precise, token-efficient context to AI coding agents.

C

Code Rag

Mirrdhyn

MCP (Model Context Protocol) server for semantic code search. Replace grep/ripgrep with understanding-based code search.

M

Mosaic

hexxla

MCP server for agent memory over HexxlaDB—ring retrieval, embeddings + lexical search, seams, facets, YAML persistence policy, localhost HTTP transport.

G

Graph Theory System Modeling

Check-It-Out-Dev

Graph-theoretic system modeling: living documentation as a typed knowledge graph, with the AI tooling built on it — prompt contracts, embedding and reranking MCP servers, and a 4B local model that nav

B

Bifrost Plugin

neXenio

Claude Code + Claude Desktop plugin for any Bifrost MCP gateway: one-command setup, skill discovery, agent-driven memory, signed admin policy, and OAuth 2.1 for Desktop.

A

Ai Rem

markus7h

Shared long-term memory as a knowledge-graph MCP server — persistent context, preferences and project knowledge for Claude Code, opencode and any MCP-capable AI agent.

I

Iron Mem

BMC-INC

Agent-native memory infrastructure for AI coding assistants. Governed session capture, LLM compression, hybrid retrieval (FTS + vector + RRF), temporal knowledge graph, content-addressed storage, comp

Z

Zed MCP Memory

obledev

Memory MCP server for the Zed editor

U

Ulpia

richard-wollyce

The memory is yours. The model is a guest. Local-first memory and retrieval layer for AI agents: RAG with no model in the path, abstention as a verdict, MCP server, evaluation included. Rust, Apache 2

A

AndOnMac

V0val0x

Native macOS SwiftUI, Metal & VideoToolbox app for up to 120 FPS Android mirroring — HEVC/H.264 streaming, QR/Hotspot/BT bypass, Continuity, Vision OCR, SQLite FTS5 Recall & built-in MCP server.