D

Domain Memory

mashware

Local MCP server that captures the why behind your code — domain knowledge for Claude, Cursor, Copilot, and any MCP agent.

M

My Memory

moontmsai

TypeScript-based Model Context Protocol server with SQLite. Enables AI to persist and search user entities, observations, and relationships.

K

Kioku Mesh

h-wata

Shared memory for AI coding agents, across tools and machines. Local-first SQLite, optional Zenoh+RocksDB mesh, MCP-native.

W

Workspace Qdrant

ChrisGVE

Project-aware collection management based on Qdrant, including a Rust MCP, daemon and CLI: hybrid semantic, pattern and full-text (FTS5) search into single or cross-concerns collection. Dedicated coll

A

AgenticMind

Moai-Team-LLC

Auditable, self-improving knowledge & memory for AI agents over MCP. Zero-key & multilingual by default · citation-enforced answers · replayable why-trace · judge-gated compounding loop. Postgres-only

C

Chrono Rag

projectchrono

Local code search and cited answers for Project Chrono and PyChrono, grounded in Chrono's own code, demos and docs. CLI, MCP server for editors, and web app; search needs no API key, written answers u

A

Athena MCP RAG Server

HarshRohilla04

Athena MCP RAG Server: Production-ready Pinecone-powered Retrieval-Augmented Generation server for Claude Desktop, with PDF ingestion, teacher tools (explain, study plans, quizzes)

S

Semantic Wake Intelligence

semanticintent

Wake Intelligence: 5-Layer Temporal Intelligence for AI Agents A production-ready Model Context Protocol (MCP) server implementing a temporal intelligence "brain" with five layers: Past (causality tr

M

MCP Agentic Rag

rukshannet

MCP Server for Agentic RAG applications

N

Nexus Memory System

scooter-lacroix

Nexus Memory System is a Rust memory platform for AI coding agents. It provides a shared SQLite-backed memory store, a CLI for day-to-day operations, native hook installers for supported agent tools,

M

MCP Rag Agent

luisrodriguesphd

This repository presents a production-ready RAG system combining LangGraph agent with Model Context Protocol (MCP) integration. Features hybrid search using Reciprocal Rank Fusion (RRF) via MongoDB ve

M

Mnemo

sattyamjjain

On-prem, MCP-native memory for AI agents in regulated settings: every write lands in a SHA-256 hash-chained log an auditor can check offline, without running the vendor's code. Rust, embedded, Apache-

A

Agent Working Memory

CompleteIdeas

Persistent, local-first memory for AI agents. Selective by design: filters what's worth keeping, links what's related, and says nothing when it doesn't know. SQLite + ONNX, no cloud, no API keys.

A

Agent Nexus

deepaksinghcs14

Self-hosted, model-agnostic AI agent orchestration platform. Build, run, and observe AI agents backed by any LLM (Anthropic, OpenAI, Gemini, Ollama). Features: agent groups/pipelines, tool execution

M

Memorx

arbazkhan971

SOTA developer memory system — local MCP server in Go that gives any coding CLI persistent, project-scoped session/feature memory

T

Tages

ryantlee25-droid

Persistent codebase memory for AI coding agents. MCP server + CLI + dashboard.

A

Archivist

i3T4AN

Archivist MCP is a local-first memory server for coding agents. It persists decisions, incidents, rules, entities, and graph relationships in SQLite, then exposes them over MCP (stdio/HTTP), SSE team

O

Otzar

danielfleischer

Local hybrid search over your own files — dense vectors, BM25, and metadata filters in one query. The same binary is an MCP server, so agents can search your notes.

V

VecRecall

snowfoxHQ

VecRecall 是一个进化版的 AI 长期记忆系统， v2.0 在纯向量检索之上，叠加 LLM 认知层（写入时自动抽取实体/关系/摘要/话题 + 语义去重）、时序知识图谱、遗忘曲线与主动蒸馏、多跳向量+图谱混合检索与静态加密，并把嵌入升级为「零依赖 subword 词法 + 多语言语义模型」双层。内置可复现评测集（21 组中英混合 query）中，召回率（R@5）达到 语义嵌入 100% /

Z

Zoom Search

goofrey

MCP search and evidence tool for AI agents with query rewriting, source zoom-in, sourced answers, and runtime metrics.

M

Memkeeper

teflon07

Local-first, deterministic memory store for AI agents: SQLite-backed BM25 with optional local ONNX semantic search and cross-encoder rerank, graph projection, and an MCP adapter. No required network o

S

Solidworks

ladla90077-web

SolidWorks 2022 MCP server: run, test and auto-fix VBA macros via COM. Self-improving knowledge base, JS-rendered API-docs pipeline, 23 feature generators (parts, assemblies, surfaces, sheet metal).

L

Leteo

asanabrial

Persistent memory for AI coding agents. MCP server + lifecycle hooks that give Claude Code, Codex and Cursor long-term memory across sessions — one Rust binary, one local SQLite database, no server.

A

Ai Books

Tryboy869

AI Books MCP Server - Extend LLM context 15-60× via gravitational memory | Official MCP server for Claude Code & Anthropic

S

Semantic Code

vrppaul

Semantic code search MCP server for Claude Code — find code by meaning, not just text matching

M

Markdown Notes

codeMaestro78

A semantic search system for Markdown notes with Model Context Protocol (MCP) server integration. Build searchable embeddings indexes from your Markdown files and expose them via JSON-RPC 2.0 over std

A

Agora Kb

handochan

Self-hostable, open-source shared memory for AI agents: plain markdown in git that a curator agent organizes itself, readable and writable over MCP. Beta — no auth, single machine.

M

Mem0

tensakulabs

MCP server for self-hosted Mem0 with Qdrant vector + Neo4j graph memory

M

MCP Memory

coah80

Persistent memory server for AI coding tools. Works with Claude Code, Cursor, Claude Desktop, Codex, OpenCode, and more.

M

Memro

memrohq

Memro — the memory layer for AI context. Server, SDKs, MCP server and integrations.

A

Alexandria

cebarks

Long-term memory for AI agents. MCP server with local embeddings, heat-based recall, and hierarchical clustering on embedded SurrealDB.

J

JPOS

mohisyed

The first open-source MCP server for jPOS and ISO 8583. Give AI agents deterministic access to payment protocol expertise.

A

Agentic Engineering Playbook

AnkitParekh007

A practical open-source roadmap to build production-grade AI agents, copilots, RAG systems, MCP tools, and agentic applications.

O

Okl — Observed Knowledge Ledger

Oficial

io.github.emeraldleaf

Keeps your agent true to your rules. Keeps them true to the code. Keeps learning as you build.

F

Fetchium

zuhabul

Rust-native universal retrieval layer for humans and AI agents — search, extract, rank, and synthesize the web. CLI + REST API + MCP server, with adaptive extraction (CEP), token-budgeted packing, mul

A

Amanmcp

Aman-CERP

AmanMCP is a local-first RAG MCP server for developers - providing hybrid search (BM25 + semantic) over codebases for AI assistants like Claude Code and Cursor.