V

Vector

Knuckles-Team

Vector MCP Server for AI Agents - Supports ChromaDB, Couchbase, MongoDB, Qdrant, and PGVector

R

RAG

cr21

Simple RAG implementation from scratch using MCP, focusing on Perception, Memory, Decision and Action

L

Linksee Memory

michielinksee

Local-first agent memory MCP - cross-agent brain with token-saving file diff cache. By Synapse Arrows.

Q

Qurio

irahardianto

Self-hosted RAG engine for AI coding assistants. Ingests technical docs & code repositories locally with structure-aware chunking. Serves grounded context via MCP to prevent hallucinations in software

M

Memory Visualizer

mjherich

Interactive visualizer for Anthropic's Memory MCP knowledge graphs. Instantly explore, debug, and analyze entities, relations, and observations from memory.json files in the Model Context Protocol.

W

Wordcell

hraness

Wordcell keeps decisions, plans, and sources as Markdown beside your code, so coding agents can find them from the file they are about to change.

S

Session Export

vibheksoni

Convert AI coding CLI sessions between Codex, Claude Code, Pi, OpenCode, Devin, and Factory. SDK, CLI, MCP chat recall, and trace export for fine-tuning.

L

Linksee Memory

Официальный

io.github.michielinksee

Hand a project over with the reasons attached. Local-first cross-agent memory MCP + drift detection.

H

Hoofy

HendryAvila

Hoofy — AI development companion MCP server. Persistent memory, spec-driven development, adaptive change pipeline, Clarity Gate. 32 tools, single Go binary, zero deps.

T

Titen Memory

Официальный

io.github.RamaAditya49

Evidence-grounded agent memory with mandatory provenance, on local SQLite or Cloudflare D1

S

Spec Kit Memory Hub

DyanGalih

Repository-native persistent memory hub for Spec Kit, powered by an SQLite caching optimizer & native Model Context Protocol (MCP) server.

O

Opencode Personal Knowledge

NocturnLabs

Personal knowledge MCP server with vector database for Opencode. Store and retrieve knowledge using semantic search, powered by local embeddings.

C

Claude Context Local

MikeO-AI

Privacy-first MCP server for Claude using PostgreSQL + Ollama. Local alternative to cloud-based code context with full data sovereignty. No API keys, no external calls, 100% local.

R

Remembra

remembra-ai

Remembra Relay: one agent stops, the next one already knows. Session handoffs built from git facts, for the next coding agent in any MCP tool, on any machine. MCP server + CLI. MIT.

M

Microscope Memory

silentnoisehun

Hierarchical memory engine for AI agents. 9-level zoom (D0-D8), 13-layer consciousness architecture, sub-microsecond queries. Pure binary, mmap, SIMD. Spine Bridge REST API + MCP server. Zero JSON.

R

Root Kg

mshadmanrahman

Your knowledge graph. Ask questions across all your notes, meetings and emails, and get cited answers.

F

Fantasy

tk-fantasy

AI smart home assistant for Home Assistant: LangGraph agent + MCP tools + RAG knowledge graph + vision perception

Reusable accelerator for Foundry IQ live grounding with Fabric Ontology and MCP Server Knowledge Sources.

N

Nautobot

kvncampos

Nautobot Model Context Protocol (MCP) Server - Contains STDIO and HTTP Deployments with Embedding Search and RAG.

O

Ofrag

krokozyab

MCP server and agentic SQL/RAG engine for Oracle Fusion metadata and live queries

M

MCP Neuralmemory

Hexecu

Persistent Knowledge Graph Memory for AI Coding Agents. Adds long-term context (goals, strategies, preferences) to Cursor, Windsurf, & VS Code via MCP.

M

MCP Ragex

jbenshetler

MCP server for intelligent code search: semantic (RAG), symbolic (tree-sitter), and regex (ripgrep) search modes. Built for Claude Code and AI coding assistants.

T

Titen

RamaAditya49

Agent memory that needs no API key, no LLM, and no embedding provider. One command on Bun and it is serving MCP over stdio against a local SQLite store. Drop-in for the MCP reference memory server. Ev

M

MCP Codebase Rag

allentcm

MCP server for code retrieval from a fully indexed codebase using CocoIndex

T

Txtai Assistant

rmtech1

Model Context Protocol (MCP) server implementation for semantic vector search and memory management using TxtAI. This server provides a robust API for storing, retrieving, and managing text-based memo

M

MCP Structured Memory

nmeierpolys

Structured Memory MCP Server

B

Branch Thinking

ssdeanx

Branch-Thinking MCP Tool A TypeScript-powered MCP server for managing parallel branches of thought, semantic cross-references, and persistent tasks. Features dynamic scoring, AI-generated insights, ba

A

Agent Memory

xChuCx

Local, searchable project memory for AI coding agents. Markdown source of truth, MCP interface, safe structured updates — no cloud.

T

Tagmem

codysnider

Structured local memory storage and retrieval for LLM agents

R

Recall

Polign

Memory and state for AI agents: every correction kept with history, and agents that resume from their own records. Runs on your database.

V

Velune CLI

Surya-Hariharan

VELUNE CLI is an open-source AI engineering CLI that unifies local LLMs (Ollama), cloud AI providers, MCP servers, tools, memory, and project context into a single developer workflow. Build, code, aut

C

CodeGrok

dondetir

CodeGrok MCP is a Model Context Protocol (MCP) server that enables AI assistants to intelligently search and understand codebases using semantic embeddings and Tree-sitter parsing.

M

MAMA

jungjaehoon-lifegamez

Local-first operating memory for AI coding agents - Claude Code, Codex, and any MCP client. Tracks decisions and their evolution. SQLite + on-device embeddings, no cloud.

R

Recallnest

AliceLJY

One memory, every terminal — a shared memory layer for any MCP client.

A

Ai Sdk

open-metadata

Bring Semantics to your AI Agents via the OpenMetadata & Collate AI SDK

S

Sqlite Graph Memory

Официальный

io.github.tonydzi

Recall over your markdown notes: vector search plus your [[wikilinks]] as a graph, in SQLite.