L

Linksee Memory

michielinksee

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

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

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.

L

Linksee Memory

Resmi

io.github.michielinksee

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

A

Agent Web Search

JerryLiu369

Agent-native multi-provider web search for AI agents (Claude Code, Hermes, DeepSeek Harness, OpenCode, Codex). Model grounding (Responses, ARK) + semantic search (Exa, Parallel) + keyless defaults via

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

R

Root Kg

mshadmanrahman

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

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.

V

Vector

Knuckles-Team

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

N

Nautobot

kvncampos

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

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.

O

Ofrag

krokozyab

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

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

Obsidian Notes Rag

proofsh

Local vector store for Obsidian notes with semantic search via 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.

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.

F

Fantasy

tk-fantasy

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

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.

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

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

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.

T

Titen Memory

Resmi

io.github.RamaAditya49

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

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 Codebase Rag

allentcm

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

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.

P

PPM

drQedwards

The Python Package Manager (PPM) with persistent memory MCP tools inside Contextplus supermodeltools and context7

S

Sqlite Graph Memory

Resmi

io.github.tonydzi

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

A

Ai Sdk

open-metadata

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

M

MCP Raganything

SoluDevTech

API/MCP wrapper for RagAnything

M

MCP Cli Ent

EstebanForge

A context-guardian CLI for MCP servers. It provides access to MCP servers via CLI and returns clean, structured summaries to the AI agent. This prevents context window overflow and preserves the agent

P

Projectionlab

mormubis

MCP server for ProjectionLab — export, snapshot, and restore financial plans with a built-in FIRE advisor knowledge base.

R

Recallnest

AliceLJY

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