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% /

F

FactGraph

k3mpaxl

Agent-native incident investigation graph: analysts and AI agents (MCP/REST) link evidence from EDR, Entra ID, cloud and GitHub logs into one shared, real-time attack graph and timeline. Self-hosted,

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.

P

Pg Mnemosyne

Janadasroor

A high-performance PostgreSQL-backed MCP server acting as a super memory, task tracker, and dynamic database manager for AI agents. Features built-in connection pooling, a professional tasks schema

C

Codeweave

semihkayan

MCP server that gives AI agents semantic search tool. Builds AST, call graphs, type graphs, and hybrid semantic search — so your agent queries structured indexes instead of dumping files into context.

M

Meet Edward

ben4mn

Open-source AI assistant for your Mac with long-term memory: chat, voice and iMessage pings, a mind that notices and follows through, and his own sandboxed computer. Next.js, FastAPI, Postgres/pgvecto

M

MAGNEMO

ทางการ

ai.magnemo

Persistent Memory for AI Agents, in plain local files. No network calls of its own.

O

Okl — Observed Knowledge Ledger

ทางการ

io.github.emeraldleaf

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

T

Thoughtline

AgusLoza2021

A memory vocabulary for game developers - the gamedev types and tags that Engram does not ship. Bring Engram; this brings the words: scene patterns, asset references, perf gotchas, pipeline steps. Uni

S

Semantic Code

smallthinkingmachines

MCP server for semantic code search using AST-aware chunking and vector embeddings.

L

LeafLoom

DJ-Huang

Local-first knowledge base & personal wiki for Markdown and HTML. Keep files and search on your computer. Connect ChatGPT, MCP, Skills and AI Chat, with source-linked search and a knowledge graph. Ope

O

OpenBriefing

Paola3stefania

MCP server that gives AI agents persistent memory -- briefings from GitHub, Discord, and past sessions

L

Local Memory

basst85

Local Memory MCP Server for Coding Agents

M

MCP Semantic Search

mhart

An MCP Server to search a Vectorize DB

H

Homebase

matthiola-longipetala

A persistent, stateful runtime for Claude Code: memory, watchers, voice, and an optional robot body.

A

Agentic Medical Rag

isra-moussaoui

Medical Research Intelligence Assistant is an agentic RAG system that answers medical questions using PubMed literature with evidence-based citations. Built with LangGraph, it combines Adaptive RAG, S

P

Powernode Platform

nodealchemy

Open-source mission control for AI agent fleets — chat to provision, agents to operate, humans to approve.

R

Rippr

mrslbt

YouTube transcript ripper for RAG, LLM workflows, and AI research. Chrome extension. Multiple output formats

M

Mitre

lidless-labs

MCP server for the MITRE ATT&CK knowledge base: map alerts to techniques, profile threat groups, analyze detection coverage, and enrich SOC workflows from an AI client.

E

Engine

nexusyn

Open-source long-term, time-aware memory engine for AI agents (MCP + hybrid search + bi-temporal recall)

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

Axelera Voyager Local Assistant

fxd0h

Local AI assistant for the Axelera Voyager SDK and Metis AIPU — semantic RAG over the public Axelera sources + workflow skills, via MCP. No account, no cloud.

W

Weasley Deepmind

potatohoney-p

Secure, fragment-based long-term memory for MCP-compatible AI agents.

S

Stellaris Code Search

GDM-Pixel

MCP tool to enable semantic code search in your project.

M

Memex

patravishek

Retains Claudes session

S

Synorive

Aevorine

Offline semantic search for everything on your disk - documents, code, PDFs, scanned images (OCR), video by the second. 100% local AI: hybrid RAG with keyword + vector + rerank, no API key, no cloud.

S

SsuMCP

ghdtjdwn

숭실대 공개·개인 데이터를 MCP 도구와 REST API로 제공하고 인증·동의·장애 격리를 관리하는 비공식 백엔드

M

MCP HierarchicalClassificationSystem

adimo20

MCP-Server for hierarchical classification systems in official statics like COICOP, SEA or NACE

A

Agentmemory

Obidel

Visual memory manager for AI agents. MCP-native. Open core.

C

CodeRef AI

keaizuizui

CodeRef-AI：Vibe Coding 项目的治理外脑 | 安全、健康、变更守护平台 CodeRef AI: The Governance External Brain for Vibe Coding Projects | Security, Health, Change Guard Platform

E

Ephemeral Buffer

k-rister

Ephemeral in-memory command output capture and hybrid search MCP server for coding agents.

N

Neuromcp

AdelElo13

Semantic memory for AI agents — local-first MCP server with hybrid search, governance, and consolidation

K

Kb Bridge

egpivo

MCP server for enhancing knowledge base search and retrieval

L

Loomem

vvooki-sys

Open-source context layer for LLM agents — a single Rust binary served over MCP that feeds Claude, ChatGPT, Codex or any MCP client the facts, decisions & history they need. Local-first, on-device emb

M

Memscope

Boti-Ormandi

MCP server for low-level Windows process memory research. Typed reads/writes, AOB scans, x64 inline hooking, PEB introspection, server-side Lua 5.4.

R

Redm MCP Public

Cmoen11

MCP server for RedM / RDR3: native lookups (hash name), semantic search, VORP, RSGCore, oxmysql, rdr3_discoveries community data. Hosted HTTP endpoint, no auth.