R

Rag

ทางการ

io.github.fieldcure

MCP RAG server with hybrid search, multi-KB support, and AI-powered chunk contextualization.

R

Repo Memory

ทางการ

io.github.Umarjaum

Persistent local memory for MCP-compatible AI coding agents, stored per repository in SQLite.

Q

Qdrant Memory

ทางการ

io.github.cnkang

Persistent scoped Qdrant memory for agents, through four explicit stdio MCP tools.

Q

Qdrant RBAC

ทางการ

de.fidonis

Role-based access to your Qdrant vector store, via MCP. OIDC in, scoped JWTs out.

G

Gpu Bridge

ทางการ

io.github.fjnunezp75

30 GPU-powered AI services as MCP tools. LLM, image, video, audio, embeddings & more.

A

Arc Research

ทางการ

com.getarcresearch

Commodities research MCP: knowledge graph, COT, NG storage/weather, quotes, and stories.

H

HippoMCP

ทางการ

io.github.cstksniper

MCP-native long-term memory for AI agents: local-first, pip-installable, native Chinese support

T

THOR Memory Bible For AI

nworks3d

Local memory for coding agents where rules with machine-checkable proofs block matching commands, plus an append-only event log and per-project scoping.

M

Memory MCP 1file

pomazanbohdan

Persistent semantic and graph-based agent memory in a single self-contained binary with embedded database and models.

M

Mnemos

s60yucca

Persistent memory for coding agents storing architecture decisions, bug root causes and conventions, with full-text search and token-budgeted context assembly.

G

Guru Remote MCP Server

ทางการ

com.getguru

Guru MCP Server - Connect AI tools to your Guru knowledge base

H

Hindsight

vectorize-io

Hindsight: long-term memory for AI agents modeled on human memory.

R

Rag Knowledge Graph

ทางการ

io.github.CSOAI-ORG

Rag Knowledge Graph MCP Server by MEOK AI Labs

G

GVE Public Governed Knowledge

ทางการ

com.globalvisibilityengine

Read-only public, governed enterprise knowledge published by GVE, with provenance and validation.

Z

ZelesIA

ทางการ

com.zelesia

Turn the LinkedIn posts you save into a knowledge base your assistant can search and cite.

G

Gnosis Memory

ทางการ

com.gnosismemory

Persistent memory and vector search for AI agents. Hosted, OAuth-protected via Google sign-in.

@

@dreamtree Org/graphify

preethamkrishna

Turn a folder of code/docs/papers into a queryable, persistent knowledge graph for AI coding assistants.

I

Infobroker

ทางการ

io.github.flukeatzerocool

Multi-provider research MCP server: unified web search, fact-checking, personal knowledge base.

S

Second Brain Core

vjnaveen

Universal persistent memory layer and context manager for AI agents, Claude, Cursor, and LLMs via Model Context Protocol (MCP)

@

@ilivemylife/cli

silar

ilml CLI and ilml-mcp MCP server for the iLiveMyLife Knowledge Graph

F

ForgeMesh Library MCP

ทางการ

io.github.forgemeshlabs

A paid public-domain knowledge base for AI agents: full-text search, book metadata, chapters.

I

IA QA Eval & RAG — 38 Tools

ทางการ

io.github.JcJamet

LLM & RAG evals: hallucination, eval contracts, semantic tests, tokens & model info. Free, no key.

R

Ragnarok

ทางการ

io.github.freyr

Local RAG search over Obsidian vaults: SQLite hybrid search with local Ollama embeddings.

I

IHMT Memory

ทางการ

io.github.gonzaroman

Long-term memory for AI coding agents, stored as a tree of plain local files.

K

Kairos Relationship Memory

ทางการ

io.github.agentindexworld

Free MCP: relationship_memory validate, store (local), retrieve — portable interlocutor cards v1.

S

Shared Team Memory For Agents

ทางการ

com.textforagents

Shared project-scoped memory for agent teams: typed records, corroboration, handoff briefs.

T

Talarion

ทางการ

com.talarion

A knowledge base of verified, dated facts your LLM would otherwise get wrong.

N

Netcafe Memory

ทางการ

com.ainetcafe

Cross-session, cross-device memory for your agent: remember and recall notes. No key to start.

P

Polypack Memory

ทางการ

io.github.imattau

MCP server exposing Polypack as persistent adaptive memory

Q

Quipu

ทางการ

io.github.intigraph

Local knowledge graph memory for agents. SHACL rules refuse bad facts; SPARQL and time travel.

S

SPM Structured Project Memory

ทางการ

com.getspm

Durable, shareable and governed project memory with smart triage and explicit project composition.

I

IWE (iwe.md)

ทางการ

io.github.iwe-org

Markdown knowledge base as agent memory. Runs against the notes directory it is started in.

K

Knowledge

ทางการ

io.github.fulminate-io

Persistent memory graph for coding agents: hypotheses, evidence, and decisions survive sessions.

T

Thron Memory

ทางการ

io.github.jacobbarglof

One private memory for all your AI apps, on your phone and computer. Part of ThronOS.

F

Freshvault

ทางการ

io.github.KIOKO-LAB

Local semantic search over your Obsidian vault - always fresh, never reindex.

N

Nexus Memory

ทางการ

io.github.KairosMobius

Persistent semantic memory for AI agents with knowledge graphs and Intelligence Packs.