MCP Servers

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Revit API MCP

kaitpw

Give LLMs the power of direct access to the Revit API docs and related content (from The Building Coder blog) via an MCP server.

A

Agentset MCP

MCP-Mirror

Mirror of

C

Cuba Memroys

lENADRO1910

Persistent memory MCP for AI agents — knowledge graph + Hebbian learning + anti-hallucination. 12 tools, 1 dependency, zero manual setup.

G

Gnosis Mcp

nicholasglazer

Zero-config MCP server for searchable documentation (SQLite default, PostgreSQL optional).

C

cuba-memorys

LeandroPG19

Persistent memory MCP server. 28 tools, BM25+MMR+OOD retrieval, tamper-evident audit, code graph.

M

memory-industry

LeandroPG19

MemoryIndustry persistent memory MCP server: BM25+MMR retrieval and audit.

L

Local Rag

TheWinci

Semantic code search for AI agents — hybrid vector + BM25 with cross-encoder reranking, AST-aware chunking for 14 languages, conversation memory, code annotations, and search analytics. Zero config, zero API keys. Just bunx

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MCP Server Obsidian Omnisearch

anpigon

An MCP server that enables searches within Obsidian vaults using the Omnisearch plugin API. Returns absolute paths to matching notes for seamless integration

M

Mcp Server Ragdocs

sanderkooger

An MCP server that provides tools for retrieving and processing documentation through vector search, both locally or hosted. Enabling AI assistants to augment their responses with relevant documentation context.

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Mimirs

TheWinci

Persistent project memory for AI coding agents. Hybrid vector + BM25 search with AST-aware chunking (24 languages), dependency graph boosting, conversation memory, checkpoints, annotations, and wiki generation. Local-first, zero config. `bunx mimirs init`

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M3 Memory

skynetcmd

Local-first, cloud-friendly memory — 100+ tools, 99.2% LongMemEval-S retrieval@8, hybrid search

V

Vectara MCP Server

vectara

Open source MCP server for Vectara

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Memlord

MyrikLD

Memlord is a remote MCP server available at https://app.memlord.com.

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rlhf-feedback-loop

IgorGanapolsky

RLHF feedback loop for AI agents. Capture signals, promote memories, block mistakes, export DPO

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Mcp Memory Gateway

IgorGanapolsky

MCP Memory Gateway is a pre-action gate engine for AI coding agents. Unlike memory servers that store and retrieve context (Mem0, Zep), this server enforces behavior change: repeated failures are auto-promoted into prevention rules, and PreToolUse hooks physically block tool call

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Mneme Decision MCP

MnemeHQ

Local MCP server for architectural decisions, traceability, and non-authoritative proposals

O

Obsidian MCP Server

MCP-Mirror

Mirror of

D

DocPull

raintree-technology

Sync public web sources into cited context packs for AI agents, RAG, and MCP clients

T

ThumbGate (npm: mcp-memory-gateway)

IgorGanapolsky

Agent governance for ThumbGate (npm: mcp-memory-gateway): 👍/👎 become Pre-Action Checks that flag repeat mistakes and hard-block the risky ones before code or systems change.

E

Engram Rs

kael-bit

Hierarchical memory for AI agents. Three-layer (buffer/working/core) with automatic decay, promotion, and semantic search.

S

sayou

pixell-global

Persistent knowledge workspace for AI agents. Versioned files, search, and MCP tools

M

magpie-search

xfloukiex-lab

Federated local-first search across transcripts, files, KG, vectors and the web for AI agents

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ZenBrain Memory

zensation.ai

Agent memory: working, episodic, semantic, procedural and core layers. Local SQLite, no account

L

Lancedb Mcp Server

lancedb

No description yet

A

A MCP server for Godot RAG

weekitmo

This MCP server is used to provide Godot documentation to the Godot RAG model

M

MediaWiki MCP Server 🚀

shiquda

A MCP server that allows you to search and retrieve content on any wiki site using MediaWiki with LLMs. wikipedia.org, fandom.com, wiki.gg and more sites using MediaWiki are supported!

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Mnemoverse Memory

mnemoverse

Hosted agent memory that learns from outcomes, with shared rooms. No key: mcp.mnemoverse.com/mcp

O

Onyx MCP Server

lupuletic

Mirror of

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Retrieve The Forgotten Memory

roomi-fields

The open retrieval layer for AI coding agents. Indexes code, docs, legal, research, data — 15 parsers, FTS5 + semantic search, knowledge graph. Serves surgical context via MCP. Open source, local, free.

A

Audrey

Evilander

Persistent memory and continuity engine for Claude Code and AI agents.

B

Byteask Embedded Docs

ByteAsk

Page-cited retrieval for embedded docs, datasheets, MISRA, CMSIS, and RTOS references

K

KnowledgeGraph MCP Server

n-r-w

MCP server for enabling persistent knowledge storage for Claude through a knowledge graph with multiple storage backends and fuzzy search.

M

mcp-llms-txt

SecretiveShell

MCP server for SecretiveShell/Awesome-llms-txt. Add documentation directly into your conversation via MCP resources.

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gknowledge

openapi

Search, read and grow a Karpathy-style LLM wiki of linked Markdown pages, with cited answers

S

systemprompt-mcp-notion

Ejb503

This is a Model Context Protocol MCP server that integrates Notion into your AI workflows. This server enables seamless access to Notion through MCP, allowing AI agents to interact with pages, databases, and comments

I

Infimium

aryankumar06

Private AI context layer for semantic code search, dependency graphs, memory, and workspaces

D

Distillery

norrietaylor

Persistent shared context for AI coding sessions — capture, search, synthesize with 18 MCP tools and ambient intelligence.

G

Gitbook MCP

rickysullivan

The GitBook MCP server enables programmatic access to GitBook Organizations, Spaces, Collections, and Content through a standardized MCP interface. It provides 12 tools for content operations and 6 AI-powered prompts for documentation workflows

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ragstack

HatmanStack

Search, chat, upload, and scrape a serverless RAGStack knowledge base on AWS

📝

📝 Apple Notes MCP Server

Siddhant-K-code

MCP server for Apple Notes

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mcp-server-python

inkeep

Inkeep MCP server

📸

📸 Smart Photo Journal MCP Server

Siddhant-K-code

MCP server designed to help you search and analyze your photo library (iCloud)

M

Memory Mcp 1file

pomazanbohdan

A high-performance, pure Rust Model Context Protocol (MCP) 服務 that provides persistent, semantic, and graph-based memory for AI agents

M

Minecraft Wiki MCP

L3-N0X

An MCP server for browsing the official Minecraft Wiki

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Roo Activity Logger

annenpolka

An MCP server for logging activity in Roo Code/Cline.

Y

Yantrikdb

yantrikos

Cognitive memory for AI agents — persistent semantic memory with knowledge graph and adaptive recall

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knowing

blackwell-systems

Content-addressed code graph with 22 MCP tools for AI agents.

H

hmem — Humanlike Memory for AI Agents

Bumblebiber

Persistent 5-level hierarchical memory for AI agents. SQLite-backed, lazy-loaded

C

Context Lens

cornelcroi

Semantic search knowledge base for MCP-enabled AI assistants. Index local files or GitHub repos, query with natural language. Built on LanceDB vector storage. Works with Claude Desktop, Cursor, and other MCP clients.

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rag-rat

cq27-dev

Repository intelligence, code graph, history, papertrail, and cross-agent memory for coding agents

E

Evermemos Mcp

tt-a1i

Universal long-term memory layer for AI coding assistants, powered by EverMemOS

E

Exocortex

fuwasegu

Exocortex — an MCP server that gives your AI persistent memory across all your projects.

F

Fidelis Memory

hermes-labs-ai

Recall locally stored agent memories through an MCP-compatible host

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Memo

jagoff

memo is a local-first, long-term semantic memory for AI coding agents (Claude Code, Cursor, Cline, Codex). Runs fully offline with in-process embeddings—MLX on Apple Silicon or CPU sentence-transformers on Linux/Docker—and a sqlite-vec + BM25 hybrid retrieval pipeline with re

N

neurodivergent-memory

jmeyer1980

Persistent knowledge graph MCP server for neurodivergent thinking. BM25 search, no cloud LLM.

K

Kuzumem Mcp

Jakedismo

Another memory system for agents with a coding project focus. Personal hobby project for learning TypeScript, Graph Databases and MCP. Vibe code 75% so bugs might ensue. Would love some user feedback and feel free to pitch in with development

Semantic knowledge engine for Obsidian with auto-classification and DAG hierarchy

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MCP Memory Server with Qdrant Persistence

delorenj

MCP server providing a knowledge graph implementation with semantic search capabilities powered by Qdrant vector database.

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Readwise MCP Server

IAmAlexander

MCP server for Readwise.

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world-model-mcp

SaravananJaichandar

Temporal knowledge graph for codebases with constraint enforcement at the edit boundary