Databases MCP servers
MCP servers for SQL, NoSQL, vector, and graph databases.
187 servers
JavaGuide
Snailclimb
Java 面试 & 后端通用面试指南，覆盖计算机基础、数据库、分布式、高并发、系统设计与 AI 应用开发
netdata
netdata
The fastest path to AI-powered full stack observability, even for lean teams.
anything-llm
Mintplex-Labs
The all-in-one AI productivity accelerator. On device and privacy first with no annoying setup or configuration.
mindsdb
mindsdb
AI Data Vault - A query engine for AI Agents to securely query data from any datasource
teleport
gravitational
The easiest, and most secure way to access and protect all of your infrastructure.
mcp-toolbox
googleapis
MCP Toolbox for Databases is an open source MCP server for databases.
XHS-Downloader
JoeanAmier
小红书（XiaoHongShu、RedNote）链接提取/作品采集工具：提取账号发布、收藏、点赞、专辑作品链接；提取搜索结果作品、用户链接；采集小红书作品信息；提取小红书作品下载地址；下载小红书作品文件
LEANN
yichuan-w
[MLsys2026]: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.
claude-context
zilliztech
Code search MCP for Claude Code. Make entire codebase the context for any coding agent.
awesome-mcp-clients
punkpeye
A collection of MCP clients.
whatsapp-mcp
lharries
WhatsApp MCP server
awesome-mcp-servers
appcypher
Awesome MCP Servers - A curated list of Model Context Protocol servers
mission-control
builderz-labs
Self-hosted AI agent orchestration platform: dispatch tasks, run multi-agent workflows, monitor spend, and govern operations from one mission control dashboard.
firebase-tools
firebase
The Firebase Command Line Tools
learn-agentic-ai
panaversity
Learn Agentic AI using Dapr Agentic Cloud Ascent (DACA) Design Pattern and Agent-Native Cloud Technologies: OpenAI Agents SDK, Memory, MCP, A2A, Knowledge Graphs, Dapr, Rancher Desktop, and Kubernetes.
dbhub
bytebase
Zero-dependency, token-efficient database MCP server for Postgres, MySQL, SQL Server, MariaDB, SQLite.
OB1
NateBJones-Projects
Open Brain — The infrastructure layer for your thinking. One database, one AI gateway, one chat channel — any AI plugs in. No middleware, no SaaS.
m_flow
FlowElement-ai
A bio-inspired cognitive memory engine — a new paradigm for Graph RAG.
yu-ai-agent
liyupi
编程导航 2025 年 AI 开发实战新项目，基于 Spring Boot 3 + Java 21 + Spring AI 构建 AI 恋爱大师应用和 ReAct 模式自主规划智能体YuManus，覆盖 AI 大模型接入、Spring AI 核心特性、Prompt 工程和优化、RAG 检索增强、向量数据库、Tool Calling 工具调用、MCP 模型上下文协议、AI Agent 开发（Manas Java 实现）、Cursor AI 工具等核心知识。用一套教程将程序员必知必会的 AI 技术一网打尽，帮你成为 AI 时代企业的香饽饽，给你的简历和求职大幅增加竞争力。
fusio
apioo
Self-Hosted API Management for Builders
carbon
crbnos
Carbon is an open source ERP, MES and QMS for manufacturing. Perfect for complex assembly, contract manufacturing, and configure to order manufacturing.
onecli
onecli
Open-source credential vault, give your AI agents access to services without exposing keys.
mcpso
chatmcp
directory for Awesome MCP Servers
codebase-memory-mcp
DeusData
High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 66 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.
mcp_agent_mail
Dicklesworthstone
Asynchronous coordination layer for AI coding agents: identities, inboxes, searchable threads, and advisory file leases over FastMCP + Git + SQLite
mcp-memory-service
doobidoo
Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.
pg-aiguide
timescale
MCP server and Claude plugin for Postgres skills and documentation. Helps AI coding tools generate better PostgreSQL code.
anyquery
julien040
Query anything (GitHub, Notion, +40 more) with SQL and let LLMs (ChatGPT, Claude) connect to using MCP
SocratiCode
giancarloerra
Enterprise-grade (40m+ LOC) codebase intelligence, zero-setup, private & local Plugin/Skill or MCP: hybrid semantic search, polyglot dependency graphs, symbol-level impact analysis & call-flow, interactive HTML viewer, cross-project & branch-aware search, DB/API/infra knowledge. 61% less tokens, 84% fewer calls, 37x faster. Cloud in private beta.
data-api-builder
Azure
Data API builder provides modern REST, GraphQL endpoints and MCP tools to your Azure Databases and on-prem stores.
mcp-server-qdrant
qdrant
An official Qdrant Model Context Protocol (MCP) server implementation
npcpy
NPC-Worldwide
The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.
tabularis
TabularisDB
A lightweight, cross-platform database client for developers. Supports MySQL, PostgreSQL and SQLite. Hackable with plugins. Built for speed, security, and aesthetics.
mysql_mcp_server
designcomputer
A Model Context Protocol (MCP) server that enables secure interaction with MySQL databases
chunkhound
chunkhound
Local first codebase intelligence
zen
sheshbabu
Selfhosted notes app. Single golang binary, notes stored as markdown within SQLite, full-text search, very low resource usage
minima
dmayboroda
On-premises conversational RAG with configurable containers
mcp-server-chatsum
chatmcp
Query and Summarize your chat messages.
nocturne_memory
Dataojitori
A lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. Say goodbye to Vector RAG and amnesia. Empower your AI with persistent, graph-like structured memory across any model, session, or tool. Drop-in replacement for OpenClaw.
mongodb-mcp-server
mongodb-js
A Model Context Protocol server to connect to MongoDB databases and MongoDB Atlas Clusters.
CloudBase-MCP
TencentCloudBase
CloudBase MCP - Connect CloudBase to your AI Agent. Go from AI prompt to live app.
mcp-neo4j
neo4j-contrib
Neo4j Labs Model Context Protocol servers
supabase-mcp-server
alexander-zuev
Query MCP enables end-to-end management of Supabase via chat interface: read & write query executions, management API support, automatic migration versioning, access to logs and much more.
heurist-agent-framework
heurist-network
A flexible multi-interface AI agent framework for building agents with reasoning, tool use, memory, deep research, blockchain interaction, MCP, and agents-as-a-service.
universal-db-mcp
Anarkh-Lee
通用数据库 MCP 连接器：支持 MySQL、PostgreSQL、Oracle、MongoDB 等 17 种数据库，支持 Claude Desktop、Cursor、Windsurf、VS Code、ChatGPT 等 50+ 平台，用自然语言查询和分析数据
llmwiki
lucasastorian
Open Source Implementation of Karpathy's LLM Wiki. Upload documents, connect your Claude account via MCP, and have it write your wiki !
Wax
christopherkarani
Single-file memory layer for AI agents, sub mili-second RAG on Apple Silicon. Metal Optimized On-Device. No Server. No API. One File. Pure Swift
mcpcan
Kymo-MCP
MCPCAN is a centralized management platform for MCP services. It deploys each MCP service using a container deployment method. The platform supports container monitoring and MCP service token verification, solving security risks and enabling rapid deployment of MCP services. It uses SSE, STDIO, and STREAMABLEHTTP access protocols to deploy MCP。
reverse-engineering-assistant
cyberkaida
MCP server for reverse engineering tasks in Ghidra 👩💻
NornicDB
orneryd
Nornicdb is a distributed low-latency, Graph+Vector, Temporal MVCC with all sub-ms HNSW search, graph traversal, and writes. Using Neo4j Bolt/Cypher and qdrant's gRPC means you can switch with no changes. Then, adding intelligent features like schemas, managed embeddings, LLM reranking+inferrence, GPU accel, Auto-TLP, Memory Decay, and MCP server.
AgentChat
Shy2593666979
AgentChat 是一个基于 LLM 的智能体交流平台，内置默认 Agent 并支持用户自定义 Agent。通过多轮对话和任务协作，Agent 可以理解并协助完成复杂任务。项目集成 LangChain、Function Call、MCP 协议、RAG、Memory、HITL、Skill、Milvus 和 ElasticSearch 等技术，实现高效的知识检索与工具调用，使用 FastAPI 构建高性能后端服务。
RAGLight
Bessouat40
RAGLight is a modular framework for Retrieval-Augmented Generation (RAG). It makes it easy to plug in different LLMs, embeddings, and vector stores, and now includes seamless MCP integration to connect external tools and data sources.
wren-engine
Canner
The open context engine for AI agents support 15+ data sources. Built on Rust and Apache DataFusion.
llm-search
snexus
Querying local documents, powered by LLM
mcp-server-elasticsearch
elastic
mcp-server-elasticsearch — MCP server.
ai-code-helper
liyupi
2025 年 AI 编程助手实战项目（作者：程序员鱼皮），基于 Spring Boot 3.5 + Java 21 + LangChain4j + AI 构建智能编程学习与求职辅导机器人，覆盖 AI 大模型接入、LangChain4j 核心特性、流式对话、Prompt 工程、RAG 检索增强、向量数据库、Tool Calling 工具调用、MCP 模型上下文协议、Web 爬虫、安全防护、Vue.js 前端开发、SSE 服务端推送等企业级 AI 应用开发技术。帮助开发者掌握 AI 时代必备技能，熟悉 LangChain 框架，提升编程学习效率和求职竞争力，成为企业需要的 AI 全栈开发人才。
phpMyFAQ
thorsten
phpMyFAQ - Open Source FAQ web application for PHP 8.3+ and MySQL, PostgreSQL and other databases
ThinkWatch
ThinkWatchProject
Enterprise AI bastion host for secure AI API and MCP access, with unified proxying, RBAC, audit logs, rate limiting, and cost tracking across OpenAI, Anthropic, Gemini, and self-hosted LLMs.
pgmcp
subnetmarco
An MCP server to query any Postgres database in natural language.
vestige
samvallad33
Cognitive memory for AI agents — FSRS-6 spaced repetition, 29 brain modules, 3D dashboard, single 22MB Rust binary. MCP server for Claude, Cursor, VS Code, Xcode, JetBrains.
mcp-redis
redis
The official Redis MCP Server is a natural language interface designed for agentic applications to manage and search data in Redis efficiently
airtable-mcp-server
domdomegg
🗂️🤖 Airtable Model Context Protocol Server, for allowing AI systems to interact with your Airtable bases
Context-Engine
Context-Engine-AI
Context-Engine MCP - Agentic Context Compression Suite
daymon
daymonio
Daymon puts your favorite AI to work 24/7. It schedules, remembers, and orchestrates your own virtual team. Free.
db-mcp-server
FreePeak
A powerful multi-database server implementing the Model Context Protocol (MCP) to provide AI assistants with structured access to databases.
studio
decocms
Open-source control plane for your AI agents. Connect tools, hire agents, track every token and dollar
mcp-database-server
executeautomation
MCP Database Server is a new MCP Server which helps connect with Sqlite, SqlServer and Posgresql Databases
PerformanceMonitor
erikdarlingdata
Free, open-source SQL Server performance monitoring — 32 collectors, real-time alerts, graphical plan viewer, MCP server for AI analysis. Supports SQL 2016-2025, Azure SQL, AWS RDS.
EDDI
labsai
Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.
token-optimizer-mcp
ooples
Intelligent token optimization for Claude Code - achieving 95%+ token reduction through caching, compression, and smart tool intelligence
mcp-odoo
tuanle96
MCP Server for Odoo
Ori-Mnemos
aayoawoyemi
Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.
mcp-mongo-server
kiliczsh
A Model Context Protocol Server for MongoDB
deepcontext-mcp
Wildcard-Official
DeepContext is an MCP server that adds symbol-aware semantic search to Claude Code, Codex CLI, and other agents for faster, smarter context on large codebases.
mac_messages_mcp
carterlasalle
An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.
h1-brain
PatrikFehrenbach
MCP server that connects AI assistants to HackerOne for bug bounty hunting
sec-edgar-mcp
stefanoamorelli
A SEC EDGAR MCP (Model Context Protocol) Server
mysql_mcp_server_pro
wenb1n-dev
Model Context Protocol (MCP) server that supports secure interaction with MySQL databases and has anomaly analysis capabilities.更加牛逼！更加好用！不仅止于mysql的增删改查功能； 还包含了数据库异常分析能力；且便于开发者们进行个性化的工具扩展
MCPBench
modelscope
The evaluation benchmark on MCP servers
persistent-ai-memory
savantskie
A persistent local memory for AI, LLMs, or Copilot in VS Code.
Context-Engineering-for-Multi-Agent-Systems
Denis2054
Save thousands of lines of code by building universal, domain-agnostic Multi-Agent Systems (MAS) through high-level semantic orchestration. This repository provides a production-ready blueprint for the Agentic Era, allowing you to replace rigid, hard-coded workflows with a dynamic transparent Context Engine that provides 100% transparency.
pasal
ilhamfp
Pasal.id - The first open, AI-native Indonesian legal platform. MCP server + REST API + web app giving AI grounded access Indonesian laws.
scrumboy
markrai
Self-hosted kanban & project management with shareable boards, voice commands, sticky-notes and MCP support
claudepro-directory
JSONbored
HeyClaude (formerly Claude Pro Directory) is a searchable collection of pre-built AI skills, agents, MCP servers, guides, hooks, statuslines, and other custom configs, designed to enhance Claude, Codex, Cursor, OpenClaw, and various other agentic workflows/platforms.
notion_mcp
danhilse
A simple MCP integration that allows Claude to read and manage a personal Notion todo list
shodh-memory
varun29ankuS
Cognitive memory for AI agents — learns from use, forgets what's irrelevant, strengthens what matters. Single binary, fully offline.
mongodb-lens
furey
🍃🔎 MongoDB Lens: Full Featured MCP Server for MongoDB Databases
OmniFocus-MCP
themotionmachine
Let LLMs interface with your tasks and projects through the Model Context Protocol. Add, organize, and query your OmniFocus database with natural language commands.
memex
iamtouchskyer
Zettelkasten-based persistent memory for AI coding agents. Works with Claude Code, Cursor, VS Code Copilot, Codex, Windsurf & any MCP client. No vector DB — just markdown + git sync.
bear-notes-mcp
vasylenko
MCP Server for Bear note taking app available as Claude Desktop extension or standalone server for any other AI tool
apple-health-mcp-server
the-momentum
MCP server for querying Apple Health data with natural language using DuckDB under the hood.
mcp-ssh-manager
bvisible
MCP SSH Server: 37 tools for remote SSH management | Claude Code & OpenAI Codex | DevOps automation, backups, database operations, health monitoring
PerformanceStudio
erikdarlingdata
Free, open-source SQL Server execution plan analyzer — cross-platform GUI + CLI with 30 analysis rules, missing index detection, SSMS extension. Built-in MCP server for AI-assisted plan review.
LeanKG
FreePeak
LeanKG: Stop Burning Tokens. Start Coding Lean.
mcp-server-duckdb
ktanaka101
A Model Context Protocol (MCP) server implementation for DuckDB, providing database interaction capabilities
lumen
ory
Reduce Claude Code, Codex, OpenCode wall clock and token use by 50% with open source, local semantic search. Works for small and large codebases and monorepos! Enterprise-ready and fully compliant via Ollama and SQLite-vec.
perfetto-mcp
antarikshc
This is a Model Context Protocol (MCP) server that gets answers from your Perfetto Traces. It turns natural‑language prompts into focused Perfetto analyses.
mcp-server-starrocks
StarRocks
StarRocks MCP (Model Context Protocol) Server
eion
eiondb
Shared Memory Storage for Multi-Agent Systems
mcp-audit
apisec-inc
See what your AI agents can access. Scan MCP configs for exposed secrets, shadow APIs, and AI models. Generate AI-BOMs for compliance.
decipher-research-agent
mtwn105
Turn topics, links, and files into AI-generated research notebooks — summarize, explore, and ask anything.
Awareness-Local
edwin-hao-ai
Local-first AI agent memory — one command, works offline, no account needed. Give your Claude Code, Cursor, Windsurf, OpenClaw agent persistent memory. Markdown storage, hybrid search (FTS5 + embedding), MCP protocol, Web dashboard.
ClawMem
yoloshii
On-device memory layer for AI agents. Claude Code, Hermes and OpenClaw. Hooks + MCP server + hybrid RAG search.
mcp-bigquery-server
ergut
A Model Context Protocol (MCP) server that provides secure, read-only access to BigQuery datasets. Enables Large Language Models (LLMs) to safely query and analyze data through a standardized interface.
unity-mcp-server
AnkleBreaker-Studio
Unity MCP Server — 268 tools for AI-assisted game development. Connect Claude, Cursor, or any MCP client to Unity Editor & Unity Hub. Scene management, GameObjects, components, builds, profiling, Shader Graph, Amplify, terrain, physics, NavMesh, animation, MPPM multiplayer & more. Free & open source by AnkleBreaker Studio.
skynet-agent
esinecan
An Open Source, Claude Code Like Tool, With RAG + Graph RAG + MCP Integration, and Supports Most LLMs (Incomplete But Functional & Usable)Autonomous LLM agent: ChromaDB semantic RAG + Neo4j knowledge-graph sync + MCP tool-call gateway.
prism-coder
dcostenco
The Mind Palace for AI Agents - HIPAA-hardened Cognitive Architecture with on-device LLM (prism-coder:7b), Hebbian learning, ACT-R spreading activation, adversarial evaluation, persistent memory, multi-agent Hivemind and visual dashboard. Zero API keys required.
claude-ipc-mcp
jdez427
AI-to-AI communication protocol for Claude, Gemini, and other AI assistants
context-sync
Intina47
Local persistent memory store for LLM applications including continue.dev, cursor, claude desktop, github copilot, codex, antigravity, etc.
claude-code-mcp
willccbb
Letting Claude Code develop his own MCP tools :)
claude-mcp-sentinel
soy-rafa
claude-mcp-sentinel — MCP server.
sourcerer-mcp
st3v3nmw
MCP for semantic code search & navigation that reduces token waste
engram
NickCirv
EngramX — the cached context spine for AI coding agents. 9 built-in providers + any MCP server as a 10-line plugin, pre-mortem mistake-guard, bi-temporal memory, Anthropic Auto-Memory bridge, SSE streaming packets, dual-emit AGENTS.md+CLAUDE.md. 89.1% measured real-world token savings, local SQLite, zero cloud.
ogham-mcp
ogham-mcp
Shared memory MCP server — persistent, searchable, cross-client Claude, Opencode
mem0-mcp
pinkpixel-dev
✨ mem0 MCP Server: A memory system using mem0 for AI applications with model context protocl (MCP) integration. Enables long-term memory for AI agents as a drop-in MCP server.
surrealmcp
surrealdb
The official MCP server for SurrealDB
claudex
kunwar-shah
MCP server with persistent memory + FTS5 search for Claude Code conversation history. Index your ~/.claude/projects/, expose 10 MCP tools, browse via web UI. MIT-licensed.
mcp-server
keboola
Model Context Protocol (MCP) Server for the Keboola Platform
Awesome-Claude-MCP-Servers
win4r
A curated list of Model Context Protocol (MCP) servers optimized for Claude AI assistants.
ChEMBL-MCP-Server
Augmented-Nature
A comprehensive Model Context Protocol (MCP) server providing advanced access to the ChEMBL chemical database.
mem0-mcp-selfhosted
elvismdev
Self-hosted mem0 MCP server for Claude Code. Run a complete memory server against self-hosted Qdrant + Neo4j + Ollama while using Claude as the main LLM.
MCPTest
NanGePlus
MCP功能测试,编写LLM(支持OpenAI接口风格的大模型)应用程序调用MCP。MCP(模型上下文协议)是Claude开源的一种开放协议，可实现LLM应用程序与外部数据源和工具之间的无缝集成。
altk-evolve
AgentToolkit
Self improving agents through iterations
mcp-client-capabilities
apify
Index of all Model Context Protocol (MCP) clients and their capabilities
mealie-mcp-server
rldiao
MCP server that exposes Mealie APIs to MCP clients such as Claude Desktop
sugar
roboticforce
Persistent memory for AI coding agents. Cross-session context, global knowledge, and autonomous task execution.
mcp-openmemory
baryhuang
Simple standalone MCP server giving Claude the ability to remember your conversations and learn from them over time.
lc2mcp
xiaotonng
Convert LangChain tools to FastMCP tools
knowledge-rag
lyonzin
Drop docs, search instantly from Claude Code — 12 MCP tools, 20 format parsers, hybrid search + reranking. Zero servers, zero API keys, 100% local.
mxcp
raw-labs
Model eXecution + Context Protocol: Enterprise-Grade Data-to-AI Infrastructure
claude-memory-mcp
WhenMoon-afk
Local Memory MCP Server
metabase-mcp
hluaguo
Metabase MCP server provides integration with the Metabase API, enabling LLM with MCP capabilites to directly interact with your analytics data, this server acts as a bridge between your analytics platform and conversational AI.
mcp-bridgekit
mkbhardwas12
Embeddable MCP stdio → HTTP bridge with background jobs & live dashboard. Survives Vercel/Cloudflare 30s timeouts. Now scales to 100+ users.
Kaimon.jl
kahliburke
MCP server giving AI agents full access to Julia's runtime via a live Gate — code execution, introspection, debugging, testing, and semantic search
OpenStudy
OpenStudy-dev
Self-hostable study dashboard with a built-in MCP server so Claude can read, write, and teach from your courses, lectures, and deadlines — Making better use of your Claude/ChatGPT subscription
claude-mcps-and-prompts
tiagolemos05
Automated SEO blog generation using Claude with MCPs. Includes n8n workflows, prompts, and style guides. 0 → 6k impressions in 30 days.
mcp-thinking
mattzcarey
thinking tool for claude desktop/mcp clients using Deepseek reasoner
mcp-duckdb-memory-server
IzumiSy
MCP Memory Server with DuckDB backend
Zikkaron
amanhij
Biologically-inspired persistent memory engine for Claude Code. 26 cognitive subsystems, Hopfield networks, predictive coding, causal discovery, successor representations, all running locally over SQLite.
devrag
tomohiro-owada
Markdown vector search MCP server for Claude Code. Natural language search for markdown files using multilingual-e5-small embeddings.
ctxvault
Filippo-Venturini
Local memory infrastructure for AI agents. Store knowledge and skills in isolated vaults you compose, control and query.
go-mcp-mysql
Zhwt
Zero burden, ready-to-use Model Context Protocol (MCP) server for interacting with MySQL and automation. No Node.js or Python environment needed.
hana-mcp-server
HatriGt
SAP HANA MCP server — Enterprise Model Context Protocol server for SAP HANA. Use with Claude Code, VS Code. npm: hana-mcp-server
claude-mcp-setup
patruff
Easy setup script for Anthropic Claude Model Context Protocol (MCP) servers on Windows
aistack
blackms
Production-grade agent orchestration for Claude Code - 11 agents, 46 MCP tools, SQLite+FTS5, drift detection, consensus checkpoints
bonnard-cli
bonnard-data
Open-source agentic schema CLI. Optimised for claude code, gemini, codex and co-pilot. Skills included.
mcp-server-arangodb
ravenwits
This is a TypeScript-based MCP server that provides database interaction capabilities through ArangoDB. It implements core database operations and allows seamless integration with ArangoDB through MCP tools. You can use it wih Claude app and also extension for VSCode that works with mcp like Cline!
aura
mezmo
A production-ready framework for composing AI agents from declarative TOML configuration, with MCP tool integration, RAG pipelines, and an OpenAI-compatible web API.
ckan-mcp-server
ondata
MCP server for querying CKAN open data portals (package search, DataStore SQL, organizations, groups, tags)
devcontext
aiurda
DevContext is a cutting-edge Model Context Protocol (MCP) server designed to provide developers with continuous, project-centric context awareness. Unlike traditional context systems, DevContext continuously learns from and adapts to your development patterns and delivers highly relevant context providing a deeper understanding of your codebase.
Dragon-Brain
iikarus
Dragon Brain — persistent long-term memory for AI agents via MCP (Model Context Protocol). Knowledge graph (FalkorDB) + vector search (Qdrant) + CUDA GPU embeddings. Works with Claude, Gemini CLI, Cursor, Windsurf, VS Code Copilot. 30 tools, 1121 tests.
grafana-mcp-analyzer
SailingCoder
让AI助手直接分析你的Grafana监控数据 - A Model Context Protocol server for Grafana data analysis
velocity
OptimiLabs
Local-first workspace for Claude Code, Codex CLI, and Gemini CLI with sessions, analytics, workflows, and tools
mie
kraklabs
Persistent memory graph for AI agents. Facts, decisions, entities, and relationships that survive across sessions, tools, and providers. MCP server — works with Claude, Cursor, ChatGPT, and any MCP client.
orionbelt-semantic-layer
ralfbecher
API-first semantic engine and query planner for AI agents that compiles declarative YAML models into optimized, dialect-specific SQL across BigQuery, PostgreSQL, Snowflake, ClickHouse, Dremio, Databricks, DuckDB, and MySQL.
mcp-zero
zeromicro
Model Context Protocol (MCP) server for go-zero framework - Generate APIs, RPC services, and models with AI assistance.
metabase-ai-assistant
enessari
🚀 The most powerful MCP Server for Metabase - 111+ tools for AI SQL generation, dashboard automation & enterprise BI. Works with Claude, Cursor, ChatGPT.
mysql-mcp-server
TickHaiJun
MCP MySQL Server 是一个基于 @modelcontextprotocol/sdk 的 MySQL 工具服务，支持 SQL 查询、表结构获取、连接检测等功能，适用于 AI 代理、自动化工具等场景。
whois-mcp
modelcontextprotocol-servers
whois-mcp — MCP server.
dynamic-mcp-server
scitara-cto
A flexible and extensible framework for building Model Context Protocol (MCP) servers that conforms to the [Model Context Protocol specification](https://modelcontextprotocol.io/). This framework enables both static and dynamic tool registration, allowing tools to be defined at runtime as well as compile time.
audit-db
ModelContextProtocol-Security
Community-maintained database of MCP server audit results and security assessments. Contains structured audit findings, compliance reports, and security ratings to help organizations evaluate MCP server safety and make informed deployment decisions.
mcp-fireproof-todos
jimpick
Experimenting with ModelContextProtocol and Fireproof
vulnerability-db
ModelContextProtocol-Security
Comprehensive vulnerability database for Model Context Protocol servers and implementations. Tracks CVEs, security advisories, and community-reported vulnerabilities with detailed impact assessments, remediation guidance, and disclosure timelines.
mcp-server
carsten-l
Experimenting with modelcontextprotocol.
mcp-memory-sqlite
Daichi-Kudo
SQLite-based MCP memory server with WAL mode for concurrent access. Drop-in replacement for @modelcontextprotocol/server-memory
modelcontextprotocol-typescript-sdk-cheat-sheet
CyberT33N
modelcontextprotocol/typescript-sdk-cheat-sheet
modelcontextprotocol-typescript-sdk
pavinduLakshan
modelcontextprotocol-typescript-sdk — MCP server.
mcp-server-mssql
TerraCo89
MCP Server for MS SQL Integration - Provides ModelContextProtocol support for Microsoft SQL Server
mcp-products-server
Tahubu-AI
Example MCP server using the .NET ModelContextProtocol SDK, Semantic Kernel, Aspire, and a Blazor client app. The MCP server provides tools to interact with a Cosmos DB database.
modelcontextprotocol
sportscanner
This repository holds Sportscanner MCP that connects to the crawler database; and can give Agentic workflows access to available bookings across London
ModelContextProtocol
mksien83
ModelContextProtocol — MCP server.
modelcontextprotocol-servers
panchovial-max
modelcontextprotocol-servers — MCP server.
modelcontextprotocol-servers
71126225
Model Context Protocol Servers
ModelContextProtocol-
waelby99
getting started
modelcontextprotocol_python-sdk
CorbettCajun
Mirror of https://github.com/modelcontextprotocol/python-sdk
ModelContextProtocol-MCP-
Kiriti-aajad
ModelContextProtocol-MCP- — MCP server.
modelcontextprotocol__python-sdk.2628e01f
autocode07
modelcontextprotocol__python-sdk.2628e01f — MCP server.
mcp-https-github.com-ModelContextProtocol-Security-audit-db
khemegha
mcp-https-github.com-ModelContextProtocol-Security-audit-db — MCP server.
mcp-memory-server
dustinspace217
Knowledge-graph-based persistent memory MCP server. Forked from @modelcontextprotocol/server-memory.
bear-mcp
autonomee
Bear Notes MCP server — search, read, create, and browse Bear notes by tag. Built with Bun + @modelcontextprotocol/sdk
AiTasker
OhhhThatVarun
A lightweight task and project management server built in Go, designed for AI agent integration via the [Model Context Protocol (MCP)](https://modelcontextprotocol.io/).
reasoning-agents-framework
ashishkhar
A modular framework for building multi-agent reasoning systems using the [A2A protocol](https://github.com/google/a2a) and [MCP tools](https://modelcontextprotocol.io/).
MemPalace-Go
argylelabcoat
A Go implementation of [MemPalace](https://github.com/milla-jovovich/mempalace) — a memory system for AI assistants that implements the [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) over stdio.
better-memory-mcp
guinacio
Enhanced MCP memory server with advanced graph operations: observation-level search, relation filtering, neighbor traversal, subgraph extraction, and path finding. Fork of @modelcontextprotocol/memory with significantly expanded query capabilities.
informix-mcp
blakecodes
A [Model Context Protocol](https://modelcontextprotocol.io/) server for IBM Informix databases. Connects via JDBC using `jaydebeapi`, so no Informix Client SDK installation is needed -- just a JDBC driver JAR and Java.
mcp-server-supabase
walshe
This project demonstrates how to use the [Model Context Protocol (MCP)](https://modelcontextprotocol.org/) with a Supabase backend. It provides a local development environment for experimenting with MCP, Supabase, and Postgres.
codeanalyst_agent
baner29
An advanced AI-powered Code Analyst that leverages the [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) and Google's Gemini 3 Pro model to connect directly to your GitHub repositories. It scans, analyzes, and answers complex questions about your codebase, acting as an expert developer and data analyst paired with you.