数据库 MCP 服务器
共 86 个服务器，按 GitHub 星标数排序。
codebase-memory-mcp by DeusData · ★46616
High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 langu
数据库
High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 langu
数据库
nightingale by ccfos · ★13354
Open-source, self-hosted alerting for metrics, logs, and databases. Includes a built-in AI agent and MCP server.
数据库
Open-source, self-hosted alerting for metrics, logs, and databases. Includes a built-in AI agent and MCP server.
数据库
code-graph-rag by vitali87 · ★5258
The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs
数据库
The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs
数据库
tabularis by TabularisDB · ★5215
Open-source desktop SQL workspace with 3 built-in database drivers and 16 shipped plugins, including SQL Server, DuckDB, ClickHouse and Redi
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Open-source desktop SQL workspace with 3 built-in database drivers and 16 shipped plugins, including SQL Server, DuckDB, ClickHouse and Redi
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dbhub by bytebase · ★3651
Token conscious database MCP server for Postgres, MySQL, SQL Server, Oracle, MariaDB, SQLite.
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Token conscious database MCP server for Postgres, MySQL, SQL Server, Oracle, MariaDB, SQLite.
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FlyEnv by xpf0000 · ★3281
Native local development environment for Windows, macOS & Linux. A modern alternative to XAMPP, MAMP, Laragon and Laravel Herd, with runtime
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Native local development environment for Windows, macOS & Linux. A modern alternative to XAMPP, MAMP, Laragon and Laravel Herd, with runtime
数据库
carbon by crbnos · ★2731
Open-source manufacturing ERP, MES and QMS. Quoting, MRP, inventory, shop floor, quality and lot/serial traceability on one Postgres schema,
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Open-source manufacturing ERP, MES and QMS. Quoting, MRP, inventory, shop floor, quality and lot/serial traceability on one Postgres schema,
数据库
mcp-memory-service by doobidoo · ★2016
Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consol
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Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consol
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pg-aiguide by timescale · ★1869
MCP server and Claude plugin for Postgres skills and documentation. Helps AI coding tools generate better PostgreSQL code.
数据库
MCP server and Claude plugin for Postgres skills and documentation. Helps AI coding tools generate better PostgreSQL code.
数据库
erd-editor by dineug · ★1724
ERD Editor: design database schemas visually, import SQL DDL, GraphQL, DBML and AML, export DDL and code for 22 languages. Web app, Google D
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ERD Editor: design database schemas visually, import SQL DDL, GraphQL, DBML and AML, export DDL and code for 22 languages. Web app, Google D
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llmwiki by lucasastorian · ★1688
Open Source Implementation of Karpathy's LLM Wiki. Upload documents, connect your Claude account via MCP, and have it write your wiki !
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Open Source Implementation of Karpathy's LLM Wiki. Upload documents, connect your Claude account via MCP, and have it write your wiki !
数据库
aoci-code by aoci-spec · ★1553
A persistent, Git-versioned map of your whole codebase and database schema that coding agents read before they touch anything. Local-first M
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A persistent, Git-versioned map of your whole codebase and database schema that coding agents read before they touch anything. Local-first M
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data-api-builder by Azure · ★1526
Data API builder provides modern REST, GraphQL endpoints and MCP tools to your Azure Databases and on-prem stores.
数据库
Data API builder provides modern REST, GraphQL endpoints and MCP tools to your Azure Databases and on-prem stores.
数据库
npcpy by NPC-Worldwide · ★1517
The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.
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The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.
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mysql_mcp_server by designcomputer · ★1398
A Model Context Protocol (MCP) server that enables secure interaction with MySQL databases
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A Model Context Protocol (MCP) server that enables secure interaction with MySQL databases
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nocturne_memory by Dataojitori · ★1391
A lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. Say goodbye to Vector RAG and amnesia. Empower your AI with
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A lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. Say goodbye to Vector RAG and amnesia. Empower your AI with
数据库
mongodb-mcp-server by mongodb-js · ★1142
A Model Context Protocol server to connect to MongoDB databases and MongoDB Atlas Clusters.
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A Model Context Protocol server to connect to MongoDB databases and MongoDB Atlas Clusters.
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CloudBase-AI-Toolkit by TencentCloudBase · ★1136
Backend for AI coding agents on CloudBase — database, auth, functions via Plugin, Skills & MCP.
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Backend for AI coding agents on CloudBase — database, auth, functions via Plugin, Skills & MCP.
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AgentChat by Shy2593666979 · ★916
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、S
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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、S
数据库
iai-personal-memory-engine by CodeAbra · ★908
A cyber brain for your AI. It never forgets a detail, remembers exactly what you said, and learns how you work over time. Free, local, works
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A cyber brain for your AI. It never forgets a detail, remembers exactly what you said, and learns how you work over time. Free, local, works
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NornicDB by orneryd · ★905
Nornicdb is a distributed low-latency, Graph+Vector, Temporal MVCC with all sub-ms HNSW search, graph traversal, and writes. Using Neo4j Bol
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Nornicdb is a distributed low-latency, Graph+Vector, Temporal MVCC with all sub-ms HNSW search, graph traversal, and writes. Using Neo4j Bol
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Wax by christopherkarani · ★804
Shared Single-file memory layer for all your agents, sub mili-second RAG over text, photo and video on Apple Silicon.. No Server. No API. On
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Shared Single-file memory layer for all your agents, sub mili-second RAG over text, photo and video on Apple Silicon.. No Server. No API. On
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okf-agent-memory by okf-memory · ★796
Git-native persistent memory for AI coding agents. Implements Google OKF v0.2 with sub-300µs in-memory BM25 search, embedded MCP server, and
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Git-native persistent memory for AI coding agents. Implements Google OKF v0.2 with sub-300µs in-memory BM25 search, embedded MCP server, and
数据库
hippo-memory by kitfunso · ★779
Stop re-teaching your agent. Make your agent's memory work like a brain. Hippo is long-term memory for coding agents. It's a critical layer
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Stop re-teaching your agent. Make your agent's memory work like a brain. Hippo is long-term memory for coding agents. It's a critical layer
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anythingmcp by HelpCode-ai · ★745
Open-source, self-hosted MCP gateway: turn any REST/OpenAPI, SOAP, GraphQL, OData or SQL API into MCP tools for Claude, ChatGPT & Copilot. 3
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Open-source, self-hosted MCP gateway: turn any REST/OpenAPI, SOAP, GraphQL, OData or SQL API into MCP tools for Claude, ChatGPT & Copilot. 3
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memora by agentic-box · ★740
Give your AI agents persistent, collective memory — with deduplicating absorb, supersession lineage, semantic search, and a graph UI. Speaks
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Give your AI agents persistent, collective memory — with deduplicating absorb, supersession lineage, semantic search, and a graph UI. Speaks
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MegaMemory by 0xK3vin · ★724
Persistent project knowledge graph for coding agents. MCP server with semantic search, in-process embeddings, and web explorer.
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Persistent project knowledge graph for coding agents. MCP server with semantic search, in-process embeddings, and web explorer.
数据库
mcp-redis by redis · ★634
The official Redis MCP Server is a natural language interface designed for agentic applications to manage and search data in Redis efficient
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The official Redis MCP Server is a natural language interface designed for agentic applications to manage and search data in Redis efficient
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openanalytics by OpenLabs-so · ★626
Open-source, privacy-first and cookieless web analytics with revenue attribution and an MCP server.
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Open-source, privacy-first and cookieless web analytics with revenue attribution and an MCP server.
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Compartment by MaxFreedomPollard · ★583
Encrypted, fully offline agentic memory. One click install, GUI w/ memory map, all OS and agents. Superior memory creation, storage and retr
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Encrypted, fully offline agentic memory. One click install, GUI w/ memory map, all OS and agents. Superior memory creation, storage and retr
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apple-health-mcp by neiltron · ★573
Local-first Apple Health MCP server. Lets AI assistants answer questions about your sleep, workouts, activity and heart data from a local ex
数据库
Local-first Apple Health MCP server. Lets AI assistants answer questions about your sleep, workouts, activity and heart data from a local ex
数据库
PerformanceMonitor by erikdarlingdata · ★520
Free, open-source SQL Server and Postgres performance monitoring. Collectors, real-time alerts, graphical plan viewer, MCP server for AI ana
数据库
Free, open-source SQL Server and Postgres performance monitoring. Collectors, real-time alerts, graphical plan viewer, MCP server for AI ana
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roam-code by Cranot · ★517
Local codebase intelligence CLI + MCP server for AI coding agents: SQLite code graph, 28 languages, 287 commands, 246 MCP tools, change-safe
数据库
Local codebase intelligence CLI + MCP server for AI coding agents: SQLite code graph, 28 languages, 287 commands, 246 MCP tools, change-safe
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mcp-ssh-manager by bvisible · ★506
MCP SSH Server: 37 tools for remote SSH management | Claude Code & OpenAI Codex | DevOps automation, backups, database operations, health mo
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MCP SSH Server: 37 tools for remote SSH management | Claude Code & OpenAI Codex | DevOps automation, backups, database operations, health mo
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atlas-mcp-server by cyanheads · ★477
A Model Context Protocol (MCP) server for ATLAS, a Neo4j-powered task management system for LLM Agents - implementing a three-tier architect
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A Model Context Protocol (MCP) server for ATLAS, a Neo4j-powered task management system for LLM Agents - implementing a three-tier architect
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db-mcp-server by FreePeak · ★466
A powerful multi-database server implementing the Model Context Protocol (MCP) to provide AI assistants with structured access to databases.
数据库
A powerful multi-database server implementing the Model Context Protocol (MCP) to provide AI assistants with structured access to databases.
数据库
scrumboy by markrai · ★445
Self-hosted project management • Customizable boards • Cross-project workload and flow analytics • Calendar/Agenda • Sticky-note wall • Impo
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Self-hosted project management • Customizable boards • Cross-project workload and flow analytics • Calendar/Agenda • Sticky-note wall • Impo
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bagel by Extelligence-ai · ★400
Query robotics, drone, and IoT data in plain English through an MCP server, with an intelligent edge data reduction pipeline that keeps only
数据库
Query robotics, drone, and IoT data in plain English through an MCP server, with an intelligent edge data reduction pipeline that keeps only
数据库
mcp-database-server by executeautomation · ★386
MCP Database Server is a new MCP Server which helps connect with Sqlite, SqlServer and Posgresql Databases
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MCP Database Server is a new MCP Server which helps connect with Sqlite, SqlServer and Posgresql Databases
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EDDI by labsai · ★384
Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG,
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Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG,
数据库
AI-company by CronusL-1141 · ★372
Multi-agent team operating system for Claude Code. 108 MCP tools, 40+ agent templates, 10 lifecycle hooks, 7 pipeline workflows. Persistent
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Multi-agent team operating system for Claude Code. 108 MCP tools, 40+ agent templates, 10 lifecycle hooks, 7 pipeline workflows. Persistent
数据库
better-design by marvkr · ★370
🎨 Open-source design MCP server + shadcn/ui registry — AI design systems for Claude Code, Cursor, Codex, GitHub Copilot & any MCP client. 3
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🎨 Open-source design MCP server + shadcn/ui registry — AI design systems for Claude Code, Cursor, Codex, GitHub Copilot & any MCP client. 3
数据库
redd-archiver by 19-84 · ★346
A PostgreSQL-backed archive generator that creates browsable HTML archives from link aggregator platforms including Reddit, Voat, and Ruqqus
数据库
A PostgreSQL-backed archive generator that creates browsable HTML archives from link aggregator platforms including Reddit, Voat, and Ruqqus
数据库
mac_messages_mcp by carterlasalle · ★332
An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze
数据库
An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze
数据库
Ori-Mnemos by aayoawoyemi · ★331
Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.
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Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.
数据库
qanat by fidetolabs · ★310
An MCP server that turns filings and prices into valuation indicators, and tests each one inside its own industry. Connect it to your agent
数据库
An MCP server that turns filings and prices into valuation indicators, and tests each one inside its own industry. Connect it to your agent
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lumen by ory · ★308
Save 30% token costs when using Claude Code, Codex, OpenCode for free - with open source, local semantic search. Works for small and large c
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Save 30% token costs when using Claude Code, Codex, OpenCode for free - with open source, local semantic search. Works for small and large c
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session-knowledge by nameforjt-afk · ★304
Turn your Claude Code session history into a searchable local knowledge base — 13 MCP tools, pure stdlib, nothing leaves your machine
数据库
Turn your Claude Code session history into a searchable local knowledge base — 13 MCP tools, pure stdlib, nothing leaves your machine
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homebutler by Higangssh · ★304
🏠 Tells you what changed on your server — only what's worth telling. Single Go binary, no database, nothing running on the machines it watc
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🏠 Tells you what changed on your server — only what's worth telling. Single Go binary, no database, nothing running on the machines it watc
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knowledge-rag by lyonzin · ★296
Local RAG MCP server for Claude Code — hybrid search (semantic + BM25), cross-encoder reranking, 13 MCP tools, 20 format parsers. Zero exter
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Local RAG MCP server for Claude Code — hybrid search (semantic + BM25), cross-encoder reranking, 13 MCP tools, 20 format parsers. Zero exter
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apple-health-mcp-server by the-momentum · ★279
MCP server for querying Apple Health data with natural language using DuckDB under the hood.
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MCP server for querying Apple Health data with natural language using DuckDB under the hood.
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pasal by ilhamfp · ★278
Pasal.id - The first open, AI-native Indonesian legal platform. MCP server + REST API + web app giving AI grounded access Indonesian laws.
数据库
Pasal.id - The first open, AI-native Indonesian legal platform. MCP server + REST API + web app giving AI grounded access Indonesian laws.
数据库
uteke by codecoradev · ★271
🧠 The Brain for Your AI — Local-first memory engine for AI agents. Store, recall, and search memories with semantic embeddings. Single Rust
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🧠 The Brain for Your AI — Local-first memory engine for AI agents. Store, recall, and search memories with semantic embeddings. Single Rust
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Deft by Maneek21 · ★263
Self-hostable AGPL workspace where humans and AI agents share chat, tasks, knowledge, approvals, and MCP context.
数据库
Self-hostable AGPL workspace where humans and AI agents share chat, tasks, knowledge, approvals, and MCP context.
数据库
mysql_mcp_server_pro by wenb1n-dev · ★249
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
数据库
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
数据库
OmniFocus-MCP by themotionmachine · ★248
Let LLMs interface with your tasks and projects through the Model Context Protocol. Add, organize, and query your OmniFocus database with na
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Let LLMs interface with your tasks and projects through the Model Context Protocol. Add, organize, and query your OmniFocus database with na
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PerformanceStudio by erikdarlingdata · ★245
Free, open-source SQL Server execution plan analyzer — cross-platform GUI + CLI with 30 analysis rules, missing index detection, SSMS extens
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Free, open-source SQL Server execution plan analyzer — cross-platform GUI + CLI with 30 analysis rules, missing index detection, SSMS extens
数据库
persistent-ai-memory by savantskie · ★236
A persistent local memory for AI, LLMs, or Copilot in VS Code.
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A persistent local memory for AI, LLMs, or Copilot in VS Code.
数据库
parse-dmarc by dmarcguardhq · ★213
DMARC aggregate report parser with a built-in dashboard. One Go binary, IMAP in, SQLite, Prometheus metrics, MCP server. Apache-2.0.
数据库
DMARC aggregate report parser with a built-in dashboard. One Go binary, IMAP in, SQLite, Prometheus metrics, MCP server. Apache-2.0.
数据库
ClawMem by yoloshii · ★210
On-device memory layer for AI agents. Claude Code, OpenClaw and Hermes. Hooks + MCP server + hybrid RAG search.
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On-device memory layer for AI agents. Claude Code, OpenClaw and Hermes. Hooks + MCP server + hybrid RAG search.
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flexible-graphrag by stevereiner · ★193
Python, LlamaIndex, LangChain, 15 Property Graph, 4 RDF , 10 Vector, OpenSearch, Elasticsearch DBs. 14 data sources, 10 auto sync: Alfresco,
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Python, LlamaIndex, LangChain, 15 Property Graph, 4 RDF , 10 Vector, OpenSearch, Elasticsearch DBs. 14 data sources, 10 auto sync: Alfresco,
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mcp-server-duckdb by ktanaka101 · ★178
A Model Context Protocol (MCP) server implementation for DuckDB, providing database interaction capabilities
数据库
A Model Context Protocol (MCP) server implementation for DuckDB, providing database interaction capabilities
数据库
yantrikdb-server by yantrikos · ★176
Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale memories via temporal decay. Rust, Ap
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Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale memories via temporal decay. Rust, Ap
数据库
notion-mcp-server by awkoy · ★175
Notion MCP server for Claude, Cursor, ChatGPT & Claude Desktop. Connect AI agents to Notion via Model Context Protocol — pages, databases, b
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Notion MCP server for Claude, Cursor, ChatGPT & Claude Desktop. Connect AI agents to Notion via Model Context Protocol — pages, databases, b
数据库
salt.md by saltmd · ★161
The open-source workspace for people and AI agents. Docs, databases and realtime collaboration with an MCP server in the same binary, so age
数据库
The open-source workspace for people and AI agents. Docs, databases and realtime collaboration with an MCP server in the same binary, so age
数据库
MCP-PostgreSQL-Ops by call518 · ★160
🐘 Give AI assistants full PostgreSQL DBA superpowers — 30+ tools for performance analysis, bloat detection, lock/deadlock monitoring, autov
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🐘 Give AI assistants full PostgreSQL DBA superpowers — 30+ tools for performance analysis, bloat detection, lock/deadlock monitoring, autov
数据库
prism-coder by dcostenco · ★158
Persistent session memory for AI coding agents — local-first, with on-device inference, associative recall, and drift detection. Works with
数据库
Persistent session memory for AI coding agents — local-first, with on-device inference, associative recall, and drift detection. Works with
数据库
mnemo-cortex by GuyMannDude · ★157
Open-source cognitive coprocessor with active memory for AI agents — persistent recall, semantic search, overnight dreaming, verified facts,
数据库
Open-source cognitive coprocessor with active memory for AI agents — persistent recall, semantic search, overnight dreaming, verified facts,
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MemWhale by wuisabel-gif · ★153
Persistent, local memory for developers and their coding agents. Records commands, output, errors, and the fixes that worked into SQLite and
数据库
Persistent, local memory for developers and their coding agents. Records commands, output, errors, and the fixes that worked into SQLite and
数据库
Express-REST-API-and-MCP-Server-Framework by iolufemi · ★147
Express REST API and MCP Server Framework is a comprehensive development framework for building RESTful APIs and MCP servers with Express.js
数据库
Express REST API and MCP Server Framework is a comprehensive development framework for building RESTful APIs and MCP servers with Express.js
数据库
teslamate-mcp by cobanov · ★141
A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data an
数据库
A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data an
数据库
ZizkaDB by ZIZKA-AI-SL · ★141
Audit trail database for AI agents. Tamper-evident, checksum-backed decision logs with session replay and time-travel debugging to support E
数据库
Audit trail database for AI agents. Tamper-evident, checksum-backed decision logs with session replay and time-travel debugging to support E
数据库
mcp-memory-keeper by mkreyman · ★136
MCP server for persistent context management in AI coding assistants
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MCP server for persistent context management in AI coding assistants
数据库
goldenmatch by benseverndev-oss · ★133
Zero-config entity resolution feeding a durable identity layer: messy records from any source become stable golden entities, a Customer 360
数据库
Zero-config entity resolution feeding a durable identity layer: messy records from any source become stable golden entities, a Customer 360
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常见问题
这个榜单如何排序？
依据 GitHub 星标数和近期活跃度，数据来自 2026年10月15日 更新的公开仓库信息。
如何安装？
大多数服务器只需在客户端的 MCP 配置文件中添加一条 npx、uvx 或 Docker 命令。我们的 Claude Desktop、Cursor 和 VS Code 指南会一步步说明。
如何在 Claude Desktop 中安装 MCP 服务器（分步教程）
如何在 Cursor 中安装 MCP 服务器（mcp.json 指南）