MCP Servers

CodeGraphContext

★ 3,900

An MCP server that indexes local code into a graph database to provide context to AI assistants.

MCPJungle

★ 1,100

A self-hosted MCP Server registry for private AI agents, supporting both PostgreSQL and SQLite databases.

MCP Memory Keeper

★ 128

A server for persistent context management in Claude AI coding assistants, using a local SQLite database for storage.

Next.js MCP Server

★ 88

A Next.js-based MCP server with OAuth 2.1 authentication support using Google as the default provider. Requires a PostgreSQL database and optionally Redis for SSE transport.

MCP RAG Server

★ 71

A Python server providing Retrieval-Augmented Generation (RAG) functionality. It indexes various document formats and requires a PostgreSQL database with pgvector.

DevContext

★ 46

Provides developers with continuous, project-centric context awareness. Requires a TursoDB database.

Lifecycle MCP Server

★ 38

An MCP server for managing the software development lifecycle, with support for an optional external SQLite database.

gget-mcp

★ 29

An MCP server for the gget bioinformatics library, enabling standardized access to genomics tools and databases.

Godot RAG

★ 27

Provides Godot documentation to a RAG model using a vector database.

OneTool MCP

★ 21

🧿 One MCP for developers - No tool tax, no context rot. 100+ tools including Brave, Gemini, Context7, Version Checker, Excel, File Ops, Database, Chrome DevTools.

Smriti MCP

★ 6

Smriti is a Model Context Protocol (MCP) server that provides persistent, graph-based memory for LLM applications. Built on LadybugDB (embedded property graph database), it uses EcphoryRAG-inspired multi-stage retrieval - combining cue extraction, graph traversal, vector similarity, and multi-hop association - to deliver human-like memory recall.

SJ RedM MCP Server

★ 6

A versatile MCP server for RedM development, providing access to RDR3 discoveries, framework documentation, native functions, and database operations.

Health Microservice API

★ 5

A FastAPI microservice for health-related operations, featuring JWT authentication and a PostgreSQL database with Alembic migrations.

AgentMode

★ 4

An all-in-one MCP server for developers, connecting coding AI to databases, data warehouses, data pipelines, and cloud services.

sqlew

★ 3

ADR (Architecture Decision Record) for AI Agents – An MCP server that enables AI agents to create, query, and maintain architecture decision records in a structured SQL database

Meta MCP Server

★ 2

An MCP server for intelligent tool routing, using a Qdrant vector database and LM Studio for embeddings.

mcp-server-toolkit

★ 2

uild plug-and-play MCP servers for code search, docs, databases, and more. Integrates with Claude Code, Cursor, and Windsurf.

db-insight

★ 1

connect a read-only replica, analytics database, or staging database. Keep credentials on your machine while the tool discovers schema, generates safe SQL, previews it for approval, runs the query, and summarizes the result.

Baby-SkyNet

★ 1

An autonomous memory management system for Claude AI, featuring multi-provider LLM integration and a persistent memory database.

MCP Servers

A collection of MCP servers for browser automation and database interaction, supporting Puppeteer, Postgres, MySQL, and Parquet.

Chrome Debug MCP

This MCP allows you to record browser interactions with a chrome extension that include screenshots and console logs. The data is then saved to a local database that feeds the data to an AI system like claude code to search.

bash-vet-mcp

MCP server that vets LLM-emitted shell commands BEFORE execution. 30 detection rules across destructive file ops, package managers, system, database, git, network, exfiltration, privilege escalation. Sub-second, local, free.

AppHandoff

Hosted MCP server and coordination layer for AI coding agents — live API contracts, database schema, frontend/backend mismatch detection, and shared handoff tickets for Claude Code, Cursor, Codex, and Lovable.

Quarkus MCP Servers

Quarkus-based MCP servers for interacting with JDBC databases, filesystems, and Docker containers.