Developer Tools MCP Servers

Jina AI

Transforms web content into large language model (LLM) friendly formats using Jina.ai's reader service.

YugabyteDB

Enables LLMs to interact with YugabyteDB by listing tables, schema, row counts, and running read-only SQL queries.

Ziwei Iztro

Generates detailed Ziwei Dou Shu astrolabes, supporting geocoding and true solar time conversion via the Model Context Protocol (MCP).

Mathematica Documentation

Enables checking Mathematica code via a local Mathematica installation.

Lite MCP Sdk

Simplifies the creation of Model Context Protocol (MCP) clients and servers in JavaScript, focusing on Server-Sent Events (SSE) communication.

Jupyter

Enables AI models and CLI tools to connect with and manage Jupyter Notebooks for interactive data analysis and machine learning.

ArtifactHub

Interacts with Helm charts on Artifacthub through a Model Context Protocol (MCP) server.

Todo

Implements a complete todo management system accessible via AI clients, featuring OAuth authentication, a freemium billing model, and PostgreSQL persistence.

Redmine

Provides desktop access to the Redmine API via the Model Context Protocol, enabling AI-powered interactions with issues, projects, and time tracking.

Ampersand AI

Provides an SDK for building AI agents with B2B SaaS integrations and an MCP server for connecting agents to various connectors.

Code Graph Context

Parses TypeScript projects, builds rich code graphs in Neo4j, and provides deep contextual understanding for Large Language Models through semantic search and graph traversal.

SD Elements

Enables large language models to interact with the SD Elements security development lifecycle platform.

Milvus

Enables LLM applications to seamlessly access and utilize Milvus vector database functionality via the Model Context Protocol.

Capacities Bridge

Bridges the Capacities.io API with various clients like Claude Desktop, Genspark, and IDEs using the Model Context Protocol.

Hoverfly

Provides AI assistants with programmatic control over Hoverfly for dynamic API mocking and simulation.

Function Calling Comparison

Illustrates the differences between LLM function calling and the Model Context Protocol (MCP) by controlling Home Assistant lights.

Github

Enables AI assistants to manage GitHub repositories, issues, pull requests, and code through a structured interface for LLM agents.

Cardea Agentic Search

Provides agentic search capabilities with support for vector search using Qdrant, full-text search using TiDB, or both combined within a Model Context Protocol (MCP) server.

MBBank

Provides a server to access and analyze MBBank account, transaction, and balance data.

Dbgmcp

Connect debuggers such as GDB, LLDB, and PDB to LLM agents using the Model Context Protocol.