Discover Awesome MCP Servers

kassi-CLI

An AI agent that load-tests a code change, finds regression in live Splunk, and writes the fix before it reaches production, all driven through MCP.

mcp-kafka-observer

An MCP server that gives AI agents real-time observability into Apache Kafka clusters, enabling natural language queries for broker health, consumer lag, and diagnostics.

ANSES Ciqual MCP Server

Provides SQL access to the ANSES Ciqual French food composition database with nutritional data for over 3,000 foods. Supports full-text search and bilingual queries for comprehensive nutrition analysis.

PayPal MCP Server

A server that provides integration with PayPal's APIs, enabling seamless interaction with payment processing, invoicing, subscription management, and business operations through a standardized interface.

opencode-personal-knowledge

A personal knowledge MCP server with vector database for the Opencode ecosystem. It enables semantic search, tag organization, and session memory logging, all running locally without external API keys.

legal.ge MCP Server

Find verified legal specialists in Georgia from any MCP client by describing your legal situation in natural language.

Flag MCP

Enables human-in-the-loop interaction for AI coding workflows through native desktop dialogs that present route choices, text input, and image annotation capabilities when AI assistants encounter decision points.

mcp-server-github

Enables interaction with GitHub repositories, issues, pull requests, code search, branches, and GitHub Actions workflows.

Matter Web Controller

Enables control of Matter smart-home devices via REST and MCP APIs, supporting lights, sensors, and AC units with federation capabilities.

GraphRAG MCP Server

Enables AI agents to access detailed research findings, implementation patterns, and best practices for building graph-enhanced retrieval-augmented generation systems.

glm4v-vision-mcp

MCP server that provides image analysis, OCR text extraction, and image description using the GLM-4V Flash model from Zhipu AI.

UFC-MCP

A local file conversion server supporting audio, video, image, document, and specialized formats via Model Context Protocol. It enables batch and single-file conversions without cloud dependencies.

Record MCP Server

Enables storing and managing dynamic review records with custom schemas for any category (coffee, whisky, wine, etc.), supporting both local filesystem and Cloudflare R2 storage with flexible field definitions.

Telegram MCP — Next Generation

Enables MCP-compatible clients to securely access and manage Telegram accounts, chats, messages, media, and contacts, with tiered permissions, write controls, and local caching.

Roboflow MCP Server

Integrates the Roboflow platform with Claude Code to manage computer vision datasets, trigger training runs, and perform inference directly from the CLI. It enables users to search Roboflow Universe for public datasets and handle image uploads or model evaluations using natural language commands.

Agent Reliability MCP Server

Computes AI agent reliability metrics like success rates, latency statistics, and failure patterns from provided numbers, with zero external API cost.

ephemeral-reasoning-mcp

Provides an MCP server that decomposes complex problems into ordered, isolated reasoning contexts, yielding compressed summaries before discarding intermediate steps. Enables sequential or parallel step execution with optional verification for more reliable LLM reasoning.

Sozio Business

Sozio Business is a standalone local MCP server for combining private company data with 22,635 profiled Swiss open-data resources.

Lineage MCP Server

Provides tools to interact with the Lineage blockchain API, including wallet seed phrase and keypair generation, balance queries, and latest block retrieval.

Excel MCP Server

Enables AI-powered employee data management in Excel files, automatically classifying employees by department, designation, and salary band based on experience and role, with automatic data validation and backup capabilities.

primereact-mcp

MCP server that gives AI assistants full access to PrimeReact v10 component documentation — props, events, examples, and search.

BloodyAD MCP

Enables Active Directory enumeration and abuse operations through the bloodyAD tool. Supports LDAP queries, user/group management, DNS operations, and security testing directly from AI assistants.

Documentation MCP Server

A server that enables Claude to search and access documentation from popular libraries like LangChain, LlamaIndex, and OpenAI directly within conversations.

houjin-bangou-api-mcp

MCP server for the Japan National Tax Agency Corporate Number API, enabling corporate number lookup and search via local AI clients.

ticket-generator-mcp

Enables AI agents to generate ticket IDs with QR codes, send tickets via email/SMS/WhatsApp, and retrieve event details through the Ticket Generator API.

SatRank

Lightning Network trust oracle for AI agents. Provides real-time node reachability checks, trust scores, and personalized pathfinding for 17,000+ Lightning nodes via 12 MCP tools.

ICD MCP Server

Provides AI assistants instant access to WHO ICD-10 and ICD-11 classification systems for code lookup, search, autocoding, validation, and hierarchy browsing via 12 tool actions.

mcp-developer-portal

MCP server wrapping Backstage — query service catalog, fetch TechDocs, and scaffold services via AI agents.

Data Dictionary MCP

A Model Context Protocol (MCP) server that coordinates AI agents to transform database tables into Wikipedia-style data dictionaries.