Discover Awesome MCP Servers

SHAFT MCP

Enables Claude Desktop to perform web automation tasks using the SHAFT Engine, including browser control, element interaction, AI-enhanced detection, and test reporting.

EngramX

One install. 8 IDEs. Your agent works from a structural map of your repo instead of re-reading whole files — so sessions run longer before the context wall — and bi-temporal mistakes are auto-captured from your git revert history, so it stops repeating fixes that already failed. Context packets run ~50–90% smaller per file (structural size, not a bill saving — run engram bench on yours).

newsroom-mcp

Type-safe MCP server for investigative journalism that enforces evidentiary standards on master-file.json, preventing chain-of-custody violations and ensuring publishable claims meet criteria.

chat-recall

A memory layer for AI coding tools that indexes transcripts from Claude Code, Gemini CLI, Codex, OpenCode, and Antigravity into a unified searchable history, providing 52 MCP tools for agents to recall past sessions, search across tools, and write back decisions.

MultiViewer

An MCP server for agents to control MultiViewer, the best way to watch motorsports. Works locally or remotely.

uiautomation-mcp

Enables AI assistants to inspect and automate Windows desktop UI elements by exploring UI trees, checking properties, performing actions like clicking and typing, and generating Python automation scripts.

Error Tracker MCP Server

Automates error tracking workflow by finding code owners in Bitbucket, retrieving related pull requests, and creating assigned JIRA tickets for code errors.

COR MCP Server

Comprehensive MCP server for Project COR, a project management platform, exposing 61 tools covering the complete COR REST API as MCP tools.

binance-mcp-enhanced

A powerful cryptocurrency analysis MCP server that adds advanced technical analysis capabilities to the original Binance MCP implementation.

insight-blueprint

A Python MCP server for hypothesis-driven data analysis, managing analysis designs, data catalogs, and review workflows through Claude Code or any MCP-compatible client.

mcp-server-bing-webmaster

An MCP (Model Context Protocol) server that provides access to Bing Webmaster Tools functionality

rc505mk2-mcp

Enables controlling a Roland RC-505mk2 loop station via natural language, allowing creation and upload of FX rack presets to the device over USB.

mcp-agent-relay

A durable MCP-native job relay that enables agents to dispatch work to each other and wakes a running Claude session via a channel when a job completes, eliminating fragile tmux-based approaches.

Cassini Mission Plan MCP

Enables querying of the Cassini-Huygens mission dataset with tools for listing, searching, counting, aggregating, and browsing activities.

outreacher

AI-powered lead qualification system with an MCP server for Claude Desktop, enabling campaign management, lead search, status updates, and CSV import.

io.github.choreoatlas/over-reach-detector

Detects and reports when AI coding agents modify files outside their declared task scope, comparing declared globs and categories with actual changes.

Mist MCP Server

Exposes Juniper Mist REST API as 22 curated MCP tools, enabling AI agents to query and manage network resources like sites, devices, WLANs, and Marvis AI insights through natural language.

sql2odata-mcp

An MCP server that translates SQL statements into OData v4 query syntax, supporting SELECT, INSERT, UPDATE, and DELETE operations. It enables users to convert complex SQL queries into OData-compliant requests through single or batch translation tools.

Expense Tracker MCP Server

Tracks personal expenses and budgets via MCP, storing entries in SQLite and supporting category-based queries.

그때 뭐랬지?

A personal memory MCP server that stores and retrieves conversation memories, enabling AI agents to recall past discussions, promises, and preferences using natural language.

mymemory-mcp

User-owned portable memory vault as an MCP server: agents can fetch context, search entries, and propose new memories, while humans curate the vault via a web app.

nexidion-mcp

MCP server that exposes the Nexidion knowledge base as tools, enabling node management, search, and task creation through the MCP protocol. Supports stdio and OAuth-protected HTTP modes with per-user permissions.

Jazz MCP Server

Enables AI assistants to create, read, update, and delete data in local-first apps built with the Jazz framework, with support for sync, auth, and rich data types.

MQTT-Bridge

Provides MQTT communication capabilities for Large Language Models and other clients, enabling connections to MQTT brokers, publishing and subscribing to topics, and managing real-time messaging workflows.

metals-mcp

MCP wrapper for Metals (Scala language server) that adds file editing and refactoring tools such as rename-symbol, add-import, and remove-unused-imports.

GribStream MCP

Hosted MCP server for weather forecast data. Enables AI agents to discover datasets, build validated API requests, and execute live weather queries after OAuth.

gitlab-mcp-server

Enables AI agents to automate the full GitLab DevOps lifecycle including repos, pipelines, CI generation, security scans, runners, tokens, and merge requests.

cashpilot-mcp

MCP server that exposes any CashPilot instance to LLMs, enabling monitoring of passive income earnings, managing bandwidth-sharing services, and controlling fleet workers

SAP HANA XS Advanced MCP Server by CData

This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for SAP HANA XS Advanced (beta): https://www.cdata.com/download/download.aspx?sku=HHZK-V&type=beta

jira-dev-mcp

A local MCP server for Jira Cloud-driven development. Connects MCP clients to Jira for searching issues, reading tasks, parsing attachments, and mapping projects to local repos.