Discover Awesome MCP Servers

Qdrant RAG MCP Server

Enables context-aware semantic search across codebases using Qdrant vector database with intelligent GitHub issue resolution, Projects V2 management, and progressive context retrieval for 95%+ token reduction in AI-assisted development.

gecko-mcp

Drive Firefox-based browsers (Floorp, LibreWolf, Zen, Waterfox, Mullvad, Firefox) from any MCP client — read pages, screenshot, click, fill forms and manage tabs in your real session, over Marionette/WebDriver. OS input & JS eval locked by default.

pumpfun-wallets-mcp

An MCP server that analyzes wallets’ trading activity and profitability on Pump.fun and PumpSwap.

ledger

Provides tamper-evident, hash-chained logging for MCP agents, enabling append, verification, and artefact-binding of action records.

BORME MCP Server

Enables querying Spain's official company registry (BORME) for company events such as incorporations, director appointments, insolvencies, and capital changes, supporting filters by date, province, and act type.

powerBI-mcp

Automates Power BI dashboard creation by selecting templates, mapping dataset schemas, and injecting data into PBIP files via AI.

SCIM MCP Server

An MCP server that connects to SCIM 2.0 APIs, enabling MCP clients to manage SCIM resources using natural language.

MLNops

MLNops is a local-first MCP server for authorized infrastructure reconnaissance and security posture analysis. It provides DNS, WHOIS, SSL/TLS, subdomain, ASN, cloud exposure, and full-recon tools for MCP clients.

Agent Tools

Provides 9 utility APIs for AI agents covering DNS, email, IP, QR, WHOIS, URL health, headers, text extraction, and tech detection, with x402 micropayments on Base.

Google BigQuery MCP Server by CData

Google BigQuery MCP Server by CData

PTY MCP Server

A TypeScript-based server that enables programmatic management of pseudo-terminal sessions. It allows users to spawn, control, and interact with terminal processes in real-time through the Model Context Protocol.

Android Proxy MCP

An MCP server that enables AI assistants to capture and analyze HTTP/HTTPS traffic from Android devices. It supports smart searching of network requests and provides tools for detailed traffic analysis via natural language.

nutrition-mcp-server

Enables natural language access to USDA's FoodData Central database with 1M+ foods, supporting search, nutrition facts, food comparison, and daily value calculations.

mcp-arcgis-carlsbad

Enables searching and querying City of Carlsbad, California open geospatial datasets (parcels, zoning, public works) via ArcGIS Feature Services. Provides tools to search datasets, query layers with SQL-like conditions, and retrieve layer schema.

Coffee Company MCP Server

An MCP adapter that maps Coffee Company B2B HTTP APIs to MCP tools, allowing AI agents to query member information, benefits, coupons, and payment statuses. It enables seamless integration for AI assistants to manage coffee-related customer assets and loyalty details through natural language.

Lighthouse MCP

Lighthouse MCP

vibe-code-mcp

Connects to vibe-code-best-practices.vercel.app to index 817 tools across 185 sections and 10 domains, routes the right tool/Skill for your project need, and can recommend a full stack.

quickbooks-online-mcp-server

A comprehensive Model Context Protocol server providing full CRUD operations for 29 QuickBooks Online entities and 11 financial reports.

Memtech MCP Server

MCP server that enables AI assistants to semantically search Memtech's memory-ASIC engineering knowledge base (RTL, lab logs, DFM rules) stored in a Qdrant vector database.

Telegram Web MCP Server

Enables AI agents to interact with Telegram Web through a clean text-based API, including chat search, message history, sending messages, and profile retrieval via a persistent Playwright session.

@altronis/altronis-mcp

MCP server and CLI for Altronis, providing read-only access to Singapore AI consulting tools including an AI consultant, grant-matched transformation plans, and curated Singapore AI events, news, and ecosystem data.

@testneo/mcp-server

MCP server for TestNeo quality workflows, enabling test generation, execution, and analysis through MCP-compatible IDE clients.

Bitunix MCP

Enables Claude Code to trade on BitUnix exchange via the MCP protocol, supporting futures and spot trading with advanced order management, leverage, and TP/SL.

QCViz-MCP

An MCP server for quantum chemistry that enables LLMs to perform electronic structure analysis, parse calculation outputs, and generate 3D orbital visualizations. It integrates tools like PySCF, cclib, and py3Dmol to facilitate molecular structure manipulation and bonding analysis through natural language.

MCP JIRA Server

A Model Context Protocol server that enables AI assistants to create and manage JIRA issues with rich markdown formatting and automatic conversion to Atlassian Document Format.

agentic_actions_mcp

Enables file IO operations and terminal commands via agentic actions using the MCP protocol.

mcp-elife

Enables AI agents to retrieve and search open-access life-sciences and biomedical journal articles from eLife via MCP.

VBA MCP Server

Enables AI assistants to directly read and write VBA code in Excel workbooks via COM, eliminating manual export/import cycles.

ask-panda

MCP server for querying PanDA documentation, analyzing job errors, and retrieving JSON data using multiple AI models.

Flow Relay MCP Server

Enables AI assistants to manage Flow Relay projects, generate handoffs and insights, and interact with integrations like Discord through natural language.