Discover Awesome MCP Servers

ichnus2

Enables bug localization by analyzing a repo and bug report with an ant-swarm LLM, returning a HOT/WARM/COLD heatmap and JSON audit trail via MCP.

MT5-Quant

MCP server for MT5 strategy development on macOS/Linux with 89 tools to compile, backtest, analyze, optimize, debug crashes, and manage MQL5 Expert Advisors — no Windows required.

mcp-popup-ui

Enables AI assistants to present interactive choices to users via browser popups, supporting single and multiple selections with optional custom input.

myersparkathleticzone-mcp

MCP server for Myers Park High School athletics, providing public access to schedules, teams, rosters, coaches, news, and game broadcast links.

jenkins-mcp

MCP server for Jenkins (with optional GitLab integration) that lets AI assistants list jobs, trigger and track deployments, fetch build logs, and verify whether tickets are deployed, without touching the Jenkins UI.

pdf-report-generator

Generates professional corporate PDF reports from structured JSON specs or raw LLM text output. Enables creating polished multi-page reports with cover page, table of contents, executive summary, sections, tables, and charts.

Shipbook MCP

Connects AI coding assistants to Shipbook for investigating issues using real application logs with error classification, log search, and session tracing.

DOCX Document Creator

A FastMCP-powered microserver that allows users to programmatically generate well-formatted .docx documents with consistent styling, including features like titles, paragraphs, headings, citations, and footers.

fluid-postgres-mcp

A PostgreSQL MCP server for AI agents that streams large result sets to CSV, enforces per-query timeouts, auto-reconnects with backoff, and supports long-running tunnel scripts with credential rotation.

AgentCanvas

Local-first visual workspace and MCP server for canvases built by people and agents, with a polished editor, extensions, and SQLite persistence.

mcp-print

Provides comprehensive print production and color management tools (Pantone lookup, CMYK/RGB conversion, ink estimation, preflight checks, etc.) that work 100% offline without API keys.

kaleidoscope

MCP server for responsive web app preview and inspection. It allows previewing URLs on multiple device profiles, capturing screenshots, recording walkthroughs, and inspecting local pages with MCP clients.

jenkins-mcp

Enables interaction with multiple Jenkins instances from a single MCP server, using header-based authentication for multi-tenancy.

Knowledge MCP

Automatically organizes and merges learned CS knowledge into a graph structure using Claude for entity/relation extraction and SQLite for storage, with tools for ingestion, querying, merging, and managing nodes and edges.

Prefeitura PB Mataraca: Certidão Negativa de Débitos

Enables consulting negative debt certificates from Prefeitura PB Mataraca through a single read-only tool.

Tribal

Semantic memory for AI builders: capture the tacit engineering know-how that never reaches your docs, recall it the moment it applies. Built in Rust on Postgres and pgvector.

fpds-mcp

MCP server for querying U.S. Federal Procurement Data System (FPDS-NG) to search federal contract actions by keyword, agency, NAICS, or vendor, with USDC micropayments via x402.

garmin-mcp

Provides read access to Garmin Connect health and training data (sleep, heart rate, stress, HRV, activities) and supports writes like creating workouts, editing activities, and exporting files.

re-library-mcp

Enables querying a curated reverse engineering knowledge base covering techniques, anti-analysis bypass, mobile internals, and tools via MCP clients like Claude or Cursor.

Aporix MCP Server

Exposes the Aporix document optimization API as an MCP tool for AI agents, enabling document compression and token/cost savings analysis.

hive-mcp-log

Metered log ingestion server for autonomous agents, allowing NDJSON log posting with USDC payment per line on Base L2. Agents can freely tail and search their own logs with configurable retention tiers.

Research MCP

Enables LLMs to search, analyze, and summarize academic research papers in real-time from arXiv, Semantic Scholar, and PubMed. Provides automatic deduplication, citation analysis, and BibTeX generation across multiple research databases.

designsafe-mcp

Agent-first cyberinfrastructure layer for DesignSafe that enables reproducible computational science workflows (geotechnical earthquake engineering with OpenSees), from planning and validation through approved execution, with provenance and tested snippet grounding.

ghost-browser

An MCP server that provides an undetectable Playwright browser to bypass Cloudflare and other bot detection systems, enabling AI agents to navigate and scrape web pages without being blocked.

grafeo-mcp

Enables AI agents to interact with an embedded graph database (GrafeoDB) via the Model Context Protocol, providing tools for graph CRUD, GQL queries, full-text and vector search, and graph algorithms.

mcp-server

An MCP server for InterviewReady

tst_cndt-mcp

Emits Brazilian labor debt clearance certificates (CNDT) from TST for individuals or companies using CPF or CNPJ. Provides read-only access via a single MCP tool for any MCP-compatible client.

Brave Browser MCP Server

Gives AI agents full control over Brave Browser, optimized for local LLMs to ensure low latency and high reliability.

Skulabs MCP Server

Enables AI agents to interact with Skulabs inventory management system through comprehensive tools for managing products, orders, customers, and analytics. Supports voice agents like Retell AI and desktop applications like Claude for natural language inventory operations.

mcp-local-rag

MCP server that enables local hybrid semantic and keyword search over private PDF, DOCX, Markdown, and text documents without sending data to embedding APIs.