Discover Awesome MCP Servers

mcp-server-codegraph

Generates and queries a graph representation of a codebase to identify entities and their relationships, such as function calls and inheritance. It supports multiple languages including Python, JavaScript, and Rust to help users navigate and understand complex code structures.

Ceph MCP Server

A Model Context Protocol server that enables AI assistants to interact with Ceph storage clusters through natural language, making storage management more accessible and intuitive.

Sentinel MCP Server

Enables autonomous infrastructure health management by exposing tools for retrieving system logs, querying a knowledge base, executing SQL analytics, and simulating system commands, all integrated into an AI-driven incident response workflow.

mcp-playwright-test

An MCP server that automates Playwright-based UI and API testing, supporting test case generation from requirements or API specs, and execution with detailed reports.

Atlas Docs MCP Server

Provides AI assistants with up-to-date documentation for popular libraries and frameworks, enabling them to generate more accurate code using less common or newly released libraries.

Happy Line MCP Server

Automatically generated MCP server that provides tools to interact with the Happy Line API, including operations defined by the Postman collection.

gupy-candidate-mcp

MCP server that converts Gupy job listings into structured data, candidate fit analysis, and preparation templates for AI clients, enabling candidates to better understand and apply to jobs with AI assistance.

mcp-feedback-enhanced-community-fix

A community-maintained fix for the MCP Feedback Enhanced server, resolving image attachment serialization, web panel 500 errors, and extending default timeout for long-running feedback sessions.

india-stack-mcp

Enables AI agents to manage Indian enterprise systems by providing tools for accounting (TallyPrime), invoicing (Zoho Books), and GST compliance (validation, e-invoice generation, and GSTR-2B reconciliation), with dry-run-first writes and an audit trail.

pirate-borg-mcp

An MCP server for generating Pirate Borg NPCs with procedurally rolled stats, allowing LLMs to create stat-accurate characters using the rulebook's tables.

protolint-mcp

protolint-mcp

google-drive-mcp

Google Drive MCP server that enables file management, conversion of spreadsheets to live Google Sheets, sharing, and downloading. Designed for collaborative review workflows.

SENATRAN: Meus Veículos - Possuidor (Listagem)

Read-only MCP server for querying official Brazilian SENATRAN vehicle data for a possessor, enabling listing/consultation of vehicles through natural language in any MCP-compatible client.

Thrixel MCP Server

Enables AI agents to create, edit, detail, and download game-ready 3D models through natural conversation, with visual feedback on each result.

io.github.svnscha/mcp-windbg

Bridges AI models with WinDbg for crash dump analysis and remote debugging.

callimachus

Local index and hybrid search (SQLite FTS5 + on-device vector KNN) over your AI coding-agent conversation history across 11 tools (Claude Code, Codex, Cursor, and more). Exposes search_threads, search_current_project, recent_threads, get_thread, list_tags, and list_open_todos so any agent can recall its own past work.

opencode-chatgpt-bridge

A local MCP bridge that lets ChatGPT control opencode sessions for code modification, file reading, and repository management on your own computer.

Reddit MCP Server

Access Reddit content (posts, comments, subreddit info) directly in Claude without API keys.

Data X-Ray MCP Server

Enables Claude to search, retrieve, and analyze indexed files with sensitivity classifications and automatic redaction of sensitive information.

Clawslist MCP Server

Enables AI agents to interact with the Clawslist marketplace to browse, create, and manage listings using the Model Context Protocol. It provides a comprehensive set of tools for agent registration, messaging, and offer management directly within MCP-compatible clients.

GitHub Repos Manager MCP Server

GitHub Repos Manager MCP Server

MCP Presidio Server

Enables anonymization and deanonymization of sensitive data in text using Microsoft Presidio. Supports session-based storage to reversibly replace sensitive information like passwords and secrets with placeholder tokens.

pymol-mcp

Headless PyMOL for molecular visualization, GROMACS/LAMMPS MD trajectories, and clathrate-hydrate cage analysis: H-bond networks, F3/F4 order parameters, and TRACE cage perception + occupancy.

kubesearch-mcp

Enables LLMs to search Flux HelmReleases and Argo Applications from kubesearch.dev, and temporarily clone repos to review actual manifests.

mcp-pypi

A security-focused MCP server that enables AI assistants to search PyPI packages, scan for vulnerabilities, audit dependencies, and ensure security across Python projects.

ArXiv Insight MCP Server

Enables searching arXiv papers by topic or category, retrieving full text, PDFs, and BibTeX citations, and generating structured reviews and comparisons.

Databricks MCP Genie

Enables AI assistants to interact with Databricks workspaces through natural language, supporting SQL queries, cluster management, jobs, Genie AI, Unity Catalog, and more.

Twinmotion MCP

Enables importing Revit models, setting environments, rendering images, and exporting walkthrough videos via the Twinmotion rendering pipeline through APS.

Telecom Event Oracle

Provides real-time LNP/WLNP (Wireless Local Number Portability) and LRN auditing. Features specialized congestion logic for 2026 global events. Essential for routing agents managing wireless and wireline transit.

SQL MCP

Enables AI agents to explore MySQL database schemas as structured models, inspect tables, columns, keys, revisions, and generate migration scripts through a read-only interface that never exposes row data or write access.