Discover Awesome MCP Servers

BigQuery Validator

Enables validation and dry-run analysis of BigQuery SQL queries without execution. Provides cost estimates, schema previews, and syntax validation for BigQuery queries.

NFTS Memory MCP

Self-hosted SQLite-backed memory server for Claude that syncs memories across claude.ai, Claude Desktop, and Claude Code via a single MCP server with OAuth.

Meshy MCP Server

Enables AI agents to create, manage, and download 3D models, textures, images, rigged characters, and animations through natural conversation.

MiniMax Vision MCP Server

MCP server for MiniMax vision models, enabling image analysis through the OpenAI-compatible chat completions endpoint. Supports local image files and remote URLs, with configurable temperature, max tokens, and adaptive thinking.

Genesys Archivist MCP Server

Captures Genesys Cloud Architect flows and their dependent resources, then generates grounded business and technical documentation as Markdown, PDF, and diagrams from immutable capture bundles.

stack-overflow-mcp-light

MCP server for searching Stack Overflow questions and retrieving answers with body content, supporting advanced filters and multiple transport types.

ServiceNow MCP Server

Enables AI assistants to interact with ServiceNow instances for data retrieval, record management, and workflow execution via the ServiceNow API.

OpsDesk

A remote MCP server that lets a commerce operations agent investigate and resolve stuck orders without escalating to engineering or needing database access. It diagnoses order issues, proposes safe remediations, and requires human confirmation before executing any changes.

SIBI

MCP server that analyzes interpersonal disputes and provides a fault ratio based on facts, emotions, context, and relationship dynamics.

MCP Weather

MCP Weather

RAG Docs MCP Server

An MCP server that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.

Linear MCP Server

Mirror of

MyDocsMCP

MCP server that enables semantic search over local PDF collections using local RAG, with automatic indexing of new documents.

Sample MCP Server

AI assistant application that integrates FastMCP server with MongoDB Atlas knowledge base, enabling direct MCP tool calling for document search and retrieval through a complete REST API.

Weather MCP Server

Enables real-time weather queries for 12 major Chinese cities and global locations using the wttr.in API. Built on the HelloAgents framework with no API key required.

coppeliasim-mcp

An MCP server that lets Claude Code or any MCP client drive a running CoppeliaSim 4.10 simulation--building scenes, moving objects, creating joints and proximity sensors, running simulations, and reading sensors--without exposing arbitrary Lua execution.

reelminner

Enables AI agents to scrape Instagram Reels and public profile data (metadata, engagement, owner info) without the official API, via tools for scraping, status checks, cookie import, stopping, and exporting results.

paper-trader-mcp

A simulation-only MCP server for recording US-equity order intents and estimating outcomes from historical Alpaca NBBO quotes, without placing live orders.

Kalshi MCP Server

Self-hosted MCP server for trading on Kalshi prediction markets via DFlow on Solana, enabling account management, market discovery, trading, swaps, transfers, and redemption.

oracle-taleo-jobs-api

Enables pulling public Oracle Fusion Recruiting and Taleo career-site job postings as structured JSON, including locations, skills, pay ranges, and apply URLs. It also supports career-site discovery, scheduled new-posting monitoring, and Markdown output for AI assistants.

GitHub MCP Lightweight

Provides efficient bulk analysis of GitHub issues and pull requests with 90%+ smaller responses than full GitHub API by returning only essential fields (id, url, title, body, comments).

OKF Wiki MCP Server

Enables browsing, searching, and expanding a knowledge base of markdown nodes with YAML frontmatter from within a chat, supporting document ingest and generative HTML widgets.

WorldBank GDP & Employment MCP Server

An MCP server that interfaces with the WorldBank API to retrieve economic and labor market data such as GDP and employment indicators. It allows LLMs to query global development statistics including unemployment rates, labor force participation, and sectoral employment data.

namecheap-api-mcp

Enables AI assistants to manage Namecheap domains, DNS, contacts, registrar locks, and view SSL certificates and pricing through safe read and configuration tools.

MCP Router

A service discovery and proxy for MCP servers that enables registration, discovery, and execution of tools on remote MCP servers. Uses vector-based similarity search through Alibaba Cloud services to intelligently route requests to appropriate MCP services.

dingtalk-mcp

Dingtalk MCP Server

Cortex

A plug-in layer for AI coding agents that adds remote access via Telegram, self-evolving tool generation, agent-to-agent communication, session capture/replay, and semantic memory through MCP servers.

Pokémon Champions MCP Server

Provides accurate competitive Pokémon information for Pokémon Champions, including damage calculation, type effectiveness, Pokémon data, and regulation legality checks.

Azure AI Vision Face API MCP Server

Enables face detection and recognition in Agentic AI workflows using Azure Face API, supporting attribute detection, image comparison, and face recognition.

glp1forum-mcp

MCP server that searches and reads https://glp1forum.com (a XenForo forum) via system curl, providing tools for full-text search, thread reading, image downloads, and forum browsing without any API keys.