Discover Awesome MCP Servers

Google Scholar MCP Server

Enables academic research through Google Scholar by searching for papers, finding author publications, discovering recent research, and identifying highly cited works through web scraping with natural language queries.

IDX Stock Data MCP Server

Provides real-time Indonesian stock market (IDX) data including prices, technical indicators, fundamental analysis, and trading signals optimized for the Indonesian market through the Model Context Protocol.

repos-expert

MCP server that studies a folder of code repositories, generates markdown documentation (architecture, interfaces, activity), and serves answers over MCP with live ripgrep search and file reads so AI assistants can query codebases and their relationships.

handbook-mcp-server

Enables full management of handbook entries through the Handbook API, allowing users to list, create, update, delete, and search entries from MCP-compatible clients like Claude Desktop.

Zmanim MCP Server

A comprehensive MCP server for calculating Jewish prayer times (zmanim) using the python-zmanim library, supporting multiple halachic opinions and global locations.

OnceHub

The OnceHub MCP Server provides a standardized way for AI models and agents to interact directly with the OnceHub scheduling API

MCP Server Node

A Node.js MCP server providing user management, task management, and calculator tools with Bearer token authentication, deployable on Cloudtype.

mdify-mcp

MCP server that gives LLMs the power to convert PDFs to Markdown on the fly using a local Ollama vision model.

sentiment-analyzer

Provides a hello and echo tool for basic interaction.

MCP Qdrant Semantic Search

Enables Claude to store and retrieve information with semantic search using Qdrant vector database, providing persistent memory for conversations, code, and documentation.

master-workflow

Enables multi-agent code review and iterative improvement loop using different LLM backends, with deterministic scoring and audit trail.

drawio-live

Launches/connects to the visible draw.io desktop editor and edits its active graph model in real time, allowing AI agents to draw scientific figures step by step.

cnj_serventias_extrajud_lista

Enables consultation of official data on extrajudicial notary offices from the National Council of Justice (Brazil), read-only, pay-per-use.

Firecrawl MCP Server

Integrates Firecrawl for web scraping, crawling, search, and content extraction capabilities. Supports single/batch scraping, URL discovery, structured data extraction, deep research, and AI-powered web analysis with automatic retries and rate limiting.

falllearn-mcp

Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and resources for any MCP client.

SatisMeter MCP

Read-only MCP server for exposing SatisMeter survey data to Claude custom connectors, enabling NPS response analysis and reading project, survey, response, and statistics.

Roamzy

Buy and manage a global eSIM through chat. One universal eSIM for 192 countries, per-MB billing in USDT or USDC across TRON, Solana, BSC, Polygon, Optimism, Arbitrum, TON. Anonymous-flow by default — no account required.

Redmine MCP Server

An MCP server that connects AI assistants to Redmine, enabling issue and project management via natural language.

Local File Search MCP

Provides tools for searching and reading local files, supporting metadata filters, PDF full-text keyword search, and sandboxed file access.

MCP-Atlas

A large-scale benchmark that evaluates AI agents' tool-use competency across 36 real MCP servers using a reproducible Docker sandbox and LLM-as-judge scoring.

Knowledge Base MCP Server

A local MCP server that allows AI systems to search and retrieve information from a custom knowledge base generated from markdown files. It provides tools for natural language text search, category browsing, and specific content chunk retrieval.

AutoDL MCP Server

Enables management of AutoDL GPU resources including instance lifecycle, balance queries, elastic deployments, and notifications through typed MCP tools.

xcode-build-optimizer-mcp

MCP server for Xcode build optimization, providing build-timing analysis, DerivedData/module-cache management, and build-speed config linting for AI coding agents.

go-gerrit-mcp

An MCP server that exposes Gerrit code review operations as capability-gated tools, enabling AI agents to search and read changes, publish comments, vote, and manage change state, with write capabilities as explicit opt-in.

agent-envelope-mcp

A neutral authority layer for agent runtimes, providing sovereign verification and vault-governed custody tools via MCP.

veyra-snippets

Code snippet storage for AI agents with language tags and full-text search. Reads are free, writes require Veyra commit mode.

NamingSignal

Provides evidence-first product naming tools for agents and founders, including domain registry checks, namespace searches, and finalist research with sources and timestamps.

prosuite-mcp

MCP server that exposes Dira ProSuite quality verification to AI assistants, enabling data quality checks on geospatial datasets through natural language.