Discover Awesome MCP Servers

preprint-fulltext

Enables coding agents to retrieve full text, metadata, and search preprints from bioRxiv, medRxiv, and arXiv via four stdio tools: search_preprints, get_fulltext, get_metadata, and resolve.

memoria-codigo-local

MCP server that indexes TypeScript/React project symbols in memory, enabling agents to find definitions, references, and dependencies without reading the whole repo. Also includes a local visual dashboard with no outbound network calls.

TÁNDEM MCP Server

Enables cross-refinement between two LLMs with automated critique, revision, and convergence, providing tools for managing tandem sessions.

ObsidianConnector

Provides local MCP access to registered Obsidian vaults, enabling Markdown note operations like reading, writing, searching, and managing notes via tools for Codex and ChatGPT Desktop.

xcsift-mcp

An MCP server that enables AI assistants to parse Xcode and Swift build outputs into structured, token-efficient formats like JSON or TOON. It provides tools for executing build commands and extracting detailed diagnostic information such as errors, warnings, and test failures.

Airflow MCP

Enables users to interact with Apache Airflow orchestration platform through natural language to query pipeline statuses, troubleshoot DAG failures, trigger DAGs, and analyze configurations.

kChat MCP Server

Enables interaction with the kChat platform to manage channels, post messages, and handle message threads. It also allows users to retrieve channel histories, manage emoji reactions, and access workspace user profile information.

Hosted MCP Apps Example Gallery

Enables users to interact with a gallery of sample interactive MCP Apps, such as a budget allocator or cohort heatmap, by connecting a remote Streamable HTTP URL.

MCP Deployment

A simple demonstration MCP server that provides a sum_numbers tool for calculating the sum of a list of integers, built using the FastMCP framework.

Varrd

From idea to edge. Everyone has unique opinions and views of the world. Varrd makes it possible for everyone regardless of statistical, coding, or market knowledge to be able to find their unique edge. The issue with LLMs testing for edges in the market is redundant idea loops, overfit with confidence, and waste days exploring nonsense. Varrd is the infrastructure and guardrails to prevent those f

amazon-mcp

MCP server for Amazon Selling Partner API and Advertising API, enabling access to orders, inventory, pricing, ads, and reports via natural language.

mcp-gateway

A local MCP gateway that aggregates multiple downstream MCP servers behind a single connection, with hot-reload via HTTP admin API or file-watcher and support for large payloads.

YouTube Comment Downloader MCP Server

Enables AI systems to download and analyze YouTube video comments through 4 specialized tools without requiring API keys, supporting engagement analysis, comment search, and statistics gathering.

convey

Enables designing, modifying, and bug reporting in web apps, sending changes to coding agents via MCP.

icfmcp

Enables AI assistants to search, summarize, and retrieve records from ICF knowledge files using tag-based and full-text search, with support for ICX indexes.

polyplan-mcp

Enables structured multi-model AI planning sessions across multiple CLI coding tools, orchestrating independent planning, peer review, and final synthesis.

AndroJack-mcp

Enables AI coding assistants to access up-to-date, official Android documentation and APIs, reducing hallucinations from stale training data.

NotebookLM MCP Server

Provides CLI and MCP server to programmatically access Google NotebookLM, enabling AI assistants to create notebooks, add sources, generate podcasts, and more, with support for both personal and enterprise accounts.

Axis MCP

MCP server for configuring Axis IP cameras via VAPIX, supporting device info, snapshots, image settings, overlays, network, PTZ, and system management.

Mission

Enables persistent work-state coordination with identity-bound assignments, governed lifecycle transitions, bounded queries, and auditable history.

third-eye-mcp

A free, unlimited screen capture and recording MCP server for Python. Captures screenshots and records screen activity with no daily limits.

operational-data-mcp

MCP server that unifies real-time telemetry from industrial systems into a single queryable interface, enabling production visibility, anomaly detection, and operational insights.

PropFácil MCP

Remote Model Context Protocol server for finding authorized real-estate listings in Mexico. It provides public property search, details and contact options, plus OAuth-protected favorites and publishing tools.

turbometrics

Connects AI assistants to turbometrics.de for website performance analysis, scans, real user monitoring, and alerts management.

Cline MCP Server

Enables Cline + LM Studio to perform web searches, download images, fetch webpages, execute shell commands, and parse PDF files without needing any API keys.

Weights & Biases MCP Server

Enables querying W\&B Weave traces and creating W\&B Reports with text and visualizations through natural language.

x402-sms-mcp

A paid MCP server that lets AI agents send SMS messages to US phone numbers via x402 micropayments, with automatic compliance and opt-out handling.

MCP Toolkit Server

A Model Context Protocol server providing tools for DB queries, API calls, file I/O, and text transformations, enabling AI agents like Claude to perform real-world actions.