Discover Awesome MCP Servers

video-vision-mcp

An MCP server enabling Claude Code to analyze any video (local file, URL, or Jira ticket attachment) by extracting frame images and audio transcripts, or using Gemini for native video analysis.

safe-code-mcp

A local MCP server that provides controlled repository access with policy-based file filtering, secret redaction, and audit logging for AI coding agents.

Generic SQL MCP Server

A configurable, database-agnostic MCP server that enables LLMs to safely interact with SQL databases through read-only operations and schema inspection.

local-devops-mcp

Enables AI assistants to interact with local Docker containers, Kubernetes clusters, and system logs using the Model Context Protocol.

JSON Mapping & Context MCP Servers

Enables schema-aware exploration of JSON data by uploading samples, flattening nested structures, and using heuristic search with token overlap and fuzzy matching to find field paths for target names, accelerating ETL and API onboarding workflows.

mdshare

Markdown collaboration for AI workflows. Share markdown via public links with four permission levels, inline comments, and real-time sync. AI agents can read docs, review comments, incorporate feedback, and resolve threads. Free, no login.

Databricks MCP Server

Enables AI assistants to interact with the Databricks platform through 263 tools and 8 prompt templates, covering Unity Catalog, SQL, Compute, Jobs, Pipelines, and more.

combine-memory-mcp

Persistent memory server for CMS Combine lessons, enabling saving and searching confirmed error-cause-fix chains across sessions and users.

Remote MCP Server

A Cloudflare Workers-based server implementing the Model Context Protocol (MCP) that allows AI models to access custom tools without requiring authentication.

SpectraMCP

Enables AI agents to process RF signals, perform spectral analysis, and execute radar DSP primitives such as Range-Doppler processing and CFAR detection, supporting both file-based and live SDR capture.

Patient Data MCP Server

Enables querying a synthetic patient dataset with tools to look up patients by ID, age, disease, name, and get statistics, connecting Claude Desktop to local data.

Headless Codebase Indexer

A minimalist indexing tool that provides AI agents with semantic search and structural AST parsing for deep codebase understanding. It enables autonomous agents to navigate large codebases predictably using vector embeddings and native language server capabilities like definition and reference tracking.

Monotype MCP Server

Enables integration with Monotype API for managing company users, teams, and roles through natural language commands with an Ollama-powered backend and React chat interface.

Joplin MCP Server

MCP server that provides standardized tools for querying and retrieving notes from Joplin personal knowledge manager through its API, enabling AI assistants to access and reference personal notes contextually.

strudel-mcp

Provides Strudel reference documentation as MCP tools for AI coding assistants, enabling function lookup, search, and syntax reference.

ambient-context-mcp

Windows tray process that exposes local ambient context (presence, foreground app, battery, etc.) as MCP tools with privacy classification and opt-in controls.

Thinking Agent MCP

Enables thinking models to extend their reasoning by outsourcing parts of the chain of thought to a non-thinking model via the chat_agent tool, with configurable parameters.

Allowance MCP

Enables AI agents to request purchase approval from humans, receive scoped virtual cards, complete checkout, and report receipts for audit.

MemMCP

A Byzantine fault-tolerant MCP Memory server that uses SQLite write-ahead logging and FAISS hybrid vector search for deterministic, secure memory operations.

nohumans-mcp

Find and vet paid x402 API services before an agent spends money on them, with live reliability scores and recency-weighted probing.

Allotrope MCP Server

Provides tools for validating, listing, describing, and fetching Allotrope Simple Model (ASM) data formats for laboratory instruments.

prefab-sentinel

MCP server for safely inspecting and editing Unity/VRChat prefabs, scenes, and assets. It diagnoses override collisions, broken references, and runtime exceptions, with read-only YAML analysis and write operations via an Editor Bridge.

klattsch-mcp

Enables AI models to speak and sing using retro-style formant speech synthesis, converting text or phoneme strings to WAV audio via MCP tools.

mixamo-mcp

Enables Claude Code to automate Mixamo: browse/search animations, upload custom characters via Auto-Rigger, set animation parameters, and download animations with your character.

Codify MCP

Easily create custom reusable automation tools from casual browser actions using Apify Agent. Automate workflows by running your recorded actions turned into MCP tools.

junai-mcp

Enables deterministic multi-agent pipelines in VS Code and GitHub Copilot, with 25 specialized AI agents and a 9-stage state machine that prevents hallucinated routing.

story-mcp

Enables writers and researchers to manage large Markdown documents with AI-powered tools, including version history, semantic search, and context management.

fenced-obsidian-sync-mcp

A deny-by-default MCP server for Obsidian vaults where operators declare exact capabilities (list, read, create, etc.) scoped by path globs; everything not permitted is impossible by construction as disallowed tools are never registered.

Timezone MCP Server

Enables LLMs to get current time information for any timezone worldwide, including available regions, cities, and ISO 8601 formatted timestamps with timezone offsets.

Generic MCP Gateway

A general-purpose MCP gateway integrating tool management, memory, reminders, and multi-channel messaging (Telegram/QQ), enabling autonomous AI agents.