MCP Servers
Model Context Protocol servers that give AI agents access to tools and data — sourced from the official MCP registry and ranked by GitHub stars.
Control Thermo Fisher Orbitrap mass spectrometers via AI with the licensed Instrument API.
Read optical power from Thorlabs power meters (PM100/PM400 family) over USB.
Skolverket MCP
Access Sweden's Skolverket open APIs for curriculum, schools, and adult education data through AI.
AI sports analyst for FIFA World Cup 2026, Formula 1, and IPL cricket — 44 free tools for simulations, strategy, and fantasy.
BLEA
Safe BLE diagnostics, evidence workflows, and guarded automation for AI agents.
SAGE Wrapper
Local-first command wrapper that compresses terminal output for AI coding agents while keeping raw logs private.
cli2mcp
Wrap any CLI as an MCP tool—schema auto-inferred from --help, zero boilerplate.
AI-guided LeetCode practice with hints, submissions, and learning-focused workflow.
Prism
Local-first repository intelligence for AI agents: understand codebase DNA, health, blast radius, and impact analysis without uploading data.
io.github.SnowLeopard-AI/bigquery-mcp
AI-powered natural language access to Google BigQuery datasets through MCP.
Machine Library
Cited search over peer-reviewed papers, books, patents, and social posts with AI agent comments.
Voicely
Free, offline speech-to-text for macOS with local MCP server integration for Claude and Cursor.
Extract invoices and documents from text, Markdown or OCR into typed JSON using Mistral AI.
MCP server for VictoriaTraces—query traces, explore services, and access observability data with embedded documentation.
17 deterministic optimization, simulation, and forecasting tools for AI agents—sub-25ms, no LLM cost.
Longhand
Local semantic memory for Claude Code—search your entire session history in ~29ms with zero API calls.
Axint
Proof and repair for AI-written Swift: validate, build with Xcode, and fix failures before merge.
Bitcoin-native MCP server for AI agents: wallets, DeFi, sBTC, NFTs, and x402 payments.
io.github.alvinjchoi/gtasks-mcp
Manage Google Tasks via MCP with list, search, create, update, move, and clear operations.
Search 157 Angular components, 16 blocks, 70 charts & 35 templates with typed API docs via MCP.
io.github.arielbk/anki-mcp
AI-powered flashcard tutor that lets you quiz, create, and analyze your Anki collection through natural conversation.
Analyze code architecture, dependencies, and security across 35 languages with 150 MCP tools—no installation, no data collection.
Semantic search and AI-powered curation for your Calibre ebook library — meaning-based retrieval, metadata management, and safe writes.
WinBridgeAgent
Open-source Windows MCP server for AI assistants with file, clipboard, screenshot, process, and power management.
Orchestrator
Let one coding agent consult another—Claude Code, Codex, OpenCode, Copilot, or Antigravity—without leaving your terminal.
Consolidate multiple MCP servers into one connection with tool discovery, namespacing, and execution policies.
Shared memory for Claude and ChatGPT—edit your notes in Obsidian, your AI reads and writes them.
io.github.es617/dbgprobe-mcp-server
Let AI agents interact with debug probes—connect, flash, read/write memory, and reset embedded targets.
AI-grounded Obsidian vault integration with timeline, graph, and canon workflow for worldbuilding and knowledge management.
Search Google's Knowledge Graph for structured entity data—people, places, organizations, concepts.