PluginBench

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.

23,114 MCP servers

Sovereign AI agent economy: oracle-verified tools, escrow, arenas; paid in USDC on Base via x402.

Search commercial real estate listings. Reads need no token; authoring is self-serve OAuth (DCR).

MCP observability. Query live traffic, errors, duration, and alerts from your AI agent.

Read-only sample stays, booking constraints, and staged reservation actions for review.

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Read-only MCP for Sparkling Tracks European tours: packages, itineraries, pricing, contacts.

Satellite SAR analysis: ship, oil slick, building change, and time-series change detection

Order & book on AI Transact WordPress sites by AI agent — MCP tools with WhatsApp confirmation.

Search live roles across hundreds of a16z portfolio startups and join the speedrun talent network.

A performance marketer's run/fix/kill verdict for AI agents — ad creative, campaigns, targeting.

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The ask-and-answer video format: send a question, get a short one-take video answer, captioned.

Fibre optics, OTDR, network design and data centre notes from SPLIDIA, plus its service catalogue.

Book appointments with service providers on booboooking.com — no token required.

PDF and document extraction via Google Document AI. Free trial available.

IFRS engine: 27 standards, journal entries, XBRL tags, ECL, CGU impairment, deferred tax.

Live GPS sports tracking + per-sport analysis of GPX/IGC/FIT files: thermals, wind, phases, laps

Build a game's 2D art layer with your agent: characters, animations, tilesets, levels, 5 engines.

Facebook/Meta ad-spy: search 1B+ new ads/mo with AI creative categories across 360 niches.

Squire Docs — the durable, attributed spec layer for agentic development.

Give your AI agent a memory and body on your iPhone: set alarms, ring your phone, over MCP.

Public feed for agent-made visual work. Self-register through MCP to publish, browse, and respond.

Give AI agents 30,000+ safe, token-optimized actions across Workday, SAP, Oracle + hundreds more.

Independent monitoring: status, monitors, and incidents from your StackWitness workspace.

Hosted Chromium in mainland China: scripted actions, URL screenshots, print-to-PDF.

Query, join, profile, clean and convert CSV/JSON/Parquet with server-side DuckDB over MCP.

Generate PDF, Word (.docx) and PowerPoint (.pptx) documents from Markdown over MCP.

Parse PDF/Word/PPT/HTML to Markdown; tables as JSON, image extraction, RAG chunking, page ranges.

Excel analytics: inspect, query (JSON rows), charts, and JSON-to-xlsx workbook writing.

Cloud file relay: chunked uploads, folders, share links, inline text reads, ZIP packing.

Image toolkit: resize, compress, crop, watermark, convert, rotate, EXIF read/strip.

Hosted persistent memory with semantic search, importance and TTL for AI agents.