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

Submit architecture docs, get a consulting-grade traceability audit at a shareable URL

0
Python
MIT
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Deterministic repo architecture maps: auth coverage, blast radius, readiness score, diagrams

0
Python
MIT
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Assess UK lease tenant break clauses with grounded citations and a measured hallucination rate.

0
Python
MIT
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SQL to PySpark conversion, AWS Glue job generation, and Spark code optimization.

0
Python
MIT
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Oura Ring logo

Oura Ring

Active

Sleep, readiness, HRV, resting heart rate, activity and stress from your Oura Ring

0
Python
MIT
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Read, AI-create, and edit your Gisti checklists in plain language from any MCP client.

0
HTML
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Remote SEO/GEO MCP: Search Console, keyword research, backlinks, competitor & on-page audits.

0
Python
MIT
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Connect AI assistants to Stellary projects, boards, documents, and governed agent workflows.

0
JavaScript
MIT
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Recommend paper-backed diagnostics for PyTorch and Hugging Face training problems.

0
Python
MIT
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web3agent logo

web3agent

Active

Web3 MCP proxy for AI agents: DeFi swaps, bridges, market data, wallets, and gated writes.

0
TypeScript
MIT
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AI orchestration for computational chemistry and HPC workflows.

0
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24 keyless tools for AI agents on Vector, the Apex Fusion eUTXO L2: wallets, contracts, registry.

0
TypeScript
Apache-2.0
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301 real-time data wires. Paid per call via x402, no API key, no free tier.

0
JavaScript
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Search archived YouTube videos including deleted, private, or region-blocked content.

0
TypeScript
MIT
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French real estate AI: DVF transactions, internet coverage, market insights. Free + €5/month.

0
JavaScript
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MCP server for Argo RPG Platform — connects AI assistants to campaign data via OAuth2

0
TypeScript
MIT
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Connect Strava training data to Claude for training load analysis and activity insights

0
TypeScript
MIT
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Browsegrab logo

Browsegrab

Maintained

Token-efficient browser agent for local LLMs. Playwright + accessibility tree + MarkGrab.

0
MIT
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Diffgrab logo

Diffgrab

Maintained

Web page change tracking with structured diffs. markgrab + snapgrab integration.

0
MIT
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Embgrep logo

Embgrep

Maintained

Local semantic search — embedding-powered grep for files, zero external services.

0
MIT
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FeedKit logo

FeedKit

Maintained

RSS/Atom feed collection with 417 curated feeds. Python MCP server.

0
MIT
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MarkGrab logo

MarkGrab

Maintained

Universal web content extraction — any URL to LLM-ready markdown. HTML, YouTube, PDF, DOCX.

0
MIT
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Snapgrab logo

Snapgrab

Maintained

URL to screenshot with metadata. Python MCP server. Claude Vision optimized.

0
MIT
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Transparent rule-based GitHub fake-star detector — LOW/MEDIUM/HIGH with per-rule evidence.

0
Python
MIT
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MCP server for the Profitlee ecommerce profit calculator (Amazon FBA/FBM + TikTok Shop).

0
TypeScript
MIT
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Native MCP server for controlling AMD/Xilinx Vivado on Windows and Linux via persistent Tcl.

0
Python
MIT
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Let your AI manage your real grocery list — unofficial Listonic MCP server

0
Python
MIT
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minipainter logo

minipainter

Maintained

Local-first miniature-paint inventory and cross-brand color matching for AI agents.

0
JavaScript
MIT
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Aoexl Sign logo

Aoexl Sign

Maintained

Create signing requests, check status, send reminders, and manage Aoexl templates.

0
JavaScript
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Load & create VibeMap product specs from your coding agent; sync build progress.

0
TypeScript
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