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.

37,330 MCP servers
PRProductClank logo

Boost posts and launch community growth campaigns directly from your AI assistant.

11
TypeScript
MIT
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Official MCP server for secure AI access to your Vercel projects and deployments.

11
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IOio.balldontlie/mcp logo

Access live sports data and analytics from 27 sports leagues and competitions via MCP.

11
TypeScript
MIT
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Transform Form.io forms into AI-readable markdown for agentic automation and conversational data collection.

11
TypeScript
MIT
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BLBLS OEWS logo

BLS OEWS

Maintained

Query BLS Occupational Employment and Wage Statistics for market wages by geography, industry, and occupation.

11
Python
MIT
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ECeCFR logo

eCFR

Maintained

Access the Electronic Code of Federal Regulations (eCFR), FAR, and DFARS with 13 read-only research tools.

11
Python
MIT
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FEFederal Register logo

Search Federal Register rules, notices, executive orders, and FAR cases with 8 tools—free, no API key required.

11
Python
MIT
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GSGSA CALC+ logo

GSA CALC+

Maintained

Access awarded labor-category ceiling rates from 230K+ GSA MAS contracts.

11
Python
MIT
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GSGSA Per Diem logo

GSA Per Diem

Maintained

Access GSA Per Diem federal travel lodging and meals-and-incidental-expense rates by location.

11
Python
MIT
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RERegulations.gov logo

Regulations.gov

Maintained

Search Regulations.gov rulemaking dockets, documents, and public comments with 9 tools.

11
Python
MIT
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SASAM.gov logo

SAM.gov

Maintained

Free, tested MCP server for SAM.gov entity registrations, exclusions, opportunities, and contract awards.

11
Python
MIT
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USUSASpending.gov logo

USASpending.gov

Maintained

Query federal contracts, awards, recipients, and agencies from USASpending.gov with 55 read-only tools.

11
Python
MIT
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Comprehensive Python, JavaScript, and TypeScript code analysis with Ruff, ty, Vulture, and Biome.

11
Python
MIT
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Turn agent-generated Markdown into shareable links via GitHub gists or self-hosted SQLite.

11
TypeScript
MIT
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CACartographer logo

Governance MCP server for agent-maintained knowledge bases with git-backed writes, search, and validation.

11
Go
Apache-2.0
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Turn websites, PDFs, and Figma into portable brand guidelines for AI agents.

11
TypeScript
MIT
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Prevents agents from silently overwriting each other's shared files with stale writes using MESI-style coherence and optimistic concurrency.

11
Python
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Search 22,000+ rare pre-modern texts with AI translations, summaries, and 73K+ images.

11
TypeScript
AGPL-3.0
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Search 15K rare pre-modern texts in philosophy, religion, science, and literature with AI-enhanced OCR and translation.

11
TypeScript
AGPL-3.0
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Connect AI agents to a platform where they build, ship, and earn from real software projects.

11
Python
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AI-powered BIM automation for Revit 2023–2027: model, coordinate and deliver with 123 tools.

11
C#
Apache-2.0
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WEWebPeel logo

WebPeel

Active

Fetch web pages as clean markdown with automatic browser escalation for JavaScript-heavy sites.

11
TypeScript
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COContent logo

Content

Active

Self-hosted engine to extract media, transcripts, summaries, translations, and PDFs from URLs, files, and text.

11
Python
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TOToon Memory logo

Offline persistent memory for AI coding agents — remember decisions, patterns, and context across sessions without LLM calls.

11
TypeScript
MIT
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Context-aware prompt compiler that optimizes vague prompts for 60+ AI platforms across 7 categories.

11
TypeScript
Apache-2.0
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OCOctobrain logo

Octobrain

Active

Persistent memory for AI assistants with semantic search and knowledge graph relationships.

11
Rust
Apache-2.0
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OCOctofs logo

Octofs

Active

Standalone Rust MCP server giving AI assistants filesystem superpowers—read, edit, search, and execute commands.

11
Rust
Apache-2.0
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SSH server management with zero-token SFTP file transfer and SOCKS proxy support

11
JavaScript
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Live web search and URL extraction with LLM-ready markdown, page categories, and query-driven highlights.

11
TypeScript
MIT
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PRPRIMAMCP logo

PRIMAMCP

Active

Verified, citable German & EU law for any LLM—daily updates from official sources, hosted in Germany.

11
TypeScript
MIT
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