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

Fail-closed approval layer that freezes destructive agent actions and routes them to a remote inbox for human sign-off.

294
TypeScript
MIT
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Search, manage, and monitor Elasticsearch/OpenSearch clusters directly from your AI assistant.

292
Python
Apache-2.0
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Deprecated community MCP server for Snowflake Cortex AI and SQL tooling — migrate to the official Snowflake MCP Server instead.

291
Python
Apache-2.0
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ASAsDecided logo

AsDecided

Active

Read-only access to deterministic engineering decisions stored in your repository, served to agents over MCP.

290
Rust
Apache-2.0
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AI-powered UI automation and debugging for Tauri v2 applications with screenshots, DOM inspection, and IPC monitoring.

290
TypeScript
MIT
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PMPMB AI logo

PMB AI

Active

Local-first persistent memory for AI coding agents—SQLite-backed, no cloud, no API keys.

290
Python
Apache-2.0
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Search and explore the Holy Qur'an with advanced Arabic, transliteration, and morphological query support.

286
Python
LGPL-3.0
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Connect RStudio to Claude, Codex, Qwen, Gemini, or Antigravity for interactive R coding and data analysis with AI agents.

284
Python
MIT
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Read-only Linux system diagnostics and troubleshooting via MCP with remote SSH support

282
Python
Apache-2.0
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Analyze, search, and generate video edits from Claude using Video Jungle.

277
Python
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Operate Proxmox VE from AI agents and HTTP tools with unified control for VMs, LXCs, snapshots, backups, and cluster operations.

275
Python
MIT
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Search 1,300+ curated Claude agents, MCP servers, skills, and tools directly from your AI client.

273
MDX
MIT
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Persistent cognitive memory for AI agents—semantic search, Hebbian learning, knowledge graphs, zero LLM calls.

273
Rust
Apache-2.0
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ADAdLoop logo

AdLoop

Active

AI command center for Google Ads, GA4, Reddit Ads, and tracking—with safety guardrails and preview-before-change.

272
Python
MIT
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Unified SEO intelligence from Google Search Console, Bing, and GA4 for AI agents—no more manual exports.

272
TypeScript
MIT
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Free MCP for global job search, resume tailoring, cover letters, and application tracking.

270
JavaScript
MIT
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BABankMCP™ logo

Read-only MCP server for your bank accounts via Enable Banking. Self-hosted, one user, no third-party data storage.

270
TypeScript
MIT
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Search 6.3M+ live jobs, tailor resumes & draft cover letters—all via Claude, Cursor, or Windsurf.

270
JavaScript
MIT
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Read-only, key-free access to public Spotify metadata, lyrics, and podcasts for LLM agents via MCP.

269
Python
MIT
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Record, replay, and fork coding-agent runs byte-for-byte offline—debug agent behavior exactly as it happened.

268
TypeScript
Apache-2.0
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Mine your AI coding session logs into a you.md profile so agents understand how you actually work.

268
Python
MIT
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Give AI agents access to Adyen's Checkout API v71 for enterprise payment processing in LatAm.

267
JavaScript
MIT
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AI agent access to AFIP's Argentine electronic invoicing (Factura Electrónica) system.

267
JavaScript
MIT
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MCP server for Airwallex — cross-border collection, payouts, global accounts, FX, and transfers.

267
JavaScript
MIT
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Give AI agents access to Alegra's cloud accounting platform for LATAM invoicing and bookkeeping.

267
JavaScript
MIT
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Give your AI agent tools to manage Amazon orders, listings, catalog, inventory, and finances via SP-API.

267
JavaScript
MIT
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Connect AI agents to Andreani, Argentina's courier and logistics network.

267
JavaScript
MIT
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DEPRECATED: Google AP2 agent-to-agent payment protocol server with no live endpoint.

267
JavaScript
MIT
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Give your AI agent Asaas billing tools: Pix, boleto, credit card, and subscriptions in Brazil.

267
JavaScript
MIT
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MCP server for Banco do Brasil — Pix, Cobrança (boleto), Conta-Corrente, Arrecadação with OAuth2 + mTLS.

267
JavaScript
MIT
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