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.

14,200 MCP servers

Real-time Chinese railway ticket query via 12306 API integrated with MCP for AI assistants

349
Python
MIT
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Official MCP server exposing DeepSeek V4 chat, FIM completion, model listing, and balance endpoints.

344
TypeScript
MIT
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Local-first document storage and semantic search with a built-in web dashboard—no cloud DB required.

334
TypeScript
MIT
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TokenSave

Active

A local semantic code-graph MCP server that replaces grep/file-reads with instant symbol and impact queries for AI coding agents.

325
Rust
MIT
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Lets Claude control your computer via screenshots, mouse, and keyboard automation.

318
TypeScript
MIT
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AI-native E2E testing across 10 platforms with 253 MCP tools and zero test code.

316
Dart
MIT
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Give any AI agent eyes and hands inside your app — E2E testing across 10 platforms with zero test code.

316
Dart
MIT
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Self-hosted, markdown-based knowledge-graph memory for AI agents — persistent, decaying, self-improving retrieval with zero cloud dependency.

312
TypeScript
Apache-2.0
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Local-first persistent memory for MCP agents with hybrid semantic recall and write-safe storage.

306
Python
Apache-2.0
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Correction-first agent memory that learns how you think, with precision KPI tracking and 5 cognitive layers—local-only by default.

305
TypeScript
MIT
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Sync one engineering playbook of coding standards and skills to every AI coding agent via MCP.

298
TypeScript
Apache-2.0
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Turns your GraphQL operations into MCP tools so AI models can query your Apollo graph.

295
Rust
MIT
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Search Apollo GraphQL docs, specs, and best practices directly from your AI agent.

295
Rust
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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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, Gemini and other MCP agents for live R coding, plotting, and manuscript auditing.

284
Python
MIT
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Analyze, search, and generate video edits from Claude using Video Jungle.

277
Python
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Control Proxmox VE VMs, LXCs, snapshots, backups, and jobs from MCP clients or OpenAPI.

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

269
Python
MIT
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Give AI agents access to Adyen's Checkout API v71 for enterprise payment processing in LatAm.

257
JavaScript
MIT
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AI agent access to AFIP's Argentine electronic invoicing (Factura Electrónica) system.

257
JavaScript
MIT
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MCP server for Airwallex — cross-border collection, payouts, global accounts, FX, and transfers.

257
JavaScript
MIT
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Give AI agents access to Alegra's cloud accounting platform for LATAM invoicing and bookkeeping.

257
JavaScript
MIT
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Give your AI agent tools to manage Amazon orders, listings, catalog, inventory, and finances via SP-API.

257
JavaScript
MIT
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Connect AI agents to Andreani, Argentina's courier and logistics network.

257
JavaScript
MIT
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Google's AP2 protocol for AI agent-to-agent payment authorization, audit, and spend control.

257
JavaScript
MIT
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Give your AI agent Asaas billing tools: Pix, boleto, credit card, and subscriptions in Brazil.

257
JavaScript
MIT
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Connect AI agents to Banco do Brasil's Pix, boleto, checking account, and collections APIs via OAuth2 + mTLS.

257
JavaScript
MIT
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