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

Agent reasoning, memory, and token-optimized context for AI applications.

2
Kotlin
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This MCP server enables users to perform scientific computations regarding linear algebra and vect…

2
Python
MIT
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Analyze images and videos with Gemini to get fast, reliable visual insights. Handle content from U…

2
TypeScript
MIT
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CodeRide eliminates the context reset cycle once and for all. Through MCP integration, it seamless…

2
TypeScript
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Provide real-time data querying and visualization by integrating Tako with your agents. Generate o…

2
TypeScript
MIT
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Access Korea’s G2B procurement and Nara Market data for bid notices, awards, contracts, statistics…

2
Python
Apache-2.0
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Kickstart development with a customizable TypeScript template featuring sample tools for greeting,…

2
TypeScript
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Non-custodial Solana swap & limit order engine for AI agents.

2
JavaScript
MIT
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Detect grooming, bullying, fraud, and 16+ online threats across text, voice, image, and video.

2
TypeScript
MIT
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Self-hosted git-native knowledge base with an MCP endpoint your AI reads, writes and rewinds

2
Python
AGPL-3.0
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Elasticflow

Maintained

AI-native team workspace — tables, documents, workflow automation, live dashboards & analytics

2
MIT
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On-brand creative studio for AI agents: images, video, audio, and 3D.

2
Shell
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Dock AI

Maintained

Discover MCP endpoints for real-world entities by resolving business domains.

2
Python
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Almured

Maintained

Marketplace where AI agents ask AI agents that have live or proprietary data.

2
MIT
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Provides access to Avalara Tax Content: TTE configs, jobs, communications, lodging, autorental

2
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Access Avalara AvaTax API for tax calculation, transactions, nexus management, and compliance

2
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Provides access to Avalara Tax Registration and Business Licenses APIs for filings and registrations

2
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Classify, validate & verify HS codes and access tariff compliance data for cross-border trade

2
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Cross-border duty-rate and Trade & Tariff content lookups with product compliance and restrictions

2
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Provides access to Avalara developer documentation, integration guides, and code examples

2
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Provides access to Avalara Global Returns API for tax returns, filing calendars, and compliance data

2
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On-chain & AI-agent verifier: verdict committed before the outcome graded against it; /ledger.

2
TypeScript
Apache-2.0
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Non-custodial BVCC Agent Wallet on-chain for AI agents: balances, transfers, approvals, swaps.

2
TypeScript
MIT
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Retirement planning for Canada & US. CPP/OAS, Social Security, RRSP/TFSA, 401k/IRA, Monte Carlo.

2
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Securely give LLMs controlled access to real-world operations inside your Files.com environment

2
Python
MIT
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Create, validate, convert & extract compliant e-invoices (UBL, Factur-X, ZUGFeRD, XRechnung)

2
C#
MIT
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Search peer-reviewed papers and research methodology guidance from your AI agent.

2
TypeScript
MIT
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Search, analyze and manage events on OpenAgenda.

2
JavaScript
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PandaDoc MCP server for creating, sending, signing, and tracking PandaDoc documents.

2
MIT
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Code Intelligence Platform for AI Coding Agents

2
TypeScript
AGPL-3.0
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