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
Squish logo

Squish

Maintained

Give AI random access to video: timestamped contact sheets + zoom into any start/end range.

1
TypeScript
Apache-2.0
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MCP server for LocalStack AWS services, enabling AI agents to interact with local AWS infra.

1
TypeScript
MIT
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Full technical interview prep: company briefing, concepts, code deep-dive, mock interviews.

1
TypeScript
MIT
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Giskard Oasis logo

Giskard Oasis

Maintained

Contextual guidance for AI agents in fog states. Claude-backed, Ed25519, Lightning payment.

1
Python
Apache-2.0
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Giskard Search logo

Giskard Search

Maintained

Pay-per-use web search for AI agents. Lightning invoice, Ed25519 signature, karma discounts.

1
Python
Apache-2.0
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MCP server for Yandex Direct API v5: manage PPC campaigns, ads, keywords, and statistics.

1
TypeScript
MIT
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Generate a timed exam on any topic and take it in an interactive exam sheet with live grading.

1
TypeScript
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Interact with Apple's App Store Connect API

1
Python
MIT
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Create interactive visualizations and query data sources (SQLite, CSV, Parquet, JSON)

1
TypeScript
MIT
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Scans AI-generated code for invisible Unicode, Trojan Source, and supply-chain threats.

1
HTML
MIT
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Shared debugging memory for AI coding agents

1
TypeScript
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Kelvia logo

Kelvia

Active

Task manager your agent can fully operate: boards, tasks, sprints, roles, worklogs, day planner.

1
JavaScript
MIT
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Free consent-based emailing and interactive email template design tools

1
Shell
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Agent payments ecosystem intelligence. Scans GitHub/HN/npm across AP2, ACP, x402, MPP, UCP.

1
JavaScript
MIT
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ActTrace logo

ActTrace

Maintained

Classify AI systems under the EU AI Act and generate Article 50 transparency notices.

1
Python
Apache-2.0
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Real-world intelligence MCP — macroeconomics, climate, disasters, trade & aviation.

1
TypeScript
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3D printing filament and materials knowledge MCP server

1
TypeScript
MIT
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Hearthstone card search, deck analysis, strategy coaching, and archetype classification

1
TypeScript
MIT
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TFT champion, trait, item, and augment data for LLMs via CommunityDragon

1
TypeScript
MIT
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Website safety and trust analysis. Verify domain reputation and detect phishing with GridinSoft.

1
JavaScript
MIT
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Magnifica Humanitas (Leo XIV, 2026): navigate 245 paragraphs, sections, and footnotes.

1
Python
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Route AI agent tasks to the best MCP server and LLM, scored on 132+ real benchmark executions.

1
TypeScript
MIT
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Scan URLs for WCAG 2.1 violations, generate AI fixes, and produce VPAT 2.5 compliance reports.

1
TypeScript
MIT
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MCP server for GroupDocs.Comparison — compare, analyze, and inspect documents via AI agents.

1
C#
MIT
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MCP server for GroupDocs.Metadata — read, search, write, and remove document metadata.

1
C#
MIT
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MCP server for describing and invoking gRPC methods

1
JavaScript
MIT
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An MCP server that provides tools for interacting with Deep State Representation (DSR) graphs.

1
Python
Apache-2.0
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pingwa logo

pingwa

Active

Zero-setup WhatsApp notifications + human-in-the-loop for AI agents — text 'join', send in 60s.

1
Python
MIT
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SpendNod logo

SpendNod

Maintained

AI agent spending controls. Set limits, blocklists, and caps. Approve transactions from your phone.

1
TypeScript
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BioMCP logo

BioMCP

Maintained

50+ biomedical data sources in one MCP server — PubMed, ClinVar, gnomAD, KEGG, and more

1
HTML
Apache-2.0
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