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

AI tools for mobile app ad production: concepts, avatars, video rendering, performance feedback.

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HTML
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Equilibrium-aware primitives for AI agents — negotiation, auctions, mechanism design.

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Python
Apache-2.0
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Free game-theory negotiation advisor for agents, plus paid receipted sessions and agent memory.

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Python
Apache-2.0
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Math-optimal negotiation moves for AI agents, in plain dollars (single + multi-issue).

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Python
Apache-2.0
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Token-efficient MCP server for MySQL, PostgreSQL, and SQLite

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Rust
MIT
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Make AI tasks repeatable. Run with new data automatically — zero AI tokens per run.

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Python
MIT
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mcp-trust

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Check the danger grade of any public MCP server before you connect.

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Python
MIT
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mcpforge

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Generate complete, tested FastMCP 3.x MCP servers from one plain-English sentence.

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Python
MIT
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Read-only MCP server for the OPERANT AI operating-agent calibration benchmark.

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Python
MIT
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Agent-native MCP server over the public saagarpatel.dev corpus. Read-only, stateless.

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TypeScript
MIT
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Local MCP server that inventories and risk-grades MCP servers configured on this machine.

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Python
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Agentic pipeline orchestration MCP server for AI-driven development workflows.

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Python
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Manage Sable AI voice agents, query HyperDX logs and metrics, and deploy — all from your IDE

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Go
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Offline MCP: predict LLM call cost and pick the cheapest capable model. No keys, no network.

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TypeScript
Apache-2.0
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Redra

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Search current class-action settlements and identify possible matches using structured filters.

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Python
MIT
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Affiliate API for AI agents -- browse programs, generate tracked links, record conversions.

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JavaScript
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Real-time collaborative coding via MCP — two developers, one codebase

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Python
MIT
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AI design fidelity — compare Figma designs or screenshots against rendered UI. No API keys.

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TypeScript
MIT
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Sandboxed AI-native bash with 70 agentic tools: run_bash, code edit/diff, WASM Python/JS.

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TypeScript
Apache-2.0
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Read the MindForge engine over MCP: knowledge graph, project health, and audit log.

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JavaScript
MIT
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MCP server for QMetry Test Management for Jira (QTM4J): test cases, cycles, executions, plans.

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JavaScript
MIT
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MCP server exposing Dify knowledge base retrieval to Cursor and other MCP clients

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Python
MIT
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Fleet orchestration for AI agents: fan tasks out to cheap parallel workers on your own LLM key.

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Python
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Cryptographic identity for AI agents: W3C DIDs, Verifiable Credentials, post-quantum crypto

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TypeScript
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Read-only Hyperliquid and HyperEVM data: yields, protocols, fees, markets, funding, depth.

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TypeScript
MIT
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Free AI-search visibility scan for any website — score, top findings, ranked-fix-plan upgrade.

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TypeScript
MIT
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Negotiate prices at any negotiate.v1 store. AI shopper tools for Claude.

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Python
MIT
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Query CAN-IMMUNE: cancer neoantigen mutations, peptides, cell lines, MHC-I binding. Read-only.

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Python
MIT
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Agent-safe fleet management for independent Solana validators and RPC nodes

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Python
Apache-2.0
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tubekit

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Compliance-aware MCP server for YouTube publishing, analytics and creator insights.

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Python
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