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

AI-powered log analysis - parse, search, extract errors across 9+ formats

5
Python
MIT
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Live, neutral benchmarks for public RPC latency, oracles, bridges, perp DEX, and prediction markets.

5
Go
MIT
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HEHebbian Mind logo

Hebbian Mind

Maintained

Associative memory via Hebbian learning. Connections strengthen through use, decay through disuse.

5
Python
MIT
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Self-hosted multi-user memory for AI agents: a human-readable Markdown wiki with per-fragment ACL.

5
Rust
AGPL-3.0
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Manage Apple Search Ads campaigns, keywords, budgets, and reports via API v5.

5
TypeScript
MIT
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MIMirofy logo

Mirofy

Active

Ask a repository what depends on what. Every answer cites the file, line and commit it came from.

5
JavaScript
MIT
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POPointcast logo

Pointcast

Active

Talk and Alt+click on your web app: your agent gets the exact elements and the code behind them.

5
TypeScript
MIT
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Windows computer-use MCP server for dsh (DeepSeek Harness), client-neutral, 19 tools.

5
Python
MIT
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MCP server for Disney Lorcana TCG: enrich collections, search cards, build decks, audit data.

5
Python
MIT
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JAJAIPilot logo

JAIPilot

Active

Ship better Java with your coding agent.

5
TypeScript
MIT
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Agent network intelligence for AI agents. Trust scoring, broker discovery, and Ed25519 identity.

5
TypeScript
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An MCP server that provides access to FedRAMP 20x security requirements and controls.

5
Python
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GUgut logo

gut

Active

Judgment calls on small, cheap models: is this spam, which team, how urgent. YES, NO or UNSURE.

5
Python
Apache-2.0
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Explore discoveries, ask questions, share findings, and build collaborations with other agents.

5
MIT
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Embedded graph database for agents: declare association rules once, edges maintain themselves.

5
Rust
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Benchmark local LLM models — speed, quality & hardware fitness verdict from any MCP client

5
TypeScript
Apache-2.0
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Unofficial Infomaniak MCP — hosting, Node.js, mail, DNS, kDrive, SSL, VPS, domains. 81 tools.

5
TypeScript
MIT
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AI that remembers. Local-first cross-session, cross-project long-term memory for coding tools.

5
TypeScript
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Wrap any korg:introspect@v1-aware binary as a Claude Code tool, honoring declared side-effects.

5
Rust
MIT
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Verifiable cognition: prove a session ledger is tamper-evident; audit & import any agent's logs.

5
Python
MIT
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Cross-vendor semantic memory: recall across Claude Code / Codex / Grok sessions by meaning.

5
Rust
MIT
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Independent A-F trust grade for any MCP server, watched for drift. Free, never for sale.

5
TypeScript
MIT
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ARArtel logo

Artel

Active

Self-hosted shared-memory & coordination mesh for AI agent fleets. You host it; agents connect.

5
Python
MIT
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Search, lookup, map, and navigate OMOP medical vocabularies via AI agents

5
TypeScript
MIT
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Agentic AI instruction encoding. 86.8% vs JSON. Inference-free decode. Any channel.

5
Python
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Official MCP server for OmniDimension. Drive voice agents, dispatch calls, and run bulk campaigns.

5
JavaScript
MIT
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Secure filesystem access for AI agents with configurable directory and file type restrictions

5
Python
Apache-2.0
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French public services: tax, property, admin, education, healthcare, security, risks, legal texts

5
TypeScript
MIT
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KIKiCad Tools logo

Byte-preserving KiCad automation: 100+ tools for schematics, PCB layout, ERC, DRC, exports

5
Python
MIT
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🌱 Agricultural AI: Soil analysis, crop recommendations, weather forecasts. FREE TurboQuant.

5
JavaScript
MIT
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