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

Analyze LLM API costs: token waste detection, caching savings estimates, model comparison

Unified data server: stocks, crypto, news, weather, web scraping, FX rates in one MCP

Contract analysis, risk assessment, version diffs, compliance checks (GDPR, CCPA, SOC2)

Stock technical analysis (SMA, RSI, MACD), portfolio tracking, crypto analysis, screening

Generate OpenAPI 3.1 specs, endpoint docs, TypeScript SDKs, and test suites from code

Design database schemas from natural language, validate SQL, generate migrations and types

Scan MCP configs for 30+ CVEs, prompt injection, tool poisoning; validate OAuth configs

Resume analysis, ATS compatibility checks, bullet improvements, job-tailored optimization

SEO page audits with 0-100 scoring, keyword analysis, link checking, sitemap validation

Profile analysis, hashtag research, content calendars, competitor benchmarks, viral scoring

VR Eddie's headset ratings, game reviews, deals, and compatibility checks via MCP.

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Anonymous TikTok & Douyin downloader — metadata, download, and batch via dltik.app.

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Headless-browser-as-JSON with memorymarket cache economics. Real Chromium, crypto settlement.

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Deterministic JSON repair, validate, example-gen, schema-coerce for agents. Zero LLM, sub-10ms.

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URL reality check for agents: status, content hash, classification, wayback fallback.

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Deterministic regex synthesis from labeled examples. Zero LLM, proof matrix, backtracking audit.

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Install + query Scope analytics from an AI coding agent (Claude Code, Cursor, etc.).

Explain why any KPI or rate metric changed: bridge/variance analysis by driver, from CSV/Excel.

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Cognitive memory for AI agents. Atkinson-Shiffrin, RAG, knowledge graph. 100+ tools.

Query, replay and rewrite your app's real HTTPS traffic, captured locally by Charlotte.

Read-only current weather lookup by place name using Open-Meteo.

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Trademark filing monitor across 40+ countries - detect filings that resemble your brand.

AI-native WordPress editing across 17 page builders. 213 tools, 318 with WooCommerce. Safe writes.

Save, search, and compile valuable knowledge from your Claude conversations.

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Model Context Protocol server for HackerNews API access.

MCP server for MNE-Python documentation, source code, GitHub issues, and forum

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Configure & analyze AI chatbots: personas, corpus, tools, digests, multi-bot. OAuth 2.1.

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Search 1.26M+ active French associations (official RNA registry, 10 tools, premium & RUP filters)

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MCP server for the SIPNAV VOIP switch.

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First strength app Claude can write to: plan training in chat, it lands in the app ready to log.