MCP Scoreboard

67226

Discovered

→

32320

Scored

→

2112

Verified

→

16953

Complete

Our Methodology How we score servers → Find & Claim Your Server Free score alerts & badge →

Last updated 3 hours, 6 minutes ago

Grade Distribution

Score Distribution

#	Server	Score ↓	Visibility	Schema	Protocol	Reliability	Maint.	Security	Agent
◉ Complete Scores
15501	observe-instrument-mcp ⚡ Claim 1 3 Add OpenTelemetry tracing to Python AI agents. Supports LangGraph, LlamaIndex, …	F 30 ⁵⁄₄	◉ ⏳	72	56	N/A	39	69	92
15502	replicate-flux-mcp ⚡ Claim 1 Provides the ability to generate images via Replicate's API.	F 30 ⁵⁄₅	◉ ⏳	72	63	—	69	82	35
15503	MCP Web Docs ⚡ Claim 1 A self-hosted MCP server that crawls, indexes, and searches documentation from …	F 30 ⁵⁄₄	◉ ⏳	94	75	N/A	80	88	93
15504	mem0-server-mcp Claim 1 🧠 Production-ready MCP server providing intelligent memory for Claude Code with…	F 30 ⁵⁄₄	◉ ⏳	84	47	N/A	47	90	94
15505	mcp2mqtt ⚡ Claim 1 This server bridges the Model Context Protocol (MCP) to the MQTT protocol, allo…	F 30 ⁵⁄₄	◉ ⏳	82	67	N/A	30	89	99
15506	Debug MCP ⚡ Claim 1 2 An intelligent debugging assistant that automates the debugging process by anal…	F 30 ⁵⁄₅	◉ ⏳	78	53	—	48	77	97
15507	Image Generation MCP Server ⚡ Claim 1 3 A Model Context Protocol server that enables high-quality image generation usin…	F 30 ⁵⁄₅	◉ ⏳	75	68	—	44	76	99
15508	claude-team-mcp ⚡ Claim 1 2 🤖 Multi-Agent MCP Server - Let Claude Code / Windsurf / Cursor orchestrate GPT,…	F 30 ⁵⁄₅	◉ ⏳	90	61	N/A	80	76	91
15509	Zhihu MCP Server Claim 1 2 A Model Context Protocol server that enables users to automatically generate ar…	F 30 ⁵⁄₄	◉ ⏳	45	31	N/A	30	87	76
15510	Dify External Knowledge MCP Server ⚡ Claim 1 Integrates Dify's external knowledge base API with the Model Context Protocol t…	F 30 ⁵⁄₅	◉ ⏳	60	73	—	55	80	44
15511	Superdesign MCP Server ⚡ Claim 1 4 A design orchestrator that brings Superdesign capabilities to Claude Code as na…	F 30 ⁵⁄₅	◉ ⏳	84	75	N/A	34	87	36
15512	Variflight MCP Server ⚡ Claim 1 A Model Context Protocol server implementation that provides tools for querying…	F 30 ⁵⁄₄	◉ ⏳	72	63	—	23	81	92
15513	Dakota Marketplace MCP Server Claim 1 Enables AI clients to query Dakota Marketplace data by integrating directly wit…	F 30 ⁵⁄₄	◉ ⏳	78	66	N/A	35	88	100
15514	MCP Discord Agent Communication ⚡ Claim 1 2 An MCP server that enables AI agents to send notifications and request user inp…	F 30 ⁵⁄₅	◉ ⏳	57	68	—	42	78	91
15515	vikingdb-mcp-server ⚡ Claim 1 VikingDB integration with collection and index introduction, vector store and s…	F 30 ⁵⁄₅	◉ ⏳	90	47	—	36	76	96
15516	Webasyst MCP Server ⚡ Claim 1 2 Enables AI-assisted development for Webasyst framework projects, including crea…	F 30 ⁵⁄₄	◉ ⏳	84	26	N/A	52	80	80
15517	File Organizer MCP ⚡ Claim 1 2 An intelligent MCP server that analyzes folder contents to automatically catego…	F 30 ⁵⁄₄	◉ ⏳	38	30	N/A	30	90	35
15518	Cloudflare GitHub OAuth MCP Server ⚡ Claim 1 A reference MCP server for Cloudflare Workers that provides remote connection s…	F 30 ⁵⁄₅	◉ ⏳	60	67	—	26	80	90
15519	AI Peer Review MCP Server ⚡ Claim 1 2 Enables local language models to request real-time peer review feedback from Go…	F 30 ⁵⁄₅	◉ ⏳	84	56	—	42	76	100
15520	Software Planning MCP Server Claim 1 2 Provides software development planning tools to help users create implementatio…	F 30 ⁵⁄₅	◉ ⏳	54	32	—	19	76	82
15521	MCP Weather & Files AI Server ⚡ Claim 1 An advanced Model Context Protocol server that integrates real-time weather dat…	F 30 ⁵⁄₅	◉ ⏳	84	60	—	25	74	92
15522	wavefront Claim 1 🔥🔥🔥 Enterprise AI middleware, alternative to unifyapps, n8n, lyzr	F 30 ⁶⁄₆	◉ ⏳	86	27	0	69	76	94
15523	Multi Fetch MCP Server ⚡ Claim 1 Enables fetching and extracting web content as markdown using Firecrawl API, wi…	F 30 ⁵⁄₅	◉ ⏳	84	73	—	60	78	95
15524	craft-gtm-mcp Claim 1 2 8 strategic GTM tools: PMF, Launch, Interviews, Retention, Partners, Crisis, Co…	F 30 ⁵⁄₄	◉ ⏳	84	50	N/A	45	92	87
15525	piapi-mcp-server ⚡ Claim 1 PiAPI MCP server makes users able to generate media content with Midjourney/Flu…	F 30 ⁵⁄₅	◉ ⏳	88	68	—	43	78	97
15526	Boss Zhipin MCP Server ⚡ Claim 1 Automates job searching and initial communication on the Boss Zhipin platform b…	F 30 ⁵⁄₅	◉ ⏳	78	71	—	27	76	85
15527	Pokémon Alive ⚡ Claim 1 An AI-powered Gen 1 text RPG MCP server that transforms Pokémon into sentient c…	F 30 ⁵⁄₄	◉ ⏳	60	0	N/A	30	91	99
15528	Carousels MCP from Houtini Claim 1 MCP server that turns articles, transcripts, and markdown into LinkedIn carouse…	F 30 ⁵⁄₄	◉ ⏳	84	60	N/A	54	89	95
15529	mcp-web-search-tool Claim 1 4 A MCP server providing real-time web search capabilities to any AI model.	F 30 ⁵⁄₄	◉ ⏳	73	58	N/A	37	90	94
15530	TypeScript MCP Server Boilerplate ⚡ Claim 1 2 A boilerplate project for quickly developing Model Context Protocol (MCP) serve…	F 30 ⁵⁄₄	◉ ⏳	66	65	N/A	32	89	55
15531	mcp-recon Claim 1 Conversational recon interface and MCP server powered by httpx and asnmap. Supp…	F 30 ⁵⁄₄	◉ ⏳	78	51	N/A	28	90	92
15532	Autopilots by Dania.ai Claim 1 Social media automation with AI — publish, schedule, campaigns, DMs, analytics …	F 30 ⁵⁄₅	◉ ⏳	76	68	—	32	80	94
15533	google-news-trends-mcp ⚡ Claim 1 Search and retrieve news articles and trending keywords from Google News and Go…	F 30 ⁵⁄₅	◉ ⏳	68	63	—	70	80	92
15534	Say Hello ⚡ Claim 1 2 Generate friendly, personalized greetings by name. Toggle Pirate Mode for swash…	F 30 ⁵⁄₄	◉ ⏳	50	57	N/A	31	82	72
15535	forage ⚡ Claim 1 Self-improving tool discovery for AI agents. Searches registries, installs MCP …	F 30 ⁵⁄₄	◉ ⏳	84	60	N/A	80	88	90
15536	Next.js MCP Server Example Claim 1 A sample implementation of Model Context Protocol server using Next.js and the …	F 30 ⁵⁄₅	◉ ⏳	68	52	—	42	82	73
15537	AuraSDK ⚡ Claim 1 2	F 30 ⁵⁄₄	◉ ⏳	90	70	N/A	74	90	87
15538	postgres-mcp ⚡ Claim 1 2	F 30 ⁵⁄₄	◉ ⏳	100	60	N/A	60	90	93
15539	React Native Upgrader MCP ⚡ Claim 1 2 Streamlines React Native CLI project upgrades by providing automated tools to g…	F 30 ⁵⁄₅	◉ ⏳	82	100	—	68	78	63
15540	Ollama_MCP_Guidance ⚡ Claim 1 3 A Model Context Protocol server that provides standardized interfaces for inter…	F 30 ⁵⁄₅	◉ ⏳	45	36	—	34	81	95
15541	SPICEBridge ⚡ Claim 1 AI-powered circuit design through simulation — an MCP server that gives languag…	F 30 ⁵⁄₄	◉ ⏳	82	46	—	67	90	91
15542	MCP Weather Project ⚡ Claim 1 2 An MCP server that provides real-time weather alerts for US states using the Na…	F 30 ⁵⁄₅	◉ ⏳	45	31	—	27	80	97
15543	Educhain MCP Server ⚡ Claim 1 2 An MCP server that utilizes Google Gemini and the educhain library to generate …	F 30 ⁵⁄₄	◉ ⏳	57	52	N/A	21	90	100
15544	KumpeApps API MCP Server ⚡ Claim 1 This MCP server provides access to the KumpeApps API, enabling users to interac…	F 30 ⁵⁄₅	◉ ⏳	60	45	—	21	76	82
15545	Everything Search MCP Server Claim 1 2 Integrates with Everything Search Engine to provide lightning-fast file search …	F 30 ⁵⁄₄	◉ ⏳	100	65	N/A	42	90	91
15546	Universal Robot MCP Server ⚡ Claim 1 Enables AI assistants to control Universal Robots through real-time connection …	F 30 ⁵⁄₅	◉ ⏳	56	32	—	44	76	95
15547	Fourth Playwright MCP Server Claim 1 A hybrid Python and Node.js MCP server that integrates Playwright browser autom…	F 30 ⁵⁄₅	◉ ⏳	76	41	—	30	80	90
15548	vscode-agent-todos Claim 1 Gives VS Code agent mode planning superpowers with dynamic todo lists	F 30 ⁵⁄₄	◉ ⏳	96	53	N/A	79	89	95
15549	Weather MCP Server Claim 1 3 A Model Context Protocol server that provides weather information using the Ope…	F 30 ⁵⁄₅	◉ ⏳	45	68	—	45	74	82
15550	Screenshot MCP Server ⚡ Claim 1 2 Enables AI assistants running in WSL to capture Windows screenshots of full des…	F 30 ⁵⁄₅	◉ ⏳	94	100	N/A	37	87	35

Showing 15501–15550 of 67226 servers

« Prev 1 … 309 310 311 312 313 … 1345 Next »

MCP Server Quality Scores

Grade Distribution

Score Distribution

Newly Added

Biggest Gainers

Biggest Drops