MCP Scoreboard

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#	Server	Score	Grade	Schema	Protocol	Reliability	Maint.	Security
101	Froglet Run local Froglet verifiable compute, signed receipts, settlement, and service …	90	A	84	—	—	93	95
102	gethal.ai Public MCP for gethal.ai — autonomous AI sales agent. Pricing, features, book a…	90	A	—	—	100	—	81
103	mcp-google-map Google Maps MCP server with 8 tools (geocode, search, directions, elevation), s…	90	A	90	—	—	94	83
104	tarn CLI-first API testing tool with structured JSON failures (`failure_category`, `…	90	A	90	—	—	82	95
105	PropProfessor MCP Standalone Model Context Protocol server for PropProfessor, plus a small query …	90	A	94	—	—	78	95
106	FalkorDB MCP Server Allows AI models to query and interact with FalkorDB graph databases through th…	90	A	100	—	—	82	81
107	photopea-mcp-server AI-powered image editing through Photopea with 34 tools for documents, layers, …	90	A	96	—	—	75	95
108	parkour-mcp A content exploration toolkit that helps LLMs surface high signal, unsummarized…	90	A	90	—	—	83	95
109	macOS Automator MCP Server Provides a Model Context Protocol server for executing AppleScript and JavaScri…	90	A	84	—	—	88	95
110	deep-thinker Advanced cognitive reasoning MCP server with DAG-based thought graph, 5 reasoni…	90	A	96	—	—	74	95
111	adops-mcp CSV-first analytics for Google Ads + Meta Ads: reporting, anomaly detection, bu…	89	A	94	—	—	72	95
112	VARRD — Statistically Validated Trading Edges + AI Research Engine Validated trading edges across futures, equities, crypto. Live signals, full au…	89	A	100	85	95	73	81
113	mcp-mpv-player Control mpv media player through AI conversation. Play music and video, manage …	89	A	90	—	—	64	95
114	geoserver-mcp	89	A	94	82	—	80	87
115	Robinhood MCP Provides read-only access to Robinhood portfolio data for research and analysis…	89	A	88	82	—	77	95
116	drafturl Share HTML/Markdown documents via URL instantly. Create, edit, delete docs from…	89	A	—	96	91	—	81
117	La Luer — AI Skincare Commerce Search, compare, and purchase La Luer microcurrent facial devices and skincare …	89	A	—	96	89	—	81
118	Brand Intelligence Search and analyze 5,600+ companies across 30 technology verticals.	89	A	—	86	99	—	81
119	aai-gateway Unified MCP and skill management gateway for AI agents, enabling tool discovery…	89	A	96	—	—	69	95
120	shodh-memory Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and …	89	A	90	—	—	89	83
121	cli2mcp Wrap any CLI as a Model Context Protocol server - schema auto-inferred from --h…	89	A	84	—	—	88	95
122	cdk-mcp Buy game keys, gift cards, and subscriptions via x402 USDC on Base. 8 MCP tools…	89	A	—	88	98	—	81
123	tailtest-cline Adversarial test generation for AI coding sessions. Detects language and framew…	89	A	96	—	—	68	95
124	helium-mcp Real-time news with bias scoring across 5,000+ sources (15+ dimensions), AI-pow…	89	A	100	86	95	75	81
125	The Quiet Protocol Growth Offense MCP Read-only MCP server for The Quiet Protocol's engines, benchmarks, proof, and b…	89	A	—	92	94	—	81
126	Promptlint MCP Static linter for AI prompts: contradictions, redundancy, ambiguity, and fluff.	89	A	90	—	—	81	95
127	testing Test generation, mocks, coverage analysis for AI agents	89	A	100	—	—	55	95
128	dreamgraph DreamGraph is a graph-first cognitive layer (graph → MCP → CLI → dashboard → ex…	89	A	100	—	—	61	95
129	booking Book a private driver in Paris: live quotes, airport transfers, tours, VIP Meet…	89	A	—	88	99	—	81
130	docs-mcp Provides Vaadin Documentation and help with development tasks	89	A	—	100	87	—	81
131	ShipSwift 40+ production-ready SwiftUI recipes for building full-stack iOS apps via MCP.	89	A	100	93	90	64	81
132	@rotifer/mcp-server Self-evolving AI Agent framework — search, compare, and install Genes ranked by…	89	A	90	—	—	81	95
133	mcp-server Browse property verification missions. Connect with Scouts for GPS-verified tou…	89	A	—	89	96	—	81
134	ShadowGit MCP Server Provides AI assistants with secure git access to ShadowGit repositories, enabli…	89	A	100	—	—	61	95
135	GoldenCheck Auto-discover validation rules from data — scan, profile, health-score. No rule…	89	A	86	93	97	74	81
136	mirobody Your Data, Your AI — Health, Finance & More. Open Source, Privacy-First.	89	A	90	—	—	78	95
137	remi Apple Reminders CLI and MCP server with section support and iCloud sync — the o…	89	A	90	—	—	78	95
138	ToolTrust Scanner Scans MCP servers for prompt injection, data exfiltration, and privilege escala…	89	A	92	—	—	78	95
139	AtlasMemory Turn any codebase into an AI-readable neural map — with proof. Every claim link…	89	A	90	—	—	79	95
140	boss-agent-cli BOSS Zhipin recruitment workflow for AI agents. 49 MCP tools for job search, we…	89	A	84	—	—	90	95
141	ATProto Data Layer Search ATProto writing, annotations, identity, agents, and forum posts. 12 read…	89	A	—	88	98	—	81
142	BC Curriculum Query the full BC K-12 curriculum: Big Ideas, Competencies, Content, and more.	89	A	100	96	96	55	81
143	MCP Mathematics A comprehensive MCP server that turns any AI assistant into a powerful mathemat…	89	A	96	100	90	70	76
144	MetaMCP Server Manage multiple MCP servers seamlessly. Route requests and configurations dynam…	89	A	100	87	—	66	95
145	Delimit — API Governance for AI Coding Assistants API governance for AI coding assistants. Breaking changes, policies, cross-mode…	89	A	84	—	—	88	95
146	ProofX - Content Protection for Creators Protect and verify digital content with cryptographic signing and proof of owne…	89	A	—	100	87	—	81
147	NGSS MCP Server Provides programmatic access to Next Generation Science Standards (NGSS) for mi…	89	A	94	100	—	71	81
148	brightdata-mcp Bright Data's Web MCP server enabling AI agents to search, extract & navigate t…	89	A	88	—	—	93	83
149	Forage Shopping AI shopping comparison — search 50M+ products, compare prices, find deals	89	A	—	100	85	—	81
150	public-tools French rental tools: create & e-sign a lease, rent control, IRL, deposit, recei…	89	A	—	—	98	—	81

Showing 101–150 of 42475 servers

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