MCP Scoreboard

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Last updated 56 minutes ago

Grade Distribution

Score Distribution

#	Server	Score ↓	Visibility	Schema	Protocol	Reliability	Maint.	Security	Agent
◉ Complete Scores
251	Pearl ⚡ Claim 1 Pearl	B 84 ⁶⁄₆	◉ ⏳	96	80	96	43	81	95
252	Spotify ⚡ Claim MCP server connecting LLMs to Spotify, with smart-batching and large-playlist t…	B 84 ⁵⁄₄	◉ ⏳	88	71	N/A	67	92	97
253	mcp-gitlab-server ⚡ Claim 1 Production-grade GitLab MCP server with 86 tools — full GitLab control from any…	B 84 ⁵⁄₄	◉ ⏳	96	75	N/A	65	87	88
254	Context7 MCP ⚡ Claim 1 Provides LLMs with up-to-date, version-specific documentation and code examples…	B 84 ⁶⁄₆	◉ ⏳	78	100	93	49	82	91
255	FastlyMCP Claim Enables AI assistants to interact with Fastly's CDN API through the Model Conte…	B 84 ⁵⁄₅	◉ ⏳	96	100	—	38	81	87
256	mobile-mcp Claim 2 MCP Server for Android/iOS application and device automation, development and a…	B 84 ⁵⁄₅	◉ ⏳	69	100	N/A	84	95	75
257	toolroute - Intelligent Automated LLM R… Claim 1 Your agent shouldn't have to guess which model or tool to use. ToolRoute does …	B 84 ⁶⁄₆	◉ ⏳	96	68	97	55	81	95
258	Salesforce MCP Server ⚡ Claim Enables AI assistants to interact with Salesforce organizations, allowing them …	B 84 ⁵⁄₅	◉ ⏳	100	70	N/A	73	95	75
259	MCP Server Local WP ⚡ Claim 1 Enables direct interaction with local WordPress development sites through Local…	B 84 ⁵⁄₅	◉ ⏳	94	75	N/A	63	95	84
260	dep ⚡ Claim 1 License check, outdated deps, security for AI agents	B 84 ⁴⁄₄	◉ ⏳	94	N/A	N/A	35	95	96
261	Pocketsmith MCP Server ⚡ Claim 2 Enables AI assistants to interact with the Pocketsmith personal finance API to …	B 84 ⁵⁄₅	◉ ⏳	94	91	—	66	82	78
262	Chronos Protocol ⚡ Claim 2 Provides time intelligence, persistent memory and complete traceability for AI …	B 84 ⁵⁄₅	◉ ⏳	90	100	—	49	81	87
263	glance ⚡ Claim AI-powered browser automation MCP server for Claude Code. Navigate, click, scre…	B 84 ⁴⁄₄	◉ ⏳	66	N/A	N/A	81	95	97
264	mcp-gads ⚡ Claim Google Ads MCP server — query campaigns, keywords, assets & more via natural la…	B 84 ⁴⁄₄	◉ ⏳	76	N/A	N/A	70	95	94
265	MCP Time Server Node Claim 1 Provides comprehensive time manipulation capabilities including timezone conver…	B 84 ⁵⁄₅	◉ ⏳	92	100	—	54	81	79
266	linkedin-prospection-mcp ⚡ Claim LinkedIn prospection automation — find leads, score (fit+intent+urgency), quali…	B 84 ⁴⁄₄	◉ ⏳	82	N/A	N/A	53	95	97
267	MCP SSH Session ⚡ Claim 1 Enables AI agents to establish and manage persistent SSH connections to remote …	B 84 ⁵⁄₅	◉ ⏳	74	82	N/A	72	95	95
268	mcp-server-mysql ⚡ Claim	B 84 ⁵⁄₄	◉ ⏳	94	73	N/A	53	95	97
269	Vikunja MCP Server ⚡ Claim Enables AI assistants to interact with Vikunja task management instances, provi…	B 84 ⁵⁄₄	◉ ⏳	94	66	—	78	90	89
270	Gemini Watermark Remover ⚡ Claim Enables the removal of Gemini AI watermarks from generated images in PNG, JPG, …	B 84 ⁵⁄₅	◉ ⏳	74	100	N/A	48	95	94
271	Aidderall MCP Server ⚡ Claim 1 Provides AI assistants with a hierarchical task management system that maintain…	B 84 ⁵⁄₅	◉ ⏳	94	100	N/A	44	95	73
272	exa-mcp-server ⚡ Claim 1	B 84 ⁶⁄₆	◉ ⏳	90	80	97	50	82	92
273	Bicameral MCP ⚡ Claim A provenance-aware decision ledger that maps meeting transcripts and PRDs to co…	B 84 ⁴⁄₄	◉ ⏳	90	N/A	N/A	48	95	92
274	Parse-DMARC MCP Server Claim Lightweight DMARC parser: auto-fetch email reports, visualize compliance in a s…	B 84 ⁵⁄₄	◉ ⏳	84	66	N/A	85	90	99
275	pdf4vllm ⚡ Claim PDF reader for vision LLMs. Auto-detects text corruption and switches to image …	B 84 ⁵⁄₅	◉ ⏳	86	100	N/A	35	95	89
276	prodlint ⚡ Claim Production readiness for vibe-coded apps. 52 checks for security, reliability, …	B 84 ⁵⁄₄	◉ ⏳	72	73	N/A	89	92	98
277	obsidian-mcp-server ⚡ Claim MCP server for Obsidian — read, write, search, and surgically edit notes, tags,…	B 84 ⁵⁄₄	◉ ⏳	88	77	N/A	69	92	92
278	Genesys Cloud MCP Server ⚡ Claim Enables interaction with Genesys Cloud's Platform API to search queues, analyze…	B 84 ⁵⁄₅	◉ ⏳	90	73	—	77	82	99
279	MCP Boilerplate ⚡ Claim A server that implements the Model Context Protocol, providing a standardized w…	B 84 ⁵⁄₄	◉ ⏳	100	68	—	48	92	100
280	mcp-server ⚡ Claim Official Railway MCP server	B 84 ⁵⁄₄	◉ ⏳	90	72	N/A	63	95	97
281	Mac-letterhead ⚡ Claim Professional letterhead PDF generator for macOS with Markdown support and smart…	B 84 ⁵⁄₄	◉ ⏳	96	58	N/A	80	95	90
282	Abstract MCP ⚡ Claim A smart proxy server that prevents context window bloat by caching large tool r…	B 84 ⁵⁄₅	◉ ⏳	90	100	—	44	81	92
283	mcp-alertmanager ⚡ Claim A Model Context Protocol (MCP) server for Prometheus Alertmanager	B 84 ⁵⁄₄	◉ ⏳	82	68	N/A	79	94	99
284	MCP Math Server ⚡ Claim 1 A Mathematical Computation Protocol server providing 286 mathematical functions…	B 84 ⁶⁄₆	◉ ⏳	84	86	91	71	83	85
285	GuardianShield ⚡ Claim 1 AI security layer: code scanning, PII detection, prompt injection, secrets, CVEs	B 84 ⁵⁄₅	◉ ⏳	90	100	N/A	75	95	53
286	apple-notes-mcp ⚡ Claim 1 Apple Notes MCP with semantic search, hybrid vector+keyword search, full CRUD o…	B 84 ⁵⁄₄	◉ ⏳	100	72	N/A	55	92	92
287	courier-mcp Claim Build multi-channel notifications into your product, send messages, update list…	B 84 ⁶⁄₆	◉ ⏳	84	86	95	60	80	93
288	PCB Parts MCP Server ⚡ Claim Enables searching and filtering over 1.5 million electronic components across J…	B 84 ⁵⁄₅	◉ ⏳	100	79	—	57	81	93
289	MCP_Atom_of_Thoughts ⚡ Claim 1 Atom of Thoughts (AoT) MCP is a server that decomposes complex problems into in…	B 84 ⁵⁄₅	◉ ⏳	96	100	N/A	48	81	83
290	mcp-server Claim 1 IO Aerospace MCP Server: a .NET-based MCP server for aerospace & astrodynamics …	B 84 ⁶⁄₆	◉ ⏳	81	96	90	58	81	88
291	Memory MCP Server ⚡ Claim SQLite-backed memory storage for MCP agents with optional semantic search via O…	B 84 ⁵⁄₅	◉ ⏳	78	100	N/A	45	95	90
292	Perplexity-Comet-MCP ⚡ Claim 1 MCP server connecting Claude Code to Perplexity Comet browser. Autonomous web b…	B 84 ⁵⁄₄	◉ ⏳	94	58	N/A	80	90	99
293	whatsapp-mcp-stream Claim WhatsApp MCP server over Streamable HTTP with web admin UI (QR/status/settings)…	B 84 ⁵⁄₄	◉ ⏳	100	63	N/A	72	90	90
294	agent-knowledge ⚡ Claim Cross-session memory for AI agents - knowledge graph, scoring, semantic search	B 84 ⁴⁄₄	◉ ⏳	84	N/A	N/A	60	95	92
295	SatoshiAPI — Bitcoin Data via Lightning ⚡ Claim L402 Lightning-paid Bitcoin data: price, fees, blocks, sentiment, DCA signals.	B 84 ⁴⁄₄	◉ ⏳	72	N/A	N/A	71	95	99
296	Brandfetch MCP Server ⚡ Claim Enables AI assistants to fetch company logos, brand colors, fonts, and corporat…	B 84 ⁵⁄₅	◉ ⏳	100	75	—	53	81	100
297	onekgpd-mcp Claim real-time access to 1000 Genomes Project dataset	B 84 ⁶⁄₆	◉ ⏳	92	80	90	63	81	89
298	Salesforce MCP Server ⚡ Claim 1 Enables natural language interactions with Salesforce data and metadata, suppor…	B 84 ⁵⁄₅	◉ ⏳	86	100	—	54	81	87
299	Disco ⚡ Claim 1 Find novel, statistically validated patterns in tabular data — hypothesis-free.	B 84 ⁶⁄₆	◉ ⏳	96	86	88	45	81	98
300	ckan-mcp-server ⚡ Claim 1 MCP server for interacting with CKAN open data portals	B 84 ⁵⁄₅	◉ ⏳	85	66	N/A	86	95	90

Showing 251–300 of 44165 servers

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