MCP Server Quality Scores

Independent quality analysis of 69182 public MCP servers

69182
Discovered
→
33861
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 33 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16501
tuannguyen14
ComfyMCP Studio ⚡ Claim 2 3
Generates 2D game assets (sprites, icons, tilesets, characters, animations) usi…
F 25 5⁄4 ◉ ⏳ 72 28 N/A 28 90 94
16502
tamago-labs
Sui Butler ⚡ Claim 1 2
An MCP server for the Sui blockchain that enables AI agents to manage accounts,…
F 25 5⁄5 ◉ ⏳ 51 71 — 29 77 98
16503
aralroca
Telegram MCP Bridge ⚡ Claim 1
Enables MCP agents to request human confirmation for actions via a Telegram bot…
F 25 5⁄5 ◉ ⏳ 86 65 — 35 80 94
16504
Presidio-Federal
A containerized server that enables AI clients to perform automated network pac…
F 25 5⁄5 ◉ ⏳ 80 40 — 28 78 100
16505
harrybin
Visuals MCP Server Claim 1 2
An MCP server that provides interactive visualizations including tables, charts…
F 25 5⁄4 ◉ ⏳ 75 56 — 39 89 90
16506
mcma123
Firecrawl MCP Server ⚡ Claim 2 4
A Model Context Protocol server that enables AI assistants to perform advanced …
F 25 5⁄5 ◉ ⏳ 81 68 — 47 80 89
16507
marc-shade
Network Scanner MCP ⚡ Claim 1
Enables network discovery, port scanning, and infrastructure monitoring with de…
F 25 5⁄4 ◉ ⏳ 72 40 N/A 30 87 98
16508
shunkus
Mochi MCP Server ⚡ Claim 1
Enables AI assistants to create and manage Mochi Cards flashcards, including ca…
F 25 6⁄6 ◉ ⏳ 94 66 0 32 80 95
16509
XD3an
WinLog-mcp ⚡ Claim 2
Provides programmatic access to ingest and query Windows event logs (especially…
F 25 5⁄4 ◉ ⏳ 66 31 N/A 36 87 88
16510
tingxifa
MCP Workitem Server ⚡ Claim 2
A server that provides access to Alibaba Cloud workitem descriptions through MC…
F 25 5⁄5 ◉ ⏳ 48 68 — 19 69 86
16511
deploya-labs
Supabase MCP Server ⚡ Claim 1 2
Enables Cursor and Windsurf to safely manage Supabase databases, execute SQL qu…
F 25 5⁄5 ◉ ⏳ 94 73 N/A 52 76 97
16512
quentintou
agent-board ⚡ Claim 1
Open-source multi-agent task board for OpenClaw. Kanban + DAG dependencies + MC…
F 25 5⁄5 ◉ ⏳ 72 67 N/A 54 80 99
16513
toadlyBroodle
satring Claim 1
Discover and compare L402 and x402 paid API services from satring.com, a curate…
F 25 5⁄5 ◉ ⏳ 96 72 — 42 78 95
16514
qeinfinity
Binance MCP Server Claim 1 3
A server implementation that streams real-time Binance market data (spot and fu…
F 25 5⁄5 ◉ ⏳ 84 57 — 38 80 98
16515
mgantlett
Sophia Labs Claim 1
Two MCP endpoints for building cognitive AI agents. /blueprint/mcp serves a 9-c…
F 25 6⁄6 ◉ ⏳ 94 86 95 43 80 99
16516
ctkadvisors
GraphQL MCP Server ⚡ Claim 1
A TypeScript server that provides Claude AI with seamless access to any GraphQL…
F 25 5⁄5 ◉ ⏳ 86 66 — 28 80 93
16517
functionstackx
Enables users to create and interact with hand-drawn sketches and architecture …
F 25 6⁄6 ◉ ⏳ 96 81 96 35 82 92
16518
pinkpixel-dev
mindbridge-mcp ⚡ Claim 1
MindBridge is an AI orchestration MCP server that lets any app talk to any LLM …
F 25 5⁄5 ◉ ⏳ 60 70 N/A 59 80 95
16519
Kira-Pgr
A server that provides AI-powered image generation, modification, and processin…
F 25 5⁄5 ◉ ⏳ 66 46 — 41 76 92
16520
manushi4
ScreenHand ⚡ Claim 1
An open-source MCP server for macOS and Windows that provides native desktop co…
F 25 5⁄4 ◉ ⏳ 72 65 N/A 60 87 90
16521
weyseing
A template for deploying MCP servers as Cloudflare Workers with integrated LogP…
F 25 5⁄5 ◉ ⏳ 72 68 — 24 80 100
16522
yohanfraga
MCP Activities Claim 1
Enables users to create and manage activities in the meupontoonline system thro…
F 25 5⁄5 ◉ ⏳ 76 65 — 29 74 75
16523
uzirthapa
Enables users to search for geographic locations and visualize them on an inter…
F 25 5⁄5 ◉ ⏳ 66 62 — 32 80 94
16524
kieranlal
MCP Pytest Server Claim 1 3
A Node.js server that integrates with pytest to facilitate the ModelContextProt…
F 25 5⁄4 ◉ ⏳ 96 33 N/A 17 87 86
16525
98lukehall
Crypto regime classifier for trading agents. 100% bounded regime accuracy. 50 f…
F 25 5⁄5 ◉ ⏳ 96 72 — 31 80 84
16526
sevalla-hosting
mcp ⚡ Claim 1
Manage your entire Sevalla cloud infrastructure from AI agents. Hosted remote s…
F 25 5⁄5 ◉ ⏳ 90 10 — 74 70 89
16527
vibekit-apps
vibekit-mcp ⚡ Claim 2 3
Enables the management of AI-powered VibeKit apps, allowing users to control de…
F 25 6⁄6 ◉ ⏳ 94 66 0 30 76 97
16528
gabriellangon
Nemo ⚡ Claim 2 3
An MCP server that enables users to transform AI conversations into a structure…
F 25 6⁄6 ◉ ⏳ 69 62 0 40 81 97
16529
ssql2014
Provides structured access to semiconductor industry platforms to search for IP…
F 25 5⁄5 ◉ ⏳ 90 72 — 28 80 91
16530
tanwenxin
126 Email MCP Server ⚡ Claim 1
Enables sending emails through 126 mailbox SMTP service with support for plain …
F 25 5⁄5 ◉ ⏳ 48 60 — 26 80 96
16531
BradGriffith
CSG Portal MCP Server ⚡ Claim 1 2
Enables access to Columbus School for Girls Veracross portal features including…
F 25 5⁄5 ◉ ⏳ 96 68 — 42 77 90
16532
Azure-Samples
AI-Gateway Claim 2
Labs to explore AI Models, MCP servers, and Agents with the AI Gateway powered …
F 25 5⁄4 ◉ ⏳ 94 41 N/A 66 88 100 JU
16533
vishalsachdev
canvas-mcp Claim 1 2
Canvas LMS integration for students and educators with FERPA-compliant analytic…
F 25 6⁄6 ◉ ⏳ 96 86 90 84 80 82
16534
markswendsen-code
opentable ⚡ Claim 1 3
MCP server for OpenTable - let AI agents book restaurant reservations and manag…
F 25 5⁄4 ◉ ⏳ 75 68 N/A 32 87 100
16535
profullstack
mcp-server Claim 1
Developer utilities: SEO optimization, document conversion, domain lookup, emai…
F 25 5⁄5 ◉ ⏳ 90 35 — 55 80 88
16536
petems
GenZ MCP Server ⚡ Claim 1 2
A streamlined MCP server that provides essential AI-powered tools for interacti…
F 25 5⁄5 ◉ ⏳ 84 68 — 30 80 40
16537
hetpatel-11
Connects Claude Desktop to Tableau Server for natural language interactions wit…
F 25 5⁄5 ◉ ⏳ 72 60 — 37 78 100
16538
singularityjason
Lightning Memory ⚡ Claim 1 2
Persistent memory and payment safety for AI agents on Lightning. Enables agents…
F 25 6⁄6 ◉ ⏳ 66 27 0 56 82 90
16539
scorecard-ai
mcp ⚡ Claim 1
MCP server providing access to the Scorecard API to evaluate and optimize LLM s…
F 25 6⁄6 ◉ ⏳ 96 65 0 85 68 93
16540
augmentedivan
Fabric MCP Server ⚡ Claim 2 4
An MCP server that exposes Fabric patterns as tools for Cline, enabling AI-driv…
F 25 5⁄5 ◉ ⏳ 75 83 N/A 44 87 43
16541
protagolabs
NetMind MCPServer MCP ⚡ Claim 1 2
A Model Context Protocol server that enables users to query, retrieve details, …
F 25 5⁄5 ◉ ⏳ 39 47 — 39 76 96
16542
Ejb503
A specialized MCP server that enables AI agents to interact with Reddit, includ…
F 25 5⁄5 ◉ ⏳ 90 66 — 32 78 91
16543
paracetamol951
P-Link-MCP ⚡ Claim 1 2
Implementation of HTTP 402 (payment required http code) relying on Solana
F 25 6⁄6 ◉ ⏳ 90 100 91 51 74 88
16544
dancumberland
Kit.com MCP Server ⚡ Claim 1 2
Agent-optimized MCP server for Kit.com email marketing. 13 composite tools, 100…
F 25 5⁄4 ◉ ⏳ 84 71 N/A 60 78 82
16545
mattlevine
Brightsy MCP Server ⚡ Claim 1
A server that implements the Model Context Protocol to connect LLMs to Brightsy…
F 25 6⁄6 ◉ ⏳ 60 67 0 27 77 89
16546
albertnahas
icogenie-mcp ⚡ Claim 1
AI-powered SVG icon generation MCP server. Generate production-ready SVG icons …
F 25 5⁄5 ◉ ⏳ 82 71 — 70 80 92
16547
Love-Gwen2025
Utility MCP Server ⚡ Claim 1
A general-purpose MCP server providing time-related utilities such as fetching …
F 25 5⁄5 ◉ ⏳ 54 42 — 33 78 81
16548
linnienaryshkin
Teams MCP Server ⚡ Claim 1
A TypeScript-based MCP server that enables AI agents to send messages to Micros…
F 25 5⁄5 ◉ ⏳ 78 60 — 53 78 98
16549
Komorebi-yaodong
Enables AI image generation through Ketchup AI with automatic prompt optimizati…
F 25 5⁄5 ◉ ⏳ 84 62 — 50 78 99
16550
pixelsock
A Node.js server that enables AI Clients to interact with the Directus CMS API …
F 25 5⁄5 ◉ ⏳ 86 75 — 30 74 50
Showing 16501–16550 of 69182 servers
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