MCP Server Quality Scores

Independent quality analysis of 40420 public MCP servers

40420
Discovered
29216
Scored
2094
Verified
16951
Complete

Last updated 1 hour, 54 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
251
MariusAure
NeedHuman Claim
Human-as-a-Service for AI agents. Delegate tasks that need a real human, get re…
B 84 66 100 80 94 56 69 93
252
gomessoaresemmanuel-cpu
LinkedIn prospection automation — find leads, score (fit+intent+urgency), quali…
B 84 44 82 N/A N/A 53 95 97
253
cheezcake
Aidderall MCP Server Claim 1
Provides AI assistants with a hierarchical task management system that maintain…
B 84 55 94 100 N/A 44 95 73
254
magic-spells
Figma MCP Bridge Claim
Enables Claude to read and manipulate Figma documents in real-time through 62 o…
B 84 55 84 100 N/A 47 95 83
255
12-days-of-shipmas-2025
Generates blog and social media images using Google's Gemini AI with pre-config…
B 84 55 78 100 63 81 94
256
taskcrew
CUA MCP Server Claim
Enables autonomous desktop automation by delegating tasks to vision-based agent…
B 84 66 96 74 95 46 81 98
257
hanlulong
Provides a bridge between Stata statistical software and code editors like VS C…
B 84 54 96 56 N/A 80 90 99
258
blake365
volcanoes-mcp Claim 1
B 84 44 94 N/A N/A 39 95 94
259
VectifyAI
PageIndex MCP Claim
Reasoning-based RAG system for chatting with long PDFs. Supports local and onli…
B 84 55 94 72 N/A 84 80 91
260
MakingChatbots
Enables interaction with Genesys Cloud's Platform API to search queues, analyze…
B 84 55 90 73 77 82 99
261
kdpa-llc
local-skills-mcp Claim
Universal MCP server enabling any LLM or AI agent to utilize expert skills from…
B 84 54 84 62 N/A 84 95 96
262
rog0x
webhook Claim
Send, validate, debug webhooks for AI agents
B 84 44 94 N/A N/A 40 95 95
263
railwayapp
mcp-server Claim
Official Railway MCP server
B 84 54 90 72 N/A 63 95 97
264
IQAIcom
MCP-Discord Claim
A Discord Model Context Protocol server that enables AI assistants to interact …
B 84 55 96 68 78 80 99
265
mrgoonie
Connects AI assistants to external data sources (Google, Bing, etc.) via Search…
B 84 55 82 100 74 82 80
266
pshempel
Provides comprehensive time manipulation capabilities including timezone conver…
B 84 55 92 100 54 81 79
267
jeanlopezxyz
mcp-alertmanager Claim
A Model Context Protocol (MCP) server for Prometheus Alertmanager
B 84 54 82 68 N/A 79 94 99
268
Vigile-ai
vigile-mcp Claim
Query trust scores for MCP servers and agent skills. Check if a tool is safe.
B 84 54 76 75 N/A 82 92 100
269
Ansvar-Systems
newzealand-law-mcp Claim
New Zealand legislation via MCP — full-text search across statutes and provisio…
B 84 66 96 77 96 52 82 91
270
jx-codes
Enables LLMs to interact with MCP servers by writing TypeScript/JavaScript code…
B 84 55 90 100 N/A 28 95 91
271
mobile-next
mobile-mcp Claim 2
MCP Server for Android/iOS application and device automation, development and a…
B 84 55 69 100 N/A 84 95 75
272
leap-laboratories
Disco Claim 1
Find novel, statistically validated patterns in tabular data — hypothesis-free.
B 84 66 96 86 88 45 81 98
273
SatoshiAPI
L402 Lightning-paid Bitcoin data: price, fees, blocks, sentiment, DCA signals.
B 84 44 72 N/A N/A 71 95 99
274
easytocloud
Mac-letterhead Claim
Professional letterhead PDF generator for macOS with Markdown support and smart…
B 84 54 96 58 N/A 80 95 90
275
djmoore711
Enables AI assistants to fetch company logos, brand colors, fonts, and corporat…
B 84 55 100 75 53 81 100
276
terranode-co
Point-in-polygon, nearest feature, spatial join, and distance tools for US geos…
B 84 44 90 N/A N/A 55 83 99
277
tan-yong-sheng
ai-vision-mcp Claim
📇 🏠 🍎 🪟 🐧 - Multimodal AI vision MCP server for image, video, and object detect…
B 84 54 100 61 N/A 76 92 90
278
livelifelively
Provides real-time access to up-to-date library documentation and code examples…
B 84 55 72 100 63 81 100
279
jamiew
Spotify Claim
MCP server connecting LLMs to Spotify, with smart-batching and large-playlist t…
B 84 54 88 71 N/A 67 92 97
280
bottobot
TouchDesigner Documentation MCP Server v2.6.1 - FIXED Python API tools! Feature…
B 84 54 100 57 N/A 67 92 98 HT
281
IO-Aerospace-software-engineering
mcp-server Claim 1
IO Aerospace MCP Server: a .NET-based MCP server for aerospace & astrodynamics …
B 84 66 81 96 90 58 81 88
282
grossiweb
Your agent shouldn't have to guess which model or tool to use. ToolRoute does …
B 84 66 96 68 97 55 81 95
283
Oncorporation
FileSystem MCP Server Claim 1
Secure filesystem access for AI agents with configurable directory and file typ…
B 84 55 88 82 N/A 57 95 91
284
heroku
Heroku MCP server Claim 2
Let's your agent access the heroku platform
B 84 55 80 100 90 94 55
285
dnaerys
onekgpd-mcp Claim
real-time access to 1000 Genomes Project dataset
B 84 66 92 80 90 63 81 89
286
samihalawa
VUDA - Visual UI Debug Agent Autonomous MCP Server for AI-Powered Visual UI Te…
B 84 55 100 100 N/A 68 95 42
287
airblackbox
air-blackbox-mcp Claim 1
EU AI Act compliance scanner for Python AI agents. 14 tools across 6 articles.
B 84 55 76 82 N/A 65 95 98
288
prodlint
prodlint Claim
Production readiness for vibe-coded apps. 52 checks for security, reliability, …
B 84 54 72 73 N/A 89 92 98
289
verygoodplugins
MCP Server Local WP Claim 1
Enables direct interaction with local WordPress development sites through Local…
B 84 55 94 75 N/A 63 95 84
290
yoda-digital
mcp-gitlab-server Claim 1
Production-grade GitLab MCP server with 86 tools — full GitLab control from any…
B 84 54 96 75 N/A 65 87 88
291
elusznik
An MCP server that executes Python code in isolated rootless containers with op…
B 84 55 96 100 N/A 56 95 58
292
ryanmazzolini
Minimal Godot MCP Claim
Provides instant GDScript syntax validation and diagnostics by bridging Godot's…
B 84 54 90 58 N/A 76 95 99
293
j0hanz
Memory MCP Server Claim
SQLite-backed MCP server for persistent memory, full-text retrieval, and graph …
B 84 55 84 100 N/A 53 95 76
294
Ansvar-Systems
uae-law-mcp Claim
UAE legislation via MCP — full-text search across federal laws, DIFC laws, and …
B 84 54 75 93 N/A 57 95 92
295
pijusz
mcp-gads Claim
Google Ads MCP server — query campaigns, keywords, assets & more via natural la…
B 84 44 76 N/A N/A 70 95 94
296
hindenrank
Enables users to check crypto protocol risk ratings, search for DeFi protocols,…
B 84 55 90 100 48 81 87
297
dannyshaw
Enables AI assistants to interact with the Pocketsmith personal finance API to …
B 84 55 94 91 66 82 78
298
mabeldata
MCP server that allows interaction with PocketBase databases, enabling record o…
B 84 54 100 71 63 90 89
299
IBM
MCP Math Server Claim 1
A Mathematical Computation Protocol server providing 286 mathematical functions…
B 84 66 84 86 91 71 83 85
300
Flux159
Typescript implementation of Kubernetes cluster operations for pods, deployment…
B 84 55 96 62 82 86 91
Showing 251–300 of 40420 servers
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