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
301
Ansvar-Systems
Automotive cybersecurity: R155/R156 regulations, ISO 21434, TISAX, AUTOSAR, Chi…
B 84 54 71 89 N/A 61 95 100
302
neverinfamous
SQLite MCP server with 73 tools for JSONB, full-text search, geospatial, and an…
B 84 54 96 41 N/A 88 100 97
303
ondata
ckan-mcp-server Claim 1
MCP server for interacting with CKAN open data portals
B 84 55 85 66 N/A 86 95 90
304
timothywarner-org
Local JSON memory store for context engineering with GitHub Copilot and MCP cli…
B 84 54 90 62 N/A 79 95 92
305
XWeaponX7
rundida-mcp Claim 1
Running tools for AI agents: 92 calculators, 46 guides, marathon data, pace and…
B 84 44 72 N/A N/A 72 95 97
306
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
307
meltingpixelsai
zero-core-intel Claim
DrainBrain token safety, CORTEX trading signals, social trends. Zero Core Intel.
B 84 66 78 88 91 53 89 99
308
IQAIcom
MCP-Discord Claim
A Discord Model Context Protocol server that enables AI assistants to interact …
B 84 55 96 68 78 80 99
309
mrgoonie
Connects AI assistants to external data sources (Google, Bing, etc.) via Search…
B 84 55 82 100 74 82 80
310
PyJudge
pdf4vllm Claim
PDF reader for vision LLMs. Auto-detects text corruption and switches to image …
B 84 55 86 100 N/A 35 95 89
311
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
312
railwayapp
mcp-server Claim
Official Railway MCP server
B 84 54 90 72 N/A 63 95 97
313
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
314
RapierCraft
Perplexity-Comet-MCP Claim 1
MCP server connecting Claude Code to Perplexity Comet browser. Autonomous web b…
B 84 54 94 58 N/A 80 90 99
315
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
316
BicameralAI
Bicameral MCP Claim
A provenance-aware decision ledger that maps meeting transcripts and PRDs to co…
B 84 44 90 N/A N/A 48 95 92
317
Softeria
A Model Context Protocol server that enables interaction with Microsoft 365 ser…
B 84 54 90 67 81 88 95
318
bottobot
TouchDesigner Documentation MCP Server v2.6.1 - FIXED Python API tools! Feature…
B 84 54 100 57 N/A 67 92 98 HT
319
mzxrai
mcp-webresearch Claim 2
Search Google and do deep web research on any topic
B 84 54 100 61 N/A 70 87 100
320
cyanheads
MCP server for Obsidian vaults — read, write, search, and edit notes via the Lo…
B 84 54 88 77 N/A 69 92 92
321
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
322
hanlulong
Provides a bridge between Stata statistical software and code editors like VS C…
B 84 54 96 56 N/A 80 90 99
323
iamsrikanthnani
MCP Boilerplate Claim
A server that implements the Model Context Protocol, providing a standardized w…
B 84 54 100 68 48 92 100
324
Ansvar-Systems
mozambican-law-mcp Claim 1
Mozambique legislation via MCP -- full-text search across statutes and provisio…
B 84 64 92 73 94 45 95 94
325
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
326
blake365
volcanoes-mcp Claim 1
B 84 44 94 N/A N/A 39 95 94
327
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
328
Flux159
Typescript implementation of Kubernetes cluster operations for pods, deployment…
B 84 55 96 62 82 86 91
329
kapillamba4
meta-prompt-mcp Claim
MCP server providing on-demand access to official prompting guides for building…
B 84 55 70 87 N/A 68 95 100
330
jackwrichards
FastlyMCP Claim
Enables AI assistants to interact with Fastly's CDN API through the Model Conte…
B 84 55 96 100 38 81 87
331
fantasy090633
mcp-server-mysql Claim
B 84 54 94 73 N/A 53 95 97
332
docat0209
mcp-openapi Claim
Turn any OpenAPI/Swagger spec into Claude tools. Zero config, zero code. Suppor…
B 84 54 96 62 N/A 72 94 94
333
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
334
SatoshiAPI
L402 Lightning-paid Bitcoin data: price, fees, blocks, sentiment, DCA signals.
B 84 44 72 N/A N/A 71 95 99
335
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
336
democratize-technology
Vikunja MCP Server Claim
Enables AI assistants to interact with Vikunja task management instances, provi…
B 84 54 94 66 78 90 89
337
heroku
Heroku MCP server Claim 2
Let's your agent access the heroku platform
B 84 55 80 100 90 94 55
338
mabeldata
MCP server that allows interaction with PocketBase databases, enabling record o…
B 84 54 100 71 63 90 89
339
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
340
ElToro1855
ozav-mcp-server Claim 1
Forex, IOF tax, US accounts, stablecoins, and international payments in Brazil.
B 84 54 80 100 N/A 45 90 94
341
DebugBase
glance Claim
AI-powered browser automation MCP server for Claude Code. Navigate, click, scre…
B 84 44 66 N/A N/A 81 95 97
342
stippi
Coding agent with basic list, read, replace_in_file, write, execute_command and…
B 84 54 90 68 N/A 73 90 98
343
WeePulse
Enables AI assistants to analyze and optimize PostgreSQL database performance b…
B 83 55 94 65 71 83 100
344
rakeshgangwar
erpnext-mcp-server Claim 1
Connect AI assistants to your ERPNext instance via the Model Context Protocol (…
B 83 54 94 68 N/A 55 90 99
345
laststance
mac-mcp-server Claim
Enables AI assistants to automate macOS through AppleScript and JXA by providin…
B 83 54 84 71 N/A 65 95 97
346
andrea9293
MCP Documentation Server - Bridge the AI Knowledge Gap. ✨ Features: Document m…
B 83 54 88 58 N/A 85 90 99
347
sh-patterson
fec-mcp-server Claim
Query FEC campaign finance data — search candidates, track donations, analyze s…
B 83 55 94 77 67 81 89
348
Higangssh
homebutler Claim
All-in-one homelab management MCP server. Monitor system resources, manage Dock…
B 83 55 94 62 N/A 80 82 99
349
aparajithn
agent-scraper-mcp Claim
Web scraping MCP server for AI agents. 6 tools: clean content extraction, struc…
B 83 66 96 66 95 60 80 92
350
dagger
Containerized environments for coding agents. Multiple agents can work independ…
B 83 54 84 67 N/A 87 90 92
Showing 301–350 of 40420 servers
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