MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 27 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
28901
vivid
Vivid MCP Claim
Connect Vivid to Claude, ChatGPT, or any MCP client and open a business account…
D 40 25 0 81
28902
seahbk1006
MCP for public datasets on BNM Open Data API (Developed by Seah Boon Keong) Al…
D 40 25 0 81
28903
seahbk1006
MCP for public datasets OpenDOSM (Developed by Seah Boon Keong) What it delive…
D 40 25 0 81
28904
mailerastro
MailerAstro Claim
Send transactional emails and manage bulk distributions using your wallet addre…
D 40 25 0 81
28905
himaan4149-kv55
pretext-pdf Claim
Generate professional PDFs from structured JSON. Supports invoices (with GST), …
D 40 25 0 81
28906
ikra
Math & Logic Claim
Solve complex algebraic equations, simplify expressions, and perform calculus o…
D 40 25 0 81
28907
atars-MCP
aTars MCP by aarna provides AI agents with structured access to crypto market s…
D 40 25 0 81
28908
speakmanai
speakmanai Claim
# SpeakmanAI MCP Server Generate professional **Solution Architecture Document…
D 40 25 0 81
28909
datmay-dot
streambridge Claim
Search Chinese TV drama scenes with second-level timestamps by character, emoti…
D 40 24 0 81
28910
jarvis-stark1985
An MCP server providing superhero data and intelligence. Query heroes by name, …
D 40 25 0 81
28911
glazyr
Glazyr Viz Claim
Glazyr Viz bypasses fragile DOM scraping and Cloudflare blocks by feeding raw C…
D 40 25 0 81
28912
avinashsangle
Method CRM Claim
Manage customer relationship data by performing CRUD operations on tables and h…
D 40 25 0 81
28913
flipfactory
Free AI-powered lead generation. 4 tools: business search, contact enrichment, …
D 40 25 0 81
28914
global-database
Access comprehensive company data including financial records, ownership struct…
D 40 25 0 81
28915
couchloop
CouchLoop EQ Claim
CouchLoop EQ provides behavioral governance for LLMs. It monitors AI responses …
D 40 25 0 81
28916
donovanh
mcp-server Claim 1
MCP server for Lightning Tools — pay-per-call AI tools via Bitcoin Lightning
D 40 24 10 69
28917 D 40 25 0 81
28918
rahular101
test-101 Claim
D 40 25 0 81
28919
vinodkrishnan92
Discover capabilities and configuration, and learn about the organization behin…
D 40 25 0 81
28920
ebenova
legal-docs Claim
D 40 25 0 81
28921
intake-triage
Classifier Claim
Classify raw text into structured triage objects with intent, urgency, category…
D 40 25 0 81
28922
BadRooBot
Get current weather for any city and create images from your prompts. Streamlin…
D 40 25 0 81
28923
aicastle-school
Fetch the latest available stock quotes by ticker symbol across international m…
D 40 25 0 81
28924
mcp-server
Quanti Claim
Access BigQuery data warehouses to explore projects and generate schema-aware S…
D 40 25 0 81
28925
data-mindset
Create and manage Google Forms to run surveys and collect data. Add text and mu…
D 40 25 0 81
28926
brunosan
Not a news feed. A signal verification system. 68,000+ AI & tech articles from…
D 40 25 0 81
28927
aleatoric
Aleatoric Claim
Aleatoric Engine is deterministic market simulation infrastructure for generati…
D 40 25 0 81
28928
AssetJay
assetjay Claim
Track company equipment, attach receipts, and know who has what. Built for smal…
D 40 25 0 81
28929
data-transform-agent
Convert data between over 40 formats including JSON, CSV, Excel, and PDF. Restr…
D 40 25 0 81
28930
ksruthi1992
vsftest Claim
D 40 25 0 81
28931
WillNigri
External Brain for AI Agents - persistent versioned memory for creators
D 40 25 0 81
28932
pol-l3ch
Scan any URL, domain, or IP address for security threats using URLScanner.onlin…
D 40 25 0 81
28933
Zerion
Zerion API Claim
Zerion API's MCP server provides access to onchain wallet data across Ethereum,…
D 40 25 0 81
28934
pierre
Create instant Snapcall call links and recording sessions to capture photos and…
D 40 25 0 81
28935
supernova
Core Claim
Provides essential system utilities and file management capabilities. Streamlin…
D 40 25 0 81
28936
nexgendata-apify
Quick market data for AI workflows: real-time quotes, crypto prices, foreign ex…
D 40 25 0 81
28937
coachsync
**CoachSync MCP** provides barbell strength training tools for AI assistants. B…
D 40 25 0 81
28938
wistia
Wistia API Claim
Manage Wistia videos, channels, folders, captions, customizations, and analytic…
D 40 25 0 81
28939
compress-new
Compress.new Claim
Convert any webpage to clean markdown and feed it directly into AI agent workfl…
D 40 25 0 81
28940
pfdf
MCP server for querying live prop firm discount codes and comparing funded trad…
D 40 25 0 81
28941
lexq-io
LexQ Claim
LexQ is a rule engine with built-in simulation. Define, test, and deploy busine…
D 40 25 0 81
28942
lux
lux Claim
Manage Lux Cloud database projects. Lux is a single database that replaces Redi…
D 40 25 0 81
28943
Global-InTech-AS
kultur-dev Claim
Cultural intelligence for AI: protect brands from reputational damage across 19…
D 40 25 0 81
28944
ahutto87
Parsel Claim
Parse logistics PDFs (Bills of Lading, customs declarations, invoices) into DCS…
D 40 24 0 81
28945
santiago.blanco.vilchez
Create and launch new tenants with admin setup and starter templates. Authentic…
D 40 25 0 81
28946
rdassignies
openlegi Claim
Serveur MCP pour les sources juridiques suivantes : - Legifrance - Judilibre -…
D 40 25 0 81
28947
global-chat
Cross-protocol agent discovery. Search and register AI agents across MCP, A2A, …
D 40 25 0 81
28948 D 40 25 0 81
28949
nodeops
CreateOS MCP Claim
Deploy, manage, and scale full-stack applications directly from your AI assista…
D 40 25 0 81
28950 D 40 25 0 81
Showing 28901–28950 of 67197 servers
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