MCP Server Quality Scores
Independent quality analysis of 66534 public MCP servers
Last updated 0 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 28901 |
End-to-end quantum-native security fabric for AI, data, and mission-critical sy…
|
D 40 2⁄5 | ||||||||
| 28902 |
Guardian
Claim
Verifies cooking recipes against professional master standards to ensure techni…
|
D 40 2⁄5 | ||||||||
| 28903 |
Veroq
Claim
The trust protocol for agentic AI. Ask anything, verify everything — with evi…
|
D 40 2⁄5 | ||||||||
| 28904 |
Elegance
Claim
AI-powered commerce API for luxury skincare shopping. Enables AI agents to sear…
|
D 40 2⁄5 | ||||||||
| 28905 |
CloudAIWallet
Claim
MCP-native cloud wallet platform. Connect your OpenClaw gateway, Claude Desktop…
|
D 40 2⁄5 | ||||||||
| 28906 |
Create and manage Google Forms to run surveys and collect data. Add text and mu…
|
D 40 2⁄5 | ||||||||
| 28907 |
atv
Claim
AI-native access to aarna's tokenized yield vaults on Ethereum and Base. 20 too…
|
D 40 2⁄5 | ||||||||
| 28908 |
HefestoAI
Claim
Analyze code snippets for quality issues and semantic drift to maintain high so…
|
D 40 2⁄5 | ||||||||
| 28909 |
vsftest
Claim
|
D 40 2⁄5 | ||||||||
| 28910 |
Core
Claim
Provides essential system utilities and file management capabilities. Streamlin…
|
D 40 2⁄5 | ||||||||
| 28911 |
BadRooBot-my_test_mcp
Claim
Get current weather for any city and create images from your prompts. Streamlin…
|
D 40 2⁄5 | ||||||||
| 28912 |
LexQ
Claim
LexQ is a rule engine with built-in simulation. Define, test, and deploy busine…
|
D 40 2⁄5 | ||||||||
| 28913 |
kultur-dev
Claim
Cultural intelligence for AI: protect brands from reputational damage across 19…
|
D 40 2⁄5 | ||||||||
| 28914 |
Classifier
Claim
Classify raw text into structured triage objects with intent, urgency, category…
|
D 40 2⁄5 | ||||||||
| 28915 |
Discover capabilities and configuration, and learn about the organization behin…
|
D 40 2⁄5 | ||||||||
| 28916 |
MailerAstro
Claim
Send transactional emails and manage bulk distributions using your wallet addre…
|
D 40 2⁄5 | ||||||||
| 28917 |
test
Claim
Provide the product’s purpose, primary users, and the top three tasks it enable…
|
D 40 2⁄5 | ||||||||
| 28918 |
Expert knowledge base for sales, negotiation, strategy, operations, and risk.
|
D 40 2⁄4 | ||||||||
| 28919 |
Shoptera
Claim
Shoptera Product Intelligence
Search product catalogs across thousands of Centr…
|
D 40 2⁄5 | ||||||||
| 28920 |
test-101
Claim
|
D 40 2⁄5 | ||||||||
| 28921 |
sg-gst-calculator-mcp
Claim
|
D 40 2⁄5 | ||||||||
| 28922 |
legal-docs
Claim
|
D 40 2⁄5 | ||||||||
| 28923 |
Sophia Architecture
Claim
Navigate the Sophia Architecture Blueprint to discover comprehensive system des…
|
D 40 2⁄5 | ||||||||
| 28924 |
vsfclub3
Claim
|
D 40 2⁄5 | ||||||||
| 28925 |
Computer-mcp
Claim
|
D 40 2⁄5 | ||||||||
| 28926 |
MCP server for OpenMM — exposes market data, account, trading, and strategy too…
|
D 40 2⁄5 | ||||||||
| 28927 |
Browserbase
Claim
Automate web browsing and interaction to streamline complex online tasks. Extra…
|
D 40 2⁄5 | ||||||||
| 28928 |
DataForB2B
Claim
DataForB2B is a people and company search API powering live data from public so…
|
D 40 2⁄5 | ||||||||
| 28929 |
Token safety for AI agents. 27 scam patterns, real honeypot simulation via DEX …
|
D 40 2⁄5 | ||||||||
| 28930 |
Courier MCP
Claim
Send and orchestrate cross-channel notifications with templates or custom messa…
|
D 40 2⁄5 | ||||||||
| 28931 |
interordra-mcp
Claim
Detects semantic gaps between texts. Use when a conversation is failing, a ques…
|
D 40 2⁄5 | ||||||||
| 28932 |
gyotak-fish-market
Claim
Sashimi-grade flash-frozen fish from Hua Hin, Thailand. Search inventory, check…
|
D 40 2⁄5 | ||||||||
| 28933 |
n3153
Claim
|
D 40 2⁄5 | ||||||||
| 28934 |
Applify
Claim
Builds Streamlit apps from natural language requests. Describe what you need — …
|
D 40 2⁄5 | ||||||||
| 28935 |
shabaaspay
Claim
ShaBaas Pay MCP lets AI agents securely create PayTo agreements, initiate payme…
|
D 40 2⁄5 | ||||||||
| 28936 |
MCP server for Lightning Tools — pay-per-call AI tools via Bitcoin Lightning
|
D 40 2⁄4 | ||||||||
| 28937 |
Web Scraper
Claim
Extracts clean text, structured data, and metadata from any website. Captures f…
|
D 40 2⁄5 | ||||||||
| 28938 |
MolTrust
Claim
Register and verify decentralized identities to establish secure, trusted inter…
|
D 40 2⁄5 | ||||||||
| 28939 |
pcx
Claim
Search Loblaw’s grocery catalog to quickly find products. Run multiple keyword …
|
D 40 2⁄5 | ||||||||
| 28940 |
Vettly
Claim
Moderate text, image, and video content against custom safety policies to ensur…
|
D 40 2⁄5 | ||||||||
| 28941 |
SubwayInfo NYC
Claim
Real-time NYC transit data for subway, bus, ferry, commuter rail, and Citi Bike…
|
D 40 2⁄5 | ||||||||
| 28942 |
streambridge
Claim
Search Chinese TV drama scenes with second-level timestamps by character, emoti…
|
D 40 2⁄4 | ||||||||
| 28943 |
SteadyFetch
Claim
Reliable web fetching MCP server with built-in retry logic, circuit breaker pat…
|
D 40 2⁄5 | ||||||||
| 28944 |
vsfclub
Claim
|
D 40 2⁄5 | ||||||||
| 28945 |
wheretohit
Claim
|
D 40 2⁄5 | ||||||||
| 28946 |
Jobber AI Assistant
Claim
AI-powered MCP server for Jobber. Query your clients, jobs, quotes, and invoice…
|
D 40 2⁄5 | ||||||||
| 28947 |
Fabric Marketplace
Claim
Manage digital asset listings and requests within the Fabric marketplace ecosys…
|
D 40 2⁄5 | ||||||||
| 28948 |
buda-mcp
Claim
Real-time market data from Buda.com — prices, order books, trades, and volume f…
|
D 40 2⁄5 | ||||||||
| 28949 |
Parallel Tasks
Claim
Execute Parallel.ai Tasks in Parallel for extremely powerful data enrichment fr…
|
D 40 2⁄5 | ||||||||
| 28950 |
Domain Intel
Claim
Analyze website technology stacks, SEO performance, and hosting infrastructure.…
|
D 40 2⁄5 | ||||||||