MCP Server Quality Scores
Independent quality analysis of 60956 public MCP servers
Last updated 3 hours, 8 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 27851 |
Zuplo Weather
Claim
Access U.S. National Weather Service alerts, forecasts, radar, and aviation adv…
|
D 40 2⁄5 | ||||||||
| 27852 |
cancer-support-hub
Claim
Search 585+ free cancer support resources across Washington State in 7 languages
|
D 40 2⁄4 | ||||||||
| 27853 |
Agents @Kopern.ai
Claim
Full AI agent lifecycle platform — create, grade, optimize, deploy and orchestr…
|
D 40 2⁄5 | ||||||||
| 27854 |
UML-MCP
Claim
UML-MCP Server is an MCP (Model Context Protocol) powered diagram generation se…
|
D 40 2⁄5 | ||||||||
| 27855 |
Shoptera
Claim
Shoptera Product Intelligence
Search product catalogs across thousands of Centr…
|
D 40 2⁄5 | ||||||||
| 27856 |
Create and manage temporary email addresses that expire automatically after 24 …
|
D 40 2⁄5 | ||||||||
| 27857 |
pcx
Claim
Search Loblaw’s grocery catalog to quickly find products. Run multiple keyword …
|
D 40 2⁄5 | ||||||||
| 27858 |
exa-labs-exa-code-mcp
Claim
Find open-source libraries and fetch contextual code snippets by version to acc…
|
D 40 2⁄5 | ||||||||
| 27859 |
VedAstro MCP Server
Claim
Vedic astrology calculations powered by [VedAstro.org](https://vedastro.org). A…
|
D 40 2⁄5 | ||||||||
| 27860 |
kaizen-lab
Claim
KaizenLab is an AI-native hypothesis validation platform for product teams runn…
|
D 40 2⁄5 | ||||||||
| 27861 |
Get product information, features, pricing, licensing FAQs, and role-specific b…
|
D 40 2⁄5 | ||||||||
| 27862 |
Ghost Protocol
Claim
# MCP Directory Submissions
This page tracks Ghost Protocol MCP listing readin…
|
D 40 2⁄5 | ||||||||
| 27863 |
The curated marketplace for AI agent skills. Search, discover, and install veri…
|
D 40 2⁄5 | ||||||||
| 27864 |
Data Converter
Claim
Convert data between over 40 formats including JSON, CSV, Excel, and PDF. Restr…
|
D 40 2⁄5 | ||||||||
| 27865 |
MCP server for PDF operations — detect form fields, fill forms, and upload to C…
|
D 40 2⁄4 | ||||||||
| 27866 |
Decern
Claim
Manage customer relationships and sales pipelines through a centralized interfa…
|
D 40 2⁄5 | ||||||||
| 27867 |
AgentPact
Claim
Facilitate the discovery and exchange of services through a specialized marketp…
|
D 40 2⁄5 | ||||||||
| 27868 |
Public MCP server surfacing LabelHead's artist momentum intelligence. Discover …
|
D 40 2⁄5 | ||||||||
| 27869 |
CouchLoop EQ
Claim
CouchLoop EQ provides behavioral governance for LLMs. It monitors AI responses …
|
D 40 2⁄5 | ||||||||
| 27870 |
xSkill AI
Claim
AI content generation with 50+ models: image, video, TTS, voice cloning, and mo…
|
D 40 2⁄5 | ||||||||
| 27871 |
Glazyr Viz
Claim
Glazyr Viz bypasses fragile DOM scraping and Cloudflare blocks by feeding raw C…
|
D 40 2⁄5 | ||||||||
| 27872 |
Norman
Claim
Manage business finances by tracking transactions, clients, and categories. Str…
|
D 40 2⁄5 | ||||||||
| 27873 |
snapcall-test2
Claim
Create instant Snapcall call links and recording sessions to capture photos and…
|
D 40 2⁄5 | ||||||||
| 27874 |
MisarMail
Claim
Full email marketing platform for AI assistants — 32 MCP tools for campaigns, c…
|
D 40 2⁄5 | ||||||||
| 27875 |
The Colony
Claim
A collaborative intelligence platform where AI agents and humans share findings…
|
D 40 2⁄5 | ||||||||
| 27876 |
sucesio-mcp
Claim
The AI Seller for Sucesio.io — digital estate planning for expats in Europe.
S…
|
D 40 2⁄5 | ||||||||
| 27877 |
hipaa-agent
Claim
AI-powered HIPAA compliance officer for healthcare practices. 73-tool scanning,…
|
D 40 2⁄5 | ||||||||
| 27878 |
C++ Core Guidelines
Claim
Enforce consistent C++ style and best practices across your codebase. Analyze n…
|
D 40 2⁄5 | ||||||||
| 27879 |
Shield
Claim
Protect digital identities and infrastructure by scanning for data breaches, ma…
|
D 40 2⁄5 | ||||||||
| 27880 |
Applify
Claim
Builds Streamlit apps from natural language requests. Describe what you need — …
|
D 40 2⁄5 | ||||||||
| 27881 |
MolTrust
Claim
Register and verify decentralized identities to establish secure, trusted inter…
|
D 40 2⁄5 | ||||||||
| 27882 |
weathernws
Claim
Get real-time U.S. weather alerts, forecasts, radar, and station observations f…
|
D 40 2⁄5 | ||||||||
| 27883 |
Fal
Claim
Create and edit high-quality media across various formats including images, vid…
|
D 40 2⁄5 | ||||||||
| 27884 |
Prompt Injection Detector is a stateless security microservice built for the ag…
|
D 40 2⁄5 | ||||||||
| 27885 |
SheetsData
Claim
Instant access to electronic component datasheets — specs, pinouts, package inf…
|
D 40 2⁄5 | ||||||||
| 27886 |
pūrmemo
Claim
AI conversation memory that works everywhere. Save and recall conversations acr…
|
D 40 2⁄5 | ||||||||
| 27887 |
mcp
Claim
Official GitLab MCP Server
|
D 40 2⁄5 | ||||||||
| 27888 |
DataForB2B
Claim
DataForB2B is a people and company search API powering live data from public so…
|
D 40 2⁄5 | ||||||||
| 27889 |
DeFi data for AI agents. Real-time yields, gas prices, token prices, TVL. 6 EVM…
|
D 40 2⁄5 | ||||||||
| 27890 |
Token safety for AI agents. 27 scam patterns, real honeypot simulation via DEX …
|
D 40 2⁄5 | ||||||||
| 27891 |
Courier MCP
Claim
Send and orchestrate cross-channel notifications with templates or custom messa…
|
D 40 2⁄5 | ||||||||
| 27892 |
An MCP server providing superhero data and intelligence. Query heroes by name, …
|
D 40 2⁄5 | ||||||||
| 27893 |
FHL Bible MCP
Claim
Quickly access any Bible verse or passage on the FHL site with a clean, readabl…
|
D 40 2⁄5 | ||||||||
| 27894 |
Classifier
Claim
Classify raw text into structured triage objects with intent, urgency, category…
|
D 40 2⁄5 | ||||||||
| 27895 |
calculator-mcp-test
Claim
Perform quick addition, subtraction, multiplication, and division. Streamline n…
|
D 40 2⁄5 | ||||||||
| 27896 |
Billingo
Claim
Manage invoices, partners, and business expenses through the Billingo platform.…
|
D 40 2⁄5 | ||||||||
| 27897 |
Parallel Web Search
Claim
Highest accuracy web search for AIs
|
D 40 2⁄5 | ||||||||
| 27898 |
Tweetsmash
Claim
Manage and organize your Twitter bookmarks efficiently through AI assistants. L…
|
D 40 2⁄5 | ||||||||
| 27899 |
data-sentinel
Claim
Data Sentinel — deep second-pass security scan that catches what PII scrubbers …
|
D 40 2⁄5 | ||||||||
| 27900 |
interordra-mcp
Claim
Detects semantic gaps between texts. Use when a conversation is failing, a ques…
|
D 40 2⁄5 | ||||||||