MCP Server Quality Scores

Independent quality analysis of 60956 public MCP servers

60956
Discovered
29977
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 8 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
27851
emmanuel
Access U.S. National Weather Service alerts, forecasts, radar, and aviation adv…
D 40 25 0 81
27852
sigaihealth
Search 585+ free cancer support resources across Washington State in 7 languages
D 40 24 0 81
27853
kopern
Full AI agent lifecycle platform — create, grade, optimize, deploy and orchestr…
D 40 25 0 81
27854
antoinebou12
UML-MCP Claim
UML-MCP Server is an MCP (Model Context Protocol) powered diagram generation se…
D 40 25 0 81
27855
product_intelligence
Shoptera Claim
Shoptera Product Intelligence Search product catalogs across thousands of Centr…
D 40 25 0 81
27856
myagentinbox
Create and manage temporary email addresses that expire automatically after 24 …
D 40 25 0 81
27857
mefta.sadat2
pcx Claim
Search Loblaw’s grocery catalog to quickly find products. Run multiple keyword …
D 40 25 0 81
27858
exa-labs
Find open-source libraries and fetch contextual code snippets by version to acc…
D 40 25 0 81
27859
vedastro
Vedic astrology calculations powered by [VedAstro.org](https://vedastro.org). A…
D 40 25 0 81
27860
toshipon
kaizen-lab Claim
KaizenLab is an AI-native hypothesis validation platform for product teams runn…
D 40 25 0 81
27861
theconstructionstandard
Get product information, features, pricing, licensing FAQs, and role-specific b…
D 40 25 0 81
27862
ghostprotocol
# MCP Directory Submissions This page tracks Ghost Protocol MCP listing readin…
D 40 25 0 81
27863
rafsilva85
The curated marketplace for AI agent skills. Search, discover, and install veri…
D 40 25 0 81
27864
data-transform-agent
Convert data between over 40 formats including JSON, CSV, Excel, and PDF. Restr…
D 40 25 0 81
27865
kodey_ai
kodey-pdf-mcp Claim 1
MCP server for PDF operations — detect form fields, fill forms, and upload to C…
D 40 24 0 81
27866
decern
Decern Claim
Manage customer relationships and sales pipelines through a centralized interfa…
D 40 25 0 81
27867
agentpact
AgentPact Claim
Facilitate the discovery and exchange of services through a specialized marketp…
D 40 25 0 81
27868
labelhead
Public MCP server surfacing LabelHead's artist momentum intelligence. Discover …
D 40 25 0 81
27869
couchloop
CouchLoop EQ Claim
CouchLoop EQ provides behavioral governance for LLMs. It monitors AI responses …
D 40 25 0 81
27870
hexiaochun
xSkill AI Claim
AI content generation with 50+ models: image, video, TTS, voice cloning, and mo…
D 40 25 0 81
27871
glazyr
Glazyr Viz Claim
Glazyr Viz bypasses fragile DOM scraping and Cloudflare blocks by feeding raw C…
D 40 25 0 81
27872
norman
Norman Claim
Manage business finances by tracking transactions, clients, and categories. Str…
D 40 25 0 81
27873
pierre
Create instant Snapcall call links and recording sessions to capture photos and…
D 40 25 0 81
27874
misarmail
MisarMail Claim
Full email marketing platform for AI assistants — 32 MCP tools for campaigns, c…
D 40 25 0 81
27875
thecolony
The Colony Claim
A collaborative intelligence platform where AI agents and humans share findings…
D 40 25 0 81
27876
nponette
sucesio-mcp Claim
The AI Seller for Sucesio.io — digital estate planning for expats in Europe. S…
D 40 25 0 81
27877
hipaaagent
hipaa-agent Claim
AI-powered HIPAA compliance officer for healthcare practices. 73-tool scanning,…
D 40 25 0 81
27878
SongJiangzhou
Enforce consistent C++ style and best practices across your codebase. Analyze n…
D 40 25 0 81
27879
ShieldAPI
Shield Claim
Protect digital identities and infrastructure by scanning for data breaches, ma…
D 40 25 0 81
27880
omnivibes
Applify Claim
Builds Streamlit apps from natural language requests. Describe what you need — …
D 40 25 0 81
27881
moltrust
MolTrust Claim
Register and verify decentralized identities to establish secure, trusted inter…
D 40 25 0 81
27882
emmanuel
weathernws Claim
Get real-time U.S. weather alerts, forecasts, radar, and station observations f…
D 40 25 0 81
27883
aiamindennapokban
Fal Claim
Create and edit high-quality media across various formats including images, vid…
D 40 25 0 81
27884
found402
Prompt Injection Detector is a stateless security microservice built for the ag…
D 40 25 0 81
27885
sheetsdata
SheetsData Claim
Instant access to electronic component datasheets — specs, pinouts, package inf…
D 40 25 0 81
27886
purmemo
pūrmemo Claim
AI conversation memory that works everywhere. Save and recall conversations acr…
D 40 25 0 81
27887
mcp Claim
Official GitLab MCP Server
D 40 25 0 81
27888
DataForB2B
DataForB2B Claim
DataForB2B is a people and company search API powering live data from public so…
D 40 25 0 81
27889
aigen
DeFi data for AI agents. Real-time yields, gas prices, token prices, TVL. 6 EVM…
D 40 25 0 81
27890
safeagent
Token safety for AI agents. 27 scam patterns, real honeypot simulation via DEX …
D 40 25 0 81
27891
mike
Courier MCP Claim
Send and orchestrate cross-channel notifications with templates or custom messa…
D 40 25 0 81
27892
jarvis-stark1985
An MCP server providing superhero data and intelligence. Query heroes by name, …
D 40 25 0 81
27893
fhl
Quickly access any Bible verse or passage on the FHL site with a clean, readabl…
D 40 25 0 81
27894
intake-triage
Classifier Claim
Classify raw text into structured triage objects with intent, urgency, category…
D 40 25 0 81
27895
f11m4at4
Perform quick addition, subtraction, multiplication, and division. Streamline n…
D 40 25 0 81
27896
aiamindennapokban
Billingo Claim
Manage invoices, partners, and business expenses through the Billingo platform.…
D 40 25 0 81
27897
parallel
Highest accuracy web search for AIs
D 40 25 0 81
27898
RamyaChinnadurai
Tweetsmash Claim
Manage and organize your Twitter bookmarks efficiently through AI assistants. L…
D 40 25 0 81
27899
found402
Data Sentinel — deep second-pass security scan that catches what PII scrubbers …
D 40 25 0 81
27900
rosibisdev
Detects semantic gaps between texts. Use when a conversation is failing, a ques…
D 40 25 0 81
Showing 27851–27900 of 60956 servers
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