MCP Server Quality Scores
Independent quality analysis of 60996 public MCP servers
Last updated 2 hours, 26 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 28101 |
Wistia API
Claim
Manage Wistia videos, channels, folders, captions, customizations, and analytic…
|
D 40 2⁄5 | ||||||||
| 28102 |
pūrmemo
Claim
AI conversation memory that works everywhere. Save and recall conversations acr…
|
D 40 2⁄5 | ||||||||
| 28103 |
AppHandoff MCP Server
Claim
Shared live context for AI agents and humans — API specs, DB schemas, and contr…
|
D 40 2⁄5 | ||||||||
| 28104 |
Monitor websites, APIs, and services with 44 tools across 22 protocols (HTTP, T…
|
D 40 2⁄5 | ||||||||
| 28105 |
GitHub Wiki Explorer
Claim
Navigate and understand GitHub repository documentation effortlessly by retriev…
|
D 40 2⁄5 | ||||||||
| 28106 |
Circle MCP Server
Claim
Operate and audit your Circle.so community from Claude with tools for spaces, p…
|
D 40 2⁄5 | ||||||||
| 28107 |
Billingo
Claim
Manage invoices, partners, and business expenses through the Billingo platform.…
|
D 40 2⁄5 | ||||||||
| 28108 |
calculator-mcp-test
Claim
Perform quick addition, subtraction, multiplication, and division. Streamline n…
|
D 40 2⁄5 | ||||||||
| 28109 |
Classifier
Claim
Classify raw text into structured triage objects with intent, urgency, category…
|
D 40 2⁄5 | ||||||||
| 28110 |
FHL Bible MCP
Claim
Quickly access any Bible verse or passage on the FHL site with a clean, readabl…
|
D 40 2⁄5 | ||||||||
| 28111 |
ClawSpan ShardLink MCP
Claim
Agent-first task marketplace MCP — discover, claim, and deliver paid workspace …
|
D 40 2⁄5 | ||||||||
| 28112 |
An MCP server providing superhero data and intelligence. Query heroes by name, …
|
D 40 2⁄5 | ||||||||
| 28113 |
Courier MCP
Claim
Send and orchestrate cross-channel notifications with templates or custom messa…
|
D 40 2⁄5 | ||||||||
| 28114 |
Token safety for AI agents. 27 scam patterns, real honeypot simulation via DEX …
|
D 40 2⁄5 | ||||||||
| 28115 |
DeFi data for AI agents. Real-time yields, gas prices, token prices, TVL. 6 EVM…
|
D 40 2⁄5 | ||||||||
| 28116 |
HefestoAI
Claim
Analyze code snippets for quality issues and semantic drift to maintain high so…
|
D 40 2⁄5 | ||||||||
| 28117 |
apteka-cis
Claim
CIS pharmacy aggregator — search medicines, compare prices, and find pharmacies…
|
D 40 2⁄5 | ||||||||
| 28118 |
interordra-mcp
Claim
Detects semantic gaps between texts. Use when a conversation is failing, a ques…
|
D 40 2⁄5 | ||||||||
| 28119 |
MCP server for Google's Gemini File Search and RAG (Retrieval-Augmented Generat…
|
D 40 2⁄5 | ||||||||
| 28120 |
DataForB2B
Claim
DataForB2B is a people and company search API powering live data from public so…
|
D 40 2⁄5 | ||||||||
| 28121 |
312K+ FL commercial parcels, 6,400+ verified listings, AI visibility reports, x…
|
D 40 2⁄4 | ||||||||
| 28122 |
mcp
Claim
Official GitLab MCP Server
|
D 40 2⁄5 | ||||||||
| 28123 |
Younanix Memory MCP
Claim
Younanix Memory MCP gives autonomous AI agents access to real-world engineering…
|
D 40 2⁄5 | ||||||||
| 28124 |
roundHR MCP
Claim
roundHR MCP
- Data Analysis report
- Get Candidate info
|
D 40 2⁄5 | ||||||||
| 28125 |
MCP server for Instagram Graph API — publish photos, reels, carousels, and stor…
|
D 40 2⁄5 | ||||||||
| 28126 |
speakmanai
Claim
# SpeakmanAI MCP Server
Generate professional **Solution Architecture Document…
|
D 40 2⁄5 | ||||||||
| 28127 |
SheetsData
Claim
Instant access to electronic component datasheets — specs, pinouts, package inf…
|
D 40 2⁄5 | ||||||||
| 28128 |
sucesio-mcp
Claim
The AI Seller for Sucesio.io — digital estate planning for expats in Europe.
S…
|
D 40 2⁄5 | ||||||||
| 28129 |
CompetLab MCP Server
Claim
Competitive intelligence platform with 24 tools. Monitor competitor pricing, co…
|
D 40 2⁄5 | ||||||||
| 28130 |
Schedule and manage Google Calendar events directly from your workspace. Check …
|
D 40 2⁄5 | ||||||||
| 28131 |
C++ Core Guidelines
Claim
Enforce consistent C++ style and best practices across your codebase. Analyze n…
|
D 40 2⁄5 | ||||||||
| 28132 |
hipaa-agent
Claim
AI-powered HIPAA compliance officer for healthcare practices. 73-tool scanning,…
|
D 40 2⁄5 | ||||||||
| 28133 |
MisarMail
Claim
Full email marketing platform for AI assistants — 32 MCP tools for campaigns, c…
|
D 40 2⁄5 | ||||||||
| 28134 |
Search and discover 600+ ranked AI agents, bots, LLMs, MCP servers, and framewo…
|
D 40 2⁄5 | ||||||||
| 28135 |
Pre-backlog idea management with decision tracking, signals, and RICE scoring.
|
F 39 4⁄5 | ||||||||
| 28136 |
Backlink Analysis MCP for AI Agents: authority, referring domains, and competit…
|
F 38 2⁄5 | ||||||||
| 28137 |
Calibrated probabilistic foresight for AI agents, powered by live prediction-ma…
|
F 38 3⁄5 | ||||||||
| 28138 |
Automate video creation and editing workflows by rendering scenes, templates, a…
|
F 36 4⁄5 | ||||||||
| 28139 |
Tavily
Claim
Search the web for high-quality, up-to-date results, extract clean content, cra…
|
F 35 3⁄3 | ||||||||
| 28140 |
Conduct comprehensive literature reviews efficiently by searching research pape…
|
F 35 3⁄3 | ||||||||
| 28141 |
Immolog MCP SSE Server
Claim
Provide a specialized MCP server using Server-Sent Events (SSE) to integrate Im…
|
F 35 3⁄3 | ||||||||
| 28142 |
Turf Network
Claim
Get real-time market data across global equities and crypto to accelerate inves…
|
F 35 3⁄3 | ||||||||
| 28143 |
Register a delivery confirmation pattern
|
F 34 2⁄5 | ||||||||
| 28144 |
Governed access to enterprise SaaS tools through Averta MCP agents.
|
F 34 2⁄5 | ||||||||
| 28145 |
PostgreSQL database administrator with serverless query routing.
|
F 34 2⁄5 | ||||||||
| 28146 |
French AI marketing intelligence: creators, brands, social listening — 158 MCP …
|
F 34 2⁄5 | ||||||||
| 28147 |
Manage Chili Piper scheduling links, meetings, routing rules, and teams. Admin …
|
F 34 2⁄5 | ||||||||
| 28148 |
Connect AI Assistant to Fibery — operating system for orgs run by nerds.
|
F 34 2⁄5 | ||||||||
| 28149 |
Multi-asset whale forensics: BTC, ETH, SOL, USDT, tokenized gold. 45 tools, fre…
|
F 34 2⁄5 | ||||||||
| 28150 |
Cross-product MCP server for CRM, LeadKit, ProjectKit, Bookio. 10 action types,…
|
F 34 2⁄5 | ||||||||