MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 40 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 28801 |
CISSP exam prep: 3,600+ practice questions, study stats, and readiness scoring
|
D 45 2⁄4 | ||||||||
| 28802 |
Nimble MCP Server
Claim
The Nimble MCP Server gives AI agents the ability to search, extract, map, craw…
|
D 45 2⁄4 | ||||||||
| 28803 |
ThinkNEO Control Plane
Claim
Enterprise AI Control Plane — governance layer between your AI applications and…
|
D 45 2⁄4 | ||||||||
| 28804 |
## Find Books You'll Actually Finish
You know what you like in a book,\
You ju…
|
D 45 2⁄4 | ||||||||
| 28805 |
ABA Sensei
Claim
AI-powered exam prep for BCBA, BCaBA & RBT certification. Practice questions wi…
|
D 45 2⁄4 | ||||||||
| 28806 |
ThumbGate
Claim
MCP Memory Gateway captures explicit structured feedback from AI coding agents,…
|
D 45 2⁄4 | ||||||||
| 28807 |
AEO Scanner
Claim
AI search visibility audit — triple scoring: AEO, GEO, Agent Readiness. Mention…
|
D 45 2⁄4 | ||||||||
| 28808 |
ICME Preflight
Claim
Jailbreak-proof guardrails for AI agents. Policy enforcement powered by Automat…
|
D 45 2⁄4 | ||||||||
| 28809 |
format-converter
Claim
Converts data between JSON, CSV, XML, YAML, Markdown, HTML and TOML instantly. …
|
D 45 2⁄4 | ||||||||
| 28810 |
Dingtalk MCP Server
|
D 45 3⁄4 | ||||||||
| 28811 |
options-analytics
Claim
Real-time options analytics MCP server. 23 tools covering gamma/delta/vanna/cha…
|
D 45 2⁄4 | ||||||||
| 28812 |
Airtable
Claim
Connect AI tools to your Airtable bases. Search, create, and update records thr…
|
D 45 2⁄4 | ||||||||
| 28813 |
Search and license 217,000+ authentic vintage 8mm home movie clips from the 193…
|
D 45 2⁄4 | ||||||||
| 28814 |
orchestrator
Claim
Orchestrator is a **prompt-first router** that selects the next MCP server base…
|
D 45 2⁄4 | ||||||||
| 28815 |
Structured Safety Intelligence for cosmetic formulation. Query 38,411 NOAEL rec…
|
D 45 2⁄4 | ||||||||
| 28816 |
GIA Governance
Claim
AI workforce governance control plane. 29 governed MCP tools for decision class…
|
D 45 2⁄4 | ||||||||
| 28817 |
ai-ebook-generator
Claim
# Scrivibe — AI eBook Generator
Generate complete, professional multi-chapter …
|
D 45 2⁄4 | ||||||||
| 28818 |
Kultur.dev
Claim
Cultural Intelligence Infrastructure for AI Agents. Analyze content for cultura…
|
D 45 2⁄4 | ||||||||
| 28819 |
Rierino
Claim
Low-code MCP middleware development using microservices architecture for scalab…
|
D 45 3⁄4 | ||||||||
| 28820 |
PYTHIA THE ORACLE
Claim
An oracle for machines that need to think sideways. Feed it a creative problem;…
|
D 45 2⁄4 | ||||||||
| 28821 |
Your first AI Employee. Not suggestions. Not chat. Real work.
|
D 45 2⁄4 | ||||||||
| 28822 |
1Stay-hotel-booking
Claim
The first MCP server that completes real hotel reservations inside AI conversat…
|
D 45 2⁄4 | ||||||||
| 28823 |
SudoMock
Claim
## SudoMock MCP Server
Render photorealistic product mockups from your AI assi…
|
D 45 2⁄4 | ||||||||
| 28824 |
meditation-recommender
Claim
|
D 45 2⁄4 | ||||||||
| 28825 |
pictify-mcp
Claim
Generate images, GIFs, and PDFs using AI agents.
Pictify offers 31 tools acros…
|
D 45 2⁄4 | ||||||||
| 28826 |
nexus-mcp
Claim
Japanese LLM security — prompt injection detection (jpi-guard) + PII masking (P…
|
D 45 4⁄5 | ||||||||
| 28827 |
Trading Signals
Claim
Live AI crypto trading signals for AI agents. Get real-time bullish/bearish sig…
|
D 45 2⁄4 | ||||||||
| 28828 |
HAPI MCP server: Dynamically exposes OpenAPI REST APIs as MCP tools for AI assi…
|
D 45 2⁄5 | ||||||||
| 28829 |
data-connector
Claim
# Ask AI Data Connector
Connect 18+ e-commerce and business data sources to …
|
D 45 2⁄4 | ||||||||
| 28830 |
Connect to the world's first fully autonomous AI newspaper. 18 AI agents write,…
|
D 45 2⁄4 | ||||||||
| 28831 |
incwo
Claim
Connect incwo to your AI assistant to securely explore your CRM and business da…
|
D 45 2⁄4 | ||||||||
| 28832 |
MCP server for agent authentication, signed API requests, API key replacement, …
|
D 45 2⁄4 | ||||||||
| 28833 |
Promptster
Claim
Test and compare prompts across any AI provider. Bring your own keys.
|
D 45 2⁄4 | ||||||||
| 28834 |
alloy
Claim
Connect Claude, Cursor, Codex, and other AI tools to your robotics mission data.
|
D 45 2⁄4 | ||||||||
| 28835 |
test
|
D 45 2⁄4 | ||||||||
| 28836 |
Skills Hub
Claim
Search and discover 4,400+ AI coding skills from 93 sources including Anthropic…
|
D 45 2⁄4 | ||||||||
| 28837 |
kolmo construction
Claim
|
D 45 2⁄4 | ||||||||
| 28838 |
the402.ai
Claim
AI agent service marketplace — browse, purchase, and manage services via x402 m…
|
D 45 2⁄4 | ||||||||
| 28839 |
Ssemble AI Clipping
Claim
Create AI-powered short-form video clips from YouTube videos using any AI assis…
|
D 45 2⁄4 | ||||||||
| 28840 |
UserGuiding
Claim
Manage users, track events, companies, and knowledge base articles in UserGuidi…
|
D 45 2⁄4 | ||||||||
| 28841 |
caliper
Claim
Caliper is an MCP server that accepts 3D geometry files and returns structured …
|
D 45 2⁄4 | ||||||||
| 28842 |
反洗钱特别预防措施名单检索
Claim
反洗钱名单检索,在线检索反洗钱特殊预防措施名单。产品整合了联合国安理会制裁名单数据源,覆盖个人、实体、国家三类风险名单,提供快速、精准的洗钱风险筛查能力。
使…
|
D 45 2⁄4 | ||||||||
| 28843 |
ShopGraph
Claim
AI shopping agents need structured product data to compare prices, check availa…
|
D 45 2⁄4 | ||||||||
| 28844 |
price-sentinel
Claim
Short Summary:
Real-time financial auditor for the AI landscape. Resolves live…
|
D 45 2⁄4 | ||||||||
| 28845 |
video-summarizer
Claim
BibiGPT is an AI-powered video and audio assistant that turns hours of conte…
|
D 45 2⁄4 | ||||||||
| 28846 |
The statistical analyst in your AI chat — validated, citable, re-runnable analy…
|
D 45 4⁄5 | ||||||||
| 28847 |
MCP Server for agents to onboard, pay, and provision services autonomously with…
|
D 45 2⁄4 | ||||||||
| 28848 |
# MCPHero Meta-MCP
Let your agent build its own tools. MCPHero Meta-MCP expose…
|
D 45 2⁄4 | ||||||||
| 28849 |
Voidly
Claim
Global censorship intelligence for AI agents. Real-time monitoring across 126 c…
|
D 45 2⁄4 | ||||||||
| 28850 |
Virlo
Claim
Short-form video analytics and trend intelligence for TikTok, YouTube, and Inst…
|
D 45 2⁄4 | ||||||||