MCP Server Quality Scores
Independent quality analysis of 61045 public MCP servers
Last updated 3 hours, 32 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 29451 |
AgentDilemma
Claim
Submit a dilemma for blind community verdict with reasoning to improve low conf…
|
F 27 3⁄5 | ||||||||
| 29452 |
checklist.day Registry
Claim
Registry of Python AI/ML libraries: correct imports, quickstart code, and known…
|
F 27 3⁄5 | ||||||||
| 29453 |
document-processing
Claim
Extract text from documents, manipulate PDFs, and perform OCR on images.
|
F 27 3⁄5 | ||||||||
| 29454 |
SpriteCook
Claim
Generate game sprites and assets from text prompts for game development.
|
F 27 3⁄5 | ||||||||
| 29455 |
partsiq
Claim
Parts research for IT hardware brokers: PN normalization, validation, and prici…
|
F 27 3⁄5 | ||||||||
| 29456 |
MailJunky
Claim
Send emails, track events, and manage contacts with MailJunky.
|
F 27 3⁄5 | ||||||||
| 29457 |
Inferventis MCP Server
Claim
Loan & mortgage calculator, compound interest, ROI, crypto prices, FX conversio…
|
F 27 3⁄5 | ||||||||
| 29458 | F 27 3⁄5 | |||||||||
| 29459 |
MCP server for Mudrex futures trading enabling AI agents to securely access dat…
|
F 27 3⁄5 | ||||||||
| 29460 |
speakmanai
Claim
Multi-agent AI pipeline that generates professional Solution Architecture Docum…
|
F 27 3⁄5 | ||||||||
| 29461 |
The Microsoft Learn MCP Server is a remote MCP Server that enables clients like…
|
F 27 3⁄5 | ||||||||
| 29462 |
test
Claim
test
|
F 27 3⁄5 | ||||||||
| 29463 |
security-orchestra
Claim
Multi-agent MCP platform for data centers and critical power.
|
F 27 3⁄5 | ||||||||
| 29464 |
mcp
Claim
GibsonAI MCP server: manage your databases with natural language
|
F 27 3⁄5 | ||||||||
| 29465 |
coinex_mcp_server
Claim
# CoinEx MCP Server
A Model Context Protocol (MCP) server that enables AI agen…
|
F 27 3⁄5 | ||||||||
| 29466 |
foundation-discovery
Claim
Foundation discovery and grant intelligence for nonprofits. 174K+ US funders, I…
|
F 27 3⁄5 | ||||||||
| 29467 |
cave-title
Claim
AI real estate settlement with 5 specialized agents for blockchain transfers in…
|
F 27 3⁄5 | ||||||||
| 29468 |
Content Engine
Claim
AI content creation for autonomous agents. Generate video scripts, images, an…
|
F 27 3⁄5 | ||||||||
| 29469 |
coinbase-mcp
Claim
Coinbase MCP server — 20 tools for AI agent integration. Hosted by Junct.
|
F 27 3⁄5 | ||||||||
| 29470 |
MCP server for Pentest-Tools.com: run scans, manage findings and reports via yo…
|
F 27 3⁄5 | ||||||||
| 29471 |
vsfclubnew6
Claim
|
F 27 3⁄5 | ||||||||
| 29472 |
Dot - AI Data Analyst
Claim
Ask data questions in natural language. Get SQL, insights, and charts from your…
|
F 27 3⁄5 | ||||||||
| 29473 |
sylex-search
Claim
Universal search engine for AI agents. Discover products, services, and busines…
|
F 27 3⁄5 | ||||||||
| 29474 |
luviner
Claim
13 neural engines for time-series anomaly detection, classification, and root c…
|
F 27 3⁄5 | ||||||||
| 29475 |
Multi-LLM AI Research & Analysis — smart routing, consensus analysis, due dilig…
|
F 27 3⁄5 | ||||||||
| 29476 |
semantic-search
Claim
Semantic search for Historical Soundscapes. Search eventos, entities, filters. …
|
F 27 3⁄5 | ||||||||
| 29477 |
IOX Cloud
Claim
Deploy MCP servers and AI agents in seconds. AI generates code, deploy globally.
|
F 27 3⁄5 | ||||||||
| 29478 |
Generate, edit, and explore AI images. Flux, Imagen, LoRA identity swap, upscal…
|
F 27 3⁄5 | ||||||||
| 29479 |
vsfclub4
Claim
|
F 27 3⁄5 | ||||||||
| 29480 |
Product Source
Claim
Real-time product data across 450+ retailers — look up any UPC for prices, imag…
|
F 27 3⁄5 | ||||||||
| 29481 |
Talk2Data InsightGenius
Claim
Analyze survey data (.sav, .csv, .xlsx) through Claude — crosstabs with signifi…
|
F 27 3⁄5 | ||||||||
| 29482 |
api
Claim
Purpose-aware accessibility scoring for every coordinate in Japan.
|
F 27 3⁄5 | ||||||||
| 29483 |
CrabbitMQ
Claim
Async message queue for AI agents. Self-provision queues, push/poll messages, n…
|
F 27 3⁄5 | ||||||||
| 29484 |
Medical RAG: semantic search for clinical guidelines, drug interactions, diagno…
|
F 27 3⁄5 | ||||||||
| 29485 |
Generate on-brand content, manage leads, and run outreach across 6 channels fro…
|
F 27 3⁄5 | ||||||||
| 29486 |
vsfclub5
Claim
|
F 27 3⁄5 | ||||||||
| 29487 |
college-baseball
Claim
Live NCAA DI college baseball scores, standings, schedules, rankings, and saber…
|
F 27 3⁄5 | ||||||||
| 29488 |
kernel-mcp-server
Claim
Access Kernel's cloud-based browsers and app actions via MCP (remote HTTP + OAu…
|
F 27 3⁄5 | ||||||||
| 29489 |
namemyapp
Claim
Brandable business names with live domain availability + one-click buy URLs.
|
F 26 3⁄5 | ||||||||
| 29490 |
AI agents use CalmBoard MCP to access board data, tasks, insights, and project …
|
F 26 3⁄5 | ||||||||
| 29491 |
Access family personality profiles, relationship reports, and relational patter…
|
F 26 3⁄5 | ||||||||
| 29492 |
SQLite databases on the edge. Create per-agent databases, run SQL, branch schem…
|
F 26 3⁄5 | ||||||||
| 29493 |
Get social media data from Instagram and TikTok: profiles, posts, videos, comme…
|
F 26 3⁄5 | ||||||||
| 29494 |
Connect your Zotero reference library to AI assistants via Model Context Protoc…
|
F 26 3⁄5 | ||||||||
| 29495 |
Humanize AI text to bypass GPTZero, Turnitin, Originality.ai. Stealth, Academic…
|
F 26 3⁄5 | ||||||||
| 29496 |
Persistent memory for AI agents with OAuth-backed hosted MCP access.
|
F 26 3⁄5 | ||||||||
| 29497 |
Cloud-hosted MCP server for secure AI access to enterprise data sources via CDa…
|
F 26 3⁄5 | ||||||||
| 29498 |
Agent-to-agent cloud service: deploys and runs your apps and services — domains…
|
F 26 3⁄5 | ||||||||
| 29499 |
MCP server for Anzenna
|
F 26 3⁄5 | ||||||||
| 29500 |
mcp
Claim
Screenshot, diff, audit and sitemap-capture any web page — 5 MCP tools for AI a…
|
F 26 3⁄5 | ||||||||
