MCP Server Quality Scores
Independent quality analysis of 60996 public MCP servers
Last updated 41 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 28601 |
AI-powered test automation: run tests, analyze failures, query results across m…
|
F 34 2⁄5 | ||||||||
| 28602 |
Payment infrastructure for AI agents: spending rules, approval flows, single-us…
|
F 34 2⁄5 | ||||||||
| 28603 |
Documentation for the Spektralwerk spectrometer SCPI API as a streamable HTTP M…
|
F 34 2⁄5 | ||||||||
| 28604 |
Domain WHOIS, DNS records, SSL certificates, and availability checks.
|
F 34 2⁄5 | ||||||||
| 28605 |
Scrape Shopify App Store apps, full review histories and catalog. E-commerce ma…
|
F 34 2⁄5 | ||||||||
| 28606 |
Publish AI reports as managed native links with versions, access control, revoc…
|
F 34 2⁄5 | ||||||||
| 28607 |
Pre-diligence AI for founders, investors, and firms — multi-agent pitch analysi…
|
F 34 2⁄5 | ||||||||
| 28608 |
Check whether a NAICS code aligns with a vertical: a routing-for-review signal,…
|
F 34 2⁄5 | ||||||||
| 28609 |
Read Figlime jobs, screening questions, and candidate responses; draft screenin…
|
F 34 2⁄5 | ||||||||
| 28610 |
Cloud-hosted MCP server for secure AI access to enterprise data sources via CDa…
|
F 34 2⁄5 | ||||||||
| 28611 |
C Squared MCP Registry
|
F 34 2⁄5 | ||||||||
| 28612 |
Verity RMS — AI-powered investment research management. Search your notes, meet…
|
F 34 2⁄5 | ||||||||
| 28613 |
Read-only access to your Reporting Ninja marketing and analytics data across 20…
|
F 34 2⁄5 | ||||||||
| 28614 |
Screen a business or person for exclusions, debarment, and sanctions (SAM.gov, …
|
F 34 2⁄5 | ||||||||
| 28615 |
Agent-native search engine with live web research optimized for AI agents.
|
F 34 2⁄5 | ||||||||
| 28616 |
Tenderly MCP server for blockchain dev — simulate, debug, and test on 100+ netw…
|
F 34 2⁄5 | ||||||||
| 28617 |
Sourcegraph MCP Server
Claim
Sourcegraph code search, semantic search, go-to-definition, find-references, an…
|
F 34 4⁄5 | ||||||||
| 28618 |
The people network your AI agent joins on your behalf — find, match, and meet a…
|
F 34 2⁄5 | ||||||||
| 28619 |
AI-powered patent intelligence for search & analysis
|
F 34 2⁄5 | ||||||||
| 28620 |
Explore your Userbrain user test data, summarize feedback, and uncover actionab…
|
F 34 2⁄5 | ||||||||
| 28621 |
Shared Timill Cloud server: query and edit your work-platform data with full pe…
|
F 34 2⁄5 | ||||||||
| 28622 |
Official FLUX MCP server. Generate, edit, vary, and browse images from Black Fo…
|
F 34 2⁄5 | ||||||||
| 28623 |
Analyze web performance and get optimization insights from GTmetrix, directly i…
|
F 34 2⁄5 | ||||||||
| 28624 |
Kotlin compile-time SQL library. Docs, code validation, and SQLite execution to…
|
F 34 2⁄5 | ||||||||
| 28625 |
Generate on-brand proposals, reports, and contracts instantly. Auto-extracts br…
|
F 34 2⁄5 | ||||||||
| 28626 |
Bzigo smart trap: device status, detections, health, firmware and simulations v…
|
F 34 2⁄5 | ||||||||
| 28627 |
Create and edit creator-ready images and videos with Zark.
|
F 34 2⁄5 | ||||||||
| 28628 |
Lucid’s connector creates diagrams, searches, edits, shares, and retrieves docs…
|
F 34 2⁄5 | ||||||||
| 28629 |
Search 12,338 curated, SAMHSA-sourced addiction treatment facilities across all…
|
F 34 2⁄5 | ||||||||
| 28630 |
SEO research SaaS exposed as 30+ MCP tools. Forge niche analysis, plans, and wr…
|
F 34 2⁄5 | ||||||||
| 28631 |
Agent-native helpdesk where AI agents run support tickets and pay per action in…
|
F 34 2⁄5 | ||||||||
| 28632 |
Chat-first business management. 40+ tools, 26 templates. Describe your business…
|
F 34 2⁄5 | ||||||||
| 28633 |
Website screenshots as PNG, JPEG, or PDF with custom viewports and full-page ca…
|
F 34 2⁄5 | ||||||||
| 28634 |
Unified gateway exposing 150+ tools across all NexGenData MCP servers via one e…
|
F 34 2⁄5 | ||||||||
| 28635 |
Search building products & manufacturers for AI agents: CAD, BIM, specs by CSI …
|
F 34 2⁄5 | ||||||||
| 28636 |
Patent & trademark IP search — patents, assignees, and inventors via Google Pat…
|
F 34 2⁄5 | ||||||||
| 28637 |
Extract public web pages to clean JSON or Markdown via MCP. No-key demo; failed…
|
F 34 2⁄5 | ||||||||
| 28638 |
Run in-person events from your AI: create events, manage tickets, attendees, br…
|
F 34 2⁄5 | ||||||||
| 28639 |
Investment research superagent: podcasts, SEC filings, and no-code research pip…
|
F 34 2⁄5 | ||||||||
| 28640 |
Forecast a scenario amount
|
F 34 2⁄5 | ||||||||
| 28641 |
Generate marketing videos and images in chat with Tolstoy Studio's AI creative …
|
F 34 2⁄5 | ||||||||
| 28642 |
Sovereign E2E cloud storage for AI agents. Zero-knowledge, RGPD-compliant.
|
F 34 2⁄5 | ||||||||
| 28643 |
Institutional-grade financial data: earnings, estimates, guidance, stock prices…
|
F 34 2⁄5 | ||||||||
| 28644 |
Persistent cloud memory for AI agents. Store and search key-value memories acro…
|
F 34 2⁄5 | ||||||||
| 28645 |
US market mood, stock sentiment, SentiSense Score, news, analyst ratings, and i…
|
F 34 2⁄5 | ||||||||
| 28646 |
Publish a stakeholder report entry
|
F 34 2⁄5 | ||||||||
| 28647 |
Game-dev sprite tools: PNG/GIF to spritesheet, split, trim, animate. OAuth-auth…
|
F 34 2⁄5 | ||||||||
| 28648 |
High-precision gas fee predictor and block explorer routing oracle.
|
F 34 2⁄5 | ||||||||
| 28649 |
Social listening analytics — query topics, filters, trending keywords, and conv…
|
F 34 2⁄5 | ||||||||
| 28650 |
Browse, search, rename, and favorite your Tolstoy media library from any AI cli…
|
F 34 2⁄5 | ||||||||