MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 2 hours, 53 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 31701 |
DevSpeak
Claim
Official DevSpeak MCP server — translate technical text into formal specs from …
|
F 23 3⁄5 | ||||||||
| 31702 |
Verify contractor licenses: 50 states + DC + 8 cities — status, expiration, dis…
|
F 23 3⁄5 | ||||||||
| 31703 |
Fodda Knowledge Graphs
Claim
Expert-curated knowledge graphs for AI agents — PSFK Retail, Beauty, Sports and…
|
F 23 3⁄5 | ||||||||
| 31704 |
suma-memory
Claim
Persistent memory for Claude Code and Cursor. Stop re-explaining your project e…
|
F 23 3⁄5 | ||||||||
| 31705 |
ozor
Claim
Generate AI videos from a prompt or document (PDF/PPTX/DOCX/URL) and export sha…
|
F 23 3⁄5 | ||||||||
| 31706 |
server
Claim
Manage videos, playlists, analytics, and monetization for OTT streaming service…
|
F 23 3⁄5 | ||||||||
| 31707 |
Send a finance-review message
|
F 22 3⁄5 | ||||||||
| 31708 |
SEC, Congress, FDA, crypto, app reviews and live jobs: scored signals. 18 tools…
|
F 22 3⁄5 | ||||||||
| 31709 |
Identity infrastructure for the AI economy. Confirms if someone is known; retur…
|
F 22 3⁄5 | ||||||||
| 31710 |
Scientific literature analyzer and clinical search aggregator.
|
F 22 3⁄5 | ||||||||
| 31711 |
Medical RAG: semantic search for clinical guidelines, drug interactions, diagno…
|
F 22 3⁄5 | ||||||||
| 31712 |
No-data MCP handoff for local Claude Code to Codex harness moves. $49 lifetime.
|
F 22 3⁄5 | ||||||||
| 31713 |
Greet anyone with a friendly, personalized hello. Explore the origin story of '…
|
F 22 3⁄5 | ||||||||
| 31714 |
E-commerce inventory and catalog data structuring tool.
|
F 22 3⁄5 | ||||||||
| 31715 |
x402 dataset vending for AI agents: list, preview, quote, purchase, needs intak…
|
F 22 3⁄5 | ||||||||
| 31716 |
Scan any website for AI readiness — 100-point score across 6 AEO categories in …
|
F 22 3⁄5 | ||||||||
| 31717 |
Free, copyright-safe AI music library for video creators and AI agents.
|
F 22 3⁄5 | ||||||||
| 31718 |
Viral waitlists with referral tracking, leaderboards, analytics, and built-in t…
|
F 22 3⁄5 | ||||||||
| 31719 |
Real-time Twitter/X data miner and sentiment parser for autonomous bots.
|
F 22 3⁄5 | ||||||||
| 31720 |
Gives your AI agent your story map and given/when/then acceptance criteria. Rea…
|
F 22 3⁄5 | ||||||||
| 31721 |
Stablecoin Yield Index (SYX) and live USDC vault APYs across Ethereum, Base, Ar…
|
F 22 3⁄5 | ||||||||
| 31722 |
Agent search: query-tailored web/news/paper/podcast segments, not full pages or…
|
F 22 3⁄5 | ||||||||
| 31723 |
NLocq
|
F 22 3⁄5 | ||||||||
| 31724 |
Servidor MCP de Normatia para la normativa técnica en edificación.
|
F 22 3⁄5 | ||||||||
| 31725 |
UPDATED 9/1/2025! NEW TOOLS! Use the Redis Stream tools with n8n MCP Client Nod…
|
F 22 3⁄5 | ||||||||
| 31726 |
Select a contact for a client brief
|
F 22 3⁄5 | ||||||||
| 31727 |
Manage test suites, run tests, view results, and automate QA workflows via AI w…
|
F 22 3⁄5 | ||||||||
| 31728 |
G2, Trustpilot, Yelp reviews with sentiment and theme extraction across sources.
|
F 22 3⁄5 | ||||||||
| 31729 |
Search GitHub, npm, PyPI, StackOverflow, ArXiv from one MCP — built for coding …
|
F 22 3⁄5 | ||||||||
| 31730 |
Find clinical trials overdue on legally required results reporting, by sponsor …
|
F 22 3⁄5 | ||||||||
| 31731 |
Protein analysis: ESM-2/ESMC embeddings, mutation scoring, landscape scans, ESM…
|
F 22 3⁄5 | ||||||||
| 31732 |
SEO research SaaS exposed as 30+ MCP tools. Forge niche analysis, plans, and wr…
|
F 22 3⁄5 | ||||||||
| 31733 |
Mesh spatial optimizer reducing geometric overhead in 3D assets.
|
F 22 3⁄5 | ||||||||
| 31734 |
Documentation for the Spektralwerk spectrometer SCPI API as a streamable HTTP M…
|
F 22 3⁄5 | ||||||||
| 31735 |
중소 제조기업용 ERP 조회 전용 MCP 서버(재고·매출·채권·수주/발주·회계). 쓰기 도구 없음.
|
F 22 3⁄5 | ||||||||
| 31736 |
Query cryptocurrency on-chain data, OHLCV prices, market data, and Research & Q…
|
F 22 3⁄5 | ||||||||
| 31737 |
Pay-per-call Swiss retail price intelligence (22 retailers). $0.01 USDC via x40…
|
F 22 3⁄5 | ||||||||
| 31738 |
AI evaluation and observability platform — query experiments, logs, datasets, a…
|
F 22 3⁄5 | ||||||||
| 31739 |
EVM audit (Slither + source + security.txt + MCP-probe + wallet-exposure). 6 to…
|
F 22 3⁄5 | ||||||||
| 31740 |
Free e-signature for humans and AI agents — zero-document PDF signing from hash…
|
F 22 3⁄5 | ||||||||
| 31741 |
20 MCP tools for Pitt County NC real estate — parcels, permits, sales, builders…
|
F 22 3⁄5 | ||||||||
| 31742 |
CDN and edge computing latency monitor analyzing network hops.
|
F 22 3⁄5 | ||||||||
| 31743 |
Verify Algerian digital certificates and find certified professionals for hirin…
|
F 22 3⁄5 | ||||||||
| 31744 |
Public holiday data for 30+ countries. Check holidays, working days and calenda…
|
F 22 3⁄5 | ||||||||
| 31745 |
Governance maturity assessment, compliance gap analysis, and evidence-linked br…
|
F 22 3⁄5 | ||||||||
| 31746 |
Search 20,000+ corporate KPIs and 30,000+ source-attributed industry benchmarks…
|
F 22 3⁄5 | ||||||||
| 31747 |
Build, test, monitor & improve AI with Future AGI via Claude, Cursor, Windsurf …
|
F 22 3⁄5 | ||||||||
| 31748 |
MACD signals
|
F 22 3⁄5 | ||||||||
| 31749 |
8 AI services via MCP: content, code, image, docs, data extraction, translation…
|
F 22 3⁄5 | ||||||||
| 31750 |
Real-world location intelligence: foot traffic, trade areas, demographics, site…
|
F 22 3⁄5 | ||||||||