MCP Server Quality Scores

Independent quality analysis of 69448 public MCP servers

69448
Discovered
→
34111
Scored
→
2112
Verified
→
16953
Complete

Last updated 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
33801
aeo Claim 1
Scan any website for AI readiness — 100-point score across 6 AEO categories in …
F 22 3⁄5 ◔ — 0 0 — 67 —
33802
SocialRainbow Claim 1
Draft, validate, publish, schedule, and manage social posts across connected ac…
F 22 3⁄5 ◔ — 0 0 — 67 —
33803
Toolbox dynamically routes to all MCPs in the Smithery registry based on your a…
F 22 3⁄5 ◔ — 0 0 — 67 —
33804
Motiv Fleet Claim 1
DeFi MCP fleet: oracle, security audit, treasury yield, QA attestation, and com…
F 22 3⁄5 ◔ — 0 0 — 67 —
33805
mcp-registry Claim 1
Search the public MCP Registry; discover servers and copy SSE URLs.
F 22 3⁄5 ◔ — 0 0 — 67 —
33806
Fifty50 Claim 1
Find a co-founder and split equity fairly — partnership analysis + co-founder m…
F 22 3⁄5 ◔ — 0 0 — 67 —
33807
Google Search Console analytics, URL inspection and sitemaps, plus PageSpeed, r…
F 22 3⁄5 ◔ — 0 0 — 67 —
33808
Site crawl + tech stack + DNS + SSL + WHOIS — five web-intel layers in one MCP.
F 22 3⁄5 ◔ — 0 0 — 67 —
33809
No-code workflow visualizer and automation blueprint builder.
F 22 3⁄5 ◔ — 0 0 — 67 —
33810
Find the reference marker for a knowledge item
F 22 3⁄5 ◔ — 0 0 — 67 —
33811
f1-2026 Claim 1
Formula 1 2026 schedule MCP — 24 races, drivers, constructors, sessions, circui…
F 22 3⁄5 ◔ — 0 0 — 67 —
33812
meminal Claim 1
Memory for deep conversational context across any platform
F 22 3⁄5 ◔ — 0 0 — 67 —
33813
Fractera Claim 1
Zero-Ops deploy of a private AI workspace to your own VPS — from your AI chat. …
F 22 3⁄5 ◔ — 0 0 — 67 —
33814
Sidecar Claim 1
Cross-tool context for your data stack. Search, lineage, and impact across ware…
F 22 3⁄5 ◔ — 0 0 — 67 —
33815
SolForge Claim 1
Solidity smart contract generator implementing safe coding defaults.
F 22 3⁄5 ◔ — 0 0 — 67 —
33816
Verify email deliverability by SMTP. Catch-all/disposable/role detection. EU-ho…
F 22 3⁄5 ◔ — 0 0 — 67 —
33817
records-vault Claim 1
Consent-scoped vault access and free verification of family-issued learning rec…
F 22 3⁄5 ◔ — 0 0 — 67 —
33818
Airbyte Agents Claim 1
Let AI agents query data and act across all your business apps via MCP.
F 22 3⁄5 ◔ — 0 0 — 67 —
33819
waitlist-kit Claim 1
Viral waitlists with referral tracking, leaderboards, analytics, and built-in t…
F 22 3⁄5 ◔ — 0 0 — 67 —
33820
Kuaishou hot, suggestions, video/user search, details, comments/replies, profil…
F 22 3⁄5 ◔ — 0 0 — 67 —
33821
Satori-Aligner Claim 1
Factual alignment and semantic bias scanner for LLM inputs.
F 22 3⁄5 ◔ — 0 0 — 67 —
33822
AI Humanizer Claim 1
Advanced text styling to preserve semantic human flow.
F 22 3⁄5 ◔ — 0 0 — 67 —
33823
Choov MCP Claim 1
Strom- und Gastarife sowie Produktinformationen für Energievergleiche, live per…
F 22 3⁄5 ◔ — 0 0 — 67 —
33824
OWASP threat scanner auditing codebases for safety leaks.
F 22 3⁄5 ◔ — 0 0 — 67 —
33825
LLM Orchestration Agent (Mcp)
F 22 3⁄5 ◔ — 0 0 — 67 —
33826
Test server Claim 2
Description of my MCP server
F 22 3⁄5 ◔ — 0 0 — 67 —
33827
Search SVG metadata and buy licensed commercial SVG exports for coding agents.
F 22 3⁄5 ◔ — 0 0 — 67 —
33828
manymeet Claim 1
Webinar analytics for Zoom Meeting-based webinars: Funnels, transcripts, email …
F 22 3⁄5 ◔ — 0 0 — 67 —
33829
Last day to make an offer and still fund inside a Canadian rate hold. Needs the…
F 22 3⁄5 ◔ — 0 0 — 67 —
33830
Memcached + MongoDB + Redis Compose Generator
F 22 3⁄5 ◔ — 0 0 — 67 —
33831
Mainline Claim 1
Gives your AI agent your story map and given/when/then acceptance criteria. Rea…
F 22 3⁄5 ◔ — 0 0 — 67 —
33832
anotherai Claim 2
MCP server for building and testing AI agents with multi-model experimentation …
F 22 3⁄5 ◔ — 0 0 — 67 —
33833
svim-stock-mcp Claim 1
Trade tokenized stocks with Web3 wallet. No registration. AI agent-friendly. Mu…
F 22 3⁄5 ◔ — 0 0 — 67 —
33834
cred Claim 1
Agentic payments.
F 22 3⁄5 ◔ — 0 0 — 67 —
33835
idealift Claim 1
Manage product ideas, decisions, and customer signals from AI assistants with N…
F 22 3⁄5 ◔ — 0 0 — 67 —
33836
Wherobots Claim 1
Generate and run high performance queries on open and private spatial data at-s…
F 22 3⁄5 ◔ — 0 0 — 67 —
33837
Run Python code in a secure sandbox without local setup. Declare inline depende…
F 22 3⁄5 ◔ — 0 0 — 67 —
33838
Ninelayer Claim 1
Agent-native search engine with live web research optimized for AI agents.
F 22 3⁄5 ◔ — 0 0 — 67 —
33839
Redis + MinIO + Postgres Stack Generator
F 22 3⁄5 ◔ — 0 0 — 67 —
33840
Open-Scout-mcp Claim 1
Create and publish one-pagers and boards for your organization. Upload images f…
F 22 3⁄5 ◔ — 0 0 — 67 —
33841
eraser Claim 1
Generate, edit, and manage Eraser diagrams and docs with AI.
F 22 3⁄5 ◔ — 0 0 — 67 —
33842
MySQL + Redis Compose Generator
F 22 3⁄5 ◔ — 0 0 — 67 —
33843
Select a contact for a client brief
F 22 3⁄5 ◔ — 0 0 — 67 —
33844
Verify Algerian digital certificates and find certified professionals for hirin…
F 22 3⁄5 ◔ — 0 0 — 67 —
33845
CoreModels Claim 1
CoreModels schema editor: nodes, mixins, relations, JSON Schema import/export. …
F 22 3⁄5 ◔ — 0 0 — 67 —
33846
CryptoPrice Claim 1
Real-time cryptocurrency prices, market data, and trending coins via CoinGecko.
F 22 3⁄5 ◔ — 0 0 — 67 —
33847
Fuzz-Breaker Claim 1
Automated API pentesting and structural fuzzing proxy.
F 22 3⁄5 ◔ — 0 0 — 67 —
33848
WeatherMCP Claim 1
Weather forecasts, current conditions, and location search via Open-Meteo.
F 22 3⁄5 ◔ — 0 0 — 67 —
33849
Hidden Empire Claim 1
Play a legendary text adventure by talking to your AI — no commands to memorize…
F 22 3⁄5 ◔ — 0 0 — 67 —
33850
SEC, Congress, FDA, crypto, app reviews and live jobs: scored signals. 18 tools…
F 22 3⁄5 ◔ — 0 0 — 67 —
Showing 33801–33850 of 69448 servers
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