MCP Server Quality Scores
Independent quality analysis of 45235 public MCP servers
Last updated 1 hour, 27 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 29101 |
vsfclub4
Claim
|
F 27 3⁄5 | ||||||||
| 29102 |
24 UK data endpoints — property, weather, companies, vehicles, finance. Paid vi…
|
F 27 3⁄5 | ||||||||
| 29103 |
STACK
Claim
Runtime control plane for AI agents. ~80 MCP tools. OAuth on first call. EU-hos…
|
F 27 3⁄5 | ||||||||
| 29104 |
checklist.day Registry
Claim
Registry of Python AI/ML libraries: correct imports, quickstart code, and known…
|
F 27 3⁄5 | ||||||||
| 29105 |
Lassare
Claim
Human-in-the-loop for AI coding agents — ask questions, get approvals via Slack.
|
F 27 3⁄5 | ||||||||
| 29106 |
162 AI agents for Solana crypto intelligence, wallets, and x402 micropayments.
|
F 27 3⁄5 | ||||||||
| 29107 |
speakmanai
Claim
Multi-agent AI pipeline that generates professional Solution Architecture Docum…
|
F 27 3⁄5 | ||||||||
| 29108 |
Tenant Builder
Claim
Create and manage tenants with streamlined setup. Seed and update document temp…
|
F 27 3⁄5 | ||||||||
| 29109 |
MCP Data Converter
Claim
Convert between 200+ format pairs: JSON, CSV, XML, YAML, PDF, Excel, DOCX and m…
|
F 27 3⁄5 | ||||||||
| 29110 |
mcp
Claim
GibsonAI MCP server: manage your databases with natural language
|
F 27 3⁄5 | ||||||||
| 29111 |
mcp-relay
Claim
RunRelay MCP relay — AI agent threads, HITL confirmations, and travel capabilit…
|
F 27 3⁄5 | ||||||||
| 29112 |
mcp-server
Claim
Knowledge Graph, GraphQL, GS1 Digital Link and SEO tools for semantic content o…
|
F 27 3⁄5 | ||||||||
| 29113 |
NHTSA MCP — wraps the NHTSA vPIC (Vehicle Product Information Catalog) API (fre…
|
F 27 3⁄5 | ||||||||
| 29114 |
Iteration Layer
Claim
Composable APIs for document extraction, image transformation, and document & s…
|
F 27 3⁄5 | ||||||||
| 29115 |
college-baseball
Claim
Live NCAA DI college baseball scores, standings, schedules, rankings, and saber…
|
F 27 3⁄5 | ||||||||
| 29116 |
Crypto futures math: PnL, liquidation, position sizing, carry trade. 19 tools. …
|
F 27 3⁄5 | ||||||||
| 29117 |
Compliance Auditor MCP
Claim
City hiring-compliance MCP server with regulation search and full audit risk sc…
|
F 27 3⁄5 | ||||||||
| 29118 |
CrabbitMQ
Claim
Async message queue for AI agents. Self-provision queues, push/poll messages, n…
|
F 27 3⁄5 | ||||||||
| 29119 |
fixatia-property-search
Claim
Search real estate auction properties across Europe with filtering by country, …
|
F 27 3⁄5 | ||||||||
| 29120 |
OpenFDA Safety Data
Claim
Search FDA safety data: drug adverse events, recalls, and device events.
|
F 27 3⁄5 | ||||||||
| 29121 |
KeyID
Claim
Signup sessions, browser continuity, email, SMS, and OTP/TOTP infrastructure fo…
|
F 27 3⁄5 | ||||||||
| 29122 |
Signal Synthesis
Claim
Access real-time market data and historical financial records from multiple fin…
|
F 27 3⁄5 | ||||||||
| 29123 |
AI music production assistant — audio profiling, AI mixing sessions, and servic…
|
F 27 3⁄5 | ||||||||
| 29124 |
vap-e
Claim
AI media generation for agents. Images via FLUX 1.1 Pro, videos via Veo 3.1.
|
F 27 3⁄5 | ||||||||
| 29125 |
SpriteCook
Claim
Generate game sprites and assets from text prompts for game development.
|
F 27 3⁄5 | ||||||||
| 29126 | F 27 3⁄5 | |||||||||
| 29127 |
Mediastack News
Claim
Track breaking news worldwide with granular filters for keywords, sources, coun…
|
F 27 3⁄5 | ||||||||
| 29128 |
Bizfile MCP
Claim
Company intelligence and sanctions screening across 130+ jurisdictions and 328 …
|
F 27 3⁄5 | ||||||||
| 29129 |
claude-context-bridge
Claim
Share context and questions between Claude instances — VS Code, claude.ai web, …
|
F 27 3⁄5 | ||||||||
| 29130 |
api
Claim
Purpose-aware accessibility scoring for every coordinate in Japan.
|
F 27 3⁄5 | ||||||||
| 29131 |
AgnicPay
Claim
X402 payment MCP for AI agents. Auto-pay 300+ APIs with USDC on Base and Solana.
|
F 27 3⁄5 | ||||||||
| 29132 |
SaaSforIT Directory
Claim
AI-powered SaaS tool discovery API. Search 150+ curated business tools and get …
|
F 27 3⁄5 | ||||||||
| 29133 |
Autonomous LinkedIn SDR — voice-matched outreach, ICP generation, and campaign …
|
F 27 3⁄5 | ||||||||
| 29134 |
ZUGFeRD Validator
Claim
Validiert E-Rechnungen (ZUGFeRD/Factur-X, XRechnung) gegen EN 16931 mit Korrekt…
|
F 27 3⁄5 | ||||||||
| 29135 |
AI agent registry — search, discover, register, and connect agents via MCP.
|
F 27 3⁄5 | ||||||||
| 29136 |
fiber-mcp
Claim
|
F 27 3⁄5 | ||||||||
| 29137 |
cdgcsearchmetadata
Claim
Provides metadata information to AI agents through the search API.
|
F 27 3⁄5 | ||||||||
| 29138 |
Reduces AI Agent token usage by 40% via three-stage SOP workflow.
|
F 27 3⁄5 | ||||||||
| 29139 |
drinkedin
Claim
AI agent virtual bar ecosystem — visit venues, order drinks, chat, earn Voucher…
|
F 27 3⁄5 | ||||||||
| 29140 |
Dot - AI Data Analyst
Claim
Ask data questions in natural language. Get SQL, insights, and charts from your…
|
F 27 3⁄5 | ||||||||
| 29141 |
partsiq
Claim
Parts research for IT hardware brokers: PN normalization, validation, and prici…
|
F 27 3⁄5 | ||||||||
| 29142 |
agent-press
Claim
Agent Press: news MCP server streaming company headlines
|
F 27 3⁄5 | ||||||||
| 29143 |
Inferventis MCP Server
Claim
Loan & mortgage calculator, compound interest, ROI, crypto prices, FX conversio…
|
F 27 3⁄5 | ||||||||
| 29144 |
talent-ecosystem
Claim
BizGigz Talent Ecosystem - AI-powered recruiting, interviews, onboarding, learn…
|
F 27 3⁄5 | ||||||||
| 29145 |
egnyte-remote
Claim
Secure integration between AI tools and Egnyte content with search, analysis, a…
|
F 27 3⁄5 | ||||||||
| 29146 |
MCP Validator
Claim
Score MCP tool definitions 0-100. Checks names, schemas, annotations, and uniqu…
|
F 27 3⁄5 | ||||||||
| 29147 |
priceapi_mcp
Claim
|
F 27 3⁄5 | ||||||||
| 29148 |
ABMeter
Claim
Feature flagging and A/B testing platform with AI-first experimentation workflo…
|
F 27 3⁄5 | ||||||||
| 29149 |
Verified hardware specs for AI agents. GPUs, CPUs, PSUs with fuzzy matching.
|
F 27 3⁄5 | ||||||||
| 29150 |
Linkbreakers MCP
Claim
QR-driven customer-journey platform for tracked QR codes, short links, and anal…
|
F 27 3⁄5 | ||||||||
