MCP Server Quality Scores
Independent quality analysis of 69419 public MCP servers
Last updated 23 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 32501 |
Turn long YouTube videos into shorts and music videos, and schedule posts to Ti…
|
F 28 2⁄5 | ||||||||
| 32502 |
Remove GPS, device details, dates and AI labels from video, PDF, RAW and photo …
|
F 28 2⁄5 | ||||||||
| 32503 |
Durable, versioned memory for AI assistants. Remote memory needs a Pastepile su…
|
F 28 2⁄5 | ||||||||
| 32504 |
Payments data, revenue workflows, and merchant-application guidance for AI agen…
|
F 28 2⁄5 | ||||||||
| 32505 |
Mediastack News
Claim
Track breaking news worldwide with granular filters for keywords, sources, coun…
|
F 27 3⁄5 | ||||||||
| 32506 |
SpriteCook
Claim
Generate game sprites and assets from text prompts for game development.
|
F 27 3⁄5 | ||||||||
| 32507 |
Tenant Builder
Claim
Provision new tenants with admin setup and initial document templates. Add docu…
|
F 27 3⁄5 | ||||||||
| 32508 |
Pharma Intel
Claim
Pharma Intel MCP — Compound tools that chain ClinicalTrials.gov,
|
F 27 3⁄5 | ||||||||
| 32509 |
Persis
Claim
Biological memory for AI agents. Pattern learning, decay, clustering, 8-drive b…
|
F 27 3⁄5 | ||||||||
| 32510 |
webforj-mcp
Claim
The official Model Context Protocol server for webforJ - providing AI assistant…
|
F 27 3⁄5 | ||||||||
| 32511 |
Gemina
Claim
Extract, search and tag any document: invoices, receipts, contracts, templates.…
|
F 27 3⁄5 | ||||||||
| 32512 |
vsfclub4
Claim
|
F 27 3⁄5 | ||||||||
| 32513 |
24 UK data endpoints — property, weather, companies, vehicles, finance. Paid vi…
|
F 27 3⁄5 | ||||||||
| 32514 |
clawmanagerfleet-mcp
Claim
A paid remote MCP for ClawManager, built to return verdicts, receipts, usage lo…
|
F 27 3⁄5 | ||||||||
| 32515 |
EP AgentIAM
Claim
AI agent execution safety via x402 micropayments: risk scoring, integrity, memo…
|
F 27 3⁄5 | ||||||||
| 32516 |
Lassare
Claim
Human-in-the-loop for AI coding agents — ask questions, get approvals via Slack.
|
F 27 3⁄5 | ||||||||
| 32517 |
MSRC Windows updates: CVE rollups, Patch Tuesday. Register in-session — free te…
|
F 27 3⁄5 | ||||||||
| 32518 |
Linkbreakers MCP
Claim
QR-driven customer-journey platform for tracked QR codes, short links, and anal…
|
F 27 3⁄5 | ||||||||
| 32519 |
MCP Data Converter
Claim
Convert between 200+ format pairs: JSON, CSV, XML, YAML, PDF, Excel, DOCX and m…
|
F 27 3⁄5 | ||||||||
| 32520 |
Bizfile MCP
Claim
Company intelligence and sanctions screening across 130+ jurisdictions and 328 …
|
F 27 3⁄5 | ||||||||
| 32521 |
Dot - AI Data Analyst
Claim
Ask data questions in natural language. Get SQL, insights, and charts from your…
|
F 27 3⁄5 | ||||||||
| 32522 |
European business data — French company check, EU VAT validation, legal search.
|
F 27 3⁄5 | ||||||||
| 32523 |
workprotocol
Claim
Agent work marketplace — browse jobs, claim work, deliver results, get paid in …
|
F 27 3⁄5 | ||||||||
| 32524 |
convergealpha
Claim
AI stock signal convergence � 13 sources, Bayesian scoring, verified outcomes.
|
F 27 3⁄5 | ||||||||
| 32525 |
NHTSA MCP — wraps the NHTSA vPIC (Vehicle Product Information Catalog) API (fre…
|
F 27 3⁄5 | ||||||||
| 32526 |
0xHumans Protocol MCP
Claim
MCP for AI agents: financing, skills, lending on Base
|
F 27 3⁄5 | ||||||||
| 32527 |
bulk-url-checker
Claim
Validate up to 75,000 URLs per job (status, redirects, response times). OAuth 2…
|
F 27 3⁄5 | ||||||||
| 32528 |
Govcon Intel
Claim
GovCon Intel MCP — Compound tools that chain SAM.gov, USAspending,
|
F 27 3⁄5 | ||||||||
| 32529 |
mcp-server
Claim
AI-powered product management: backlog optimization, scheduling, forecasting, a…
|
F 27 3⁄5 | ||||||||
| 32530 |
Medical RAG: semantic search for clinical guidelines, drug interactions, diagno…
|
F 27 3⁄5 | ||||||||
| 32531 |
trip-planner
Claim
AI-native trip planning with flights, activities, accommodations, tasks, and ma…
|
F 27 3⁄5 | ||||||||
| 32532 |
gas-library-hub
Claim
Search and discover Google Apps Script libraries with AI-generated summaries
|
F 27 3⁄5 | ||||||||
| 32533 |
Crossref Scholarly Data
Claim
Search 150M+ academic works, journals, and funders via Crossref API.
|
F 27 3⁄5 | ||||||||
| 32534 |
talent-ecosystem
Claim
BizGigz Talent Ecosystem - AI-powered recruiting, interviews, onboarding, learn…
|
F 27 3⁄5 | ||||||||
| 32535 |
Konstruct
Claim
Knowledge graph for AI agents. Query concepts, walk edges, get advisories.
|
F 27 3⁄5 | ||||||||
| 32536 |
Monitor websites, APIs and services with 44 tools across 22 protocols
|
F 27 2⁄5 | ||||||||
| 32537 |
rentershield
Claim
Lease analysis: flag illegal/risky clauses by jurisdiction (ontario, bc, nyc, t…
|
F 27 3⁄5 | ||||||||
| 32538 |
mcp
Claim
GibsonAI MCP server: manage your databases with natural language
|
F 27 3⁄5 | ||||||||
| 32539 |
ai-cost-optimizer
Claim
Cloudflare Workers MCP server: ai-cost-optimizer
|
F 27 3⁄5 | ||||||||
| 32540 |
Attest
Claim
Scan agent payment endpoints (x402, AP2, L402, MPP, 402) for a trust grade A-F …
|
F 27 3⁄5 | ||||||||
| 32541 |
deplyed_mcp
Claim
Provide a brief overview of what this integrates and the primary benefit to use…
|
F 27 3⁄5 | ||||||||
| 32542 |
PILLAR GTM OS
Claim
AI-native GTM OS for B2B SaaS — account health, pipeline, renewals, territories…
|
F 27 3⁄5 | ||||||||
| 32543 |
Work IQ Word MCP Server
Claim
MCP Server containing tools to work with Microsoft Word document
|
F 27 3⁄5 | ||||||||
| 32544 |
IOX Cloud
Claim
Deploy MCP servers and AI agents in seconds. AI generates code, deploy globally.
|
F 27 3⁄5 | ||||||||
| 32545 |
Retirement planning for Canada & US. CPP/OAS, Social Security, RRSP/TFSA, 401k/…
|
F 27 3⁄5 | ||||||||
| 32546 |
Autonomous LinkedIn SDR — voice-matched outreach, ICP generation, and campaign …
|
F 27 3⁄5 | ||||||||
| 32547 |
SaaSforIT Directory
Claim
AI-powered SaaS tool discovery API. Search 150+ curated business tools and get …
|
F 27 3⁄5 | ||||||||
| 32548 |
pullsheet-diagnostics
Claim
AI-powered diagnostics for elevator, escalator, and vertical transportation equ…
|
F 27 3⁄5 | ||||||||
| 32549 |
Venture intelligence for autonomous agents with discovery, scoring, and workspa…
|
F 27 3⁄5 | ||||||||
| 32550 |
Quadratik
Claim
Search and manage 220M+ B2B contacts. Filter by title, industry, location, and …
|
F 27 3⁄5 | ||||||||