MCP Server Quality Scores

Independent quality analysis of 69419 public MCP servers

69419
Discovered
→
34036
Scored
→
2112
Verified
→
16953
Complete

Last updated 23 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
32501
SendShort Claim 1
Turn long YouTube videos into shorts and music videos, and schedule posts to Ti…
F 28 2⁄5 ◔ — — 0 — 55 —
32502
Remove GPS, device details, dates and AI labels from video, PDF, RAW and photo …
F 28 2⁄5 ◔ — — 0 — 55 —
32503
Pastepile Claim 1
Durable, versioned memory for AI assistants. Remote memory needs a Pastepile su…
F 28 2⁄5 ◔ — — 0 — 55 —
32504
Payments data, revenue workflows, and merchant-application guidance for AI agen…
F 28 2⁄5 ◔ — — 0 — 55 —
32505
rftsngl
Track breaking news worldwide with granular filters for keywords, sources, coun…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32506
SpriteCook
SpriteCook Claim
Generate game sprites and assets from text prompts for game development.
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32507
santiago.blanco.vilchez
Provision new tenants with admin setup and initial document templates. Add docu…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32508
pipeworx-io
Pharma Intel Claim
Pharma Intel MCP — Compound tools that chain ClinicalTrials.gov,
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32509
alright-alright
Persis Claim
Biological memory for AI agents. Pattern learning, decay, clustering, 8-drive b…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32510
webforj.io
webforj-mcp Claim
The official Model Context Protocol server for webforJ - providing AI assistant…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32511
tommyil
Gemina Claim
Extract, search and tag any document: invoices, receipts, contracts, templates.…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32512
luis.ticas1
vsfclub4 Claim
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32513
chetparker
UK Data API ⚡ Claim
24 UK data endpoints — property, weather, companies, vehicles, finance. Paid vi…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32514
clauxel
A paid remote MCP for ClawManager, built to return verdicts, receipts, usage lo…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32515
achilliesbot
EP AgentIAM Claim
AI agent execution safety via x402 micropayments: risk scoring, integrity, memo…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32516
lassare-hq
Lassare Claim
Human-in-the-loop for AI coding agents — ask questions, get approvals via Slack.
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32517
ee324
MSRC Windows updates: CVE rollups, Patch Tuesday. Register in-session — free te…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32518
linkbreakers-com
QR-driven customer-journey platform for tracked QR codes, short links, and anal…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32519
igormilovanovic
Convert between 200+ format pairs: JSON, CSV, XML, YAML, PDF, Excel, DOCX and m…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32520
OjasKord
Bizfile MCP Claim
Company intelligence and sanctions screening across 130+ jurisdictions and 328 …
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32521
Snowboard-Software
Ask data questions in natural language. Get SQL, insights, and charts from your…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32522
BricePourLe13
European business data — French company check, EU VAT validation, legal search.
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32523
Atlaskos
workprotocol Claim
Agent work marketplace — browse jobs, claim work, deliver results, get paid in …
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32524
CrazymakER23
AI stock signal convergence � 13 sources, Bayesian scoring, verified outcomes.
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32525
pipeworx-io
nhtsa ⚡ Claim
NHTSA MCP — wraps the NHTSA vPIC (Vehicle Product Information Catalog) API (fre…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32526
DavidOrpeli
MCP for AI agents: financing, skills, lending on Base
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32527
carlosofscience
Validate up to 75,000 URLs per job (status, redirects, response times). OAuth 2…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32528
pipeworx-io
Govcon Intel Claim
GovCon Intel MCP — Compound tools that chain SAM.gov, USAspending,
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32529
b33-steve
mcp-server Claim
AI-powered product management: backlog optimization, scheduling, forecasting, a…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32530
maxi-moss
Medical RAG: semantic search for clinical guidelines, drug interactions, diagno…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32531
astondg
trip-planner Claim
AI-native trip planning with flights, activities, accommodations, tasks, and ma…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32532
wywy-llc
Search and discover Google Apps Script libraries with AI-generated summaries
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32533
Taru0208
Search 150M+ academic works, journals, and funders via Crossref API.
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32534
jolt-systems
BizGigz Talent Ecosystem - AI-powered recruiting, interviews, onboarding, learn…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32535
alright-alright
Konstruct Claim
Knowledge graph for AI agents. Query concepts, walk edges, get advisories.
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32536
Monitor websites, APIs and services with 44 tools across 22 protocols
F 27 2⁄5 ◔ ⏳ — — 0 — 53 —
32537
justack-ai
rentershield Claim
Lease analysis: flag illegal/risky clauses by jurisdiction (ontario, bc, nyc, t…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32538
gibsonai
mcp Claim
GibsonAI MCP server: manage your databases with natural language
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32539
lazymac2x
Cloudflare Workers MCP server: ai-cost-optimizer
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32540
attestagents
Attest Claim
Scan agent payment endpoints (x402, AP2, L402, MPP, 402) for a trust grade A-F …
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32541
janpansky
deplyed_mcp Claim
Provide a brief overview of what this integrates and the primary benefit to use…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32542
pillargtm
AI-native GTM OS for B2B SaaS — account health, pipeline, renewals, territories…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32543
bap-microsoft
MCP Server containing tools to work with Microsoft Word document
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32544
meruada
IOX Cloud Claim
Deploy MCP servers and AI agents in seconds. AI generates code, deploy globally.
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32545
josephjohansson
Retirement planning for Canada & US. CPP/OAS, Social Security, RRSP/TFSA, 401k/…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32546
D4umak
Autonomous LinkedIn SDR — voice-matched outreach, ICP generation, and campaign …
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32547
Kibetho
AI-powered SaaS tool discovery API. Search 150+ curated business tools and get …
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32548
joshuaworth
AI-powered diagnostics for elevator, escalator, and vertical transportation equ…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32549
HCS412
Venture intelligence for autonomous agents with discovery, scoring, and workspa…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32550
quadratik-ai
Quadratik Claim
Search and manage 220M+ B2B contacts. Filter by title, industry, location, and …
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
Showing 32501–32550 of 69419 servers
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