MCP Server Quality Scores

Independent quality analysis of 69419 public MCP servers

69419
Discovered
→
34036
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
32601
Kromatic-Innovation
fermi Claim
Calibrated probability distributions from natural-language questions via REST a…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32602
bap-microsoft
MCP Server containing tools to work with Microsoft Word document
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32603
wywy-llc
Search and discover Google Apps Script libraries with AI-generated summaries
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32604
patrickbakowski
AgentDilemma Claim
Submit a dilemma for blind community verdict with reasoning to improve low conf…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32605
AllocContext
AllocContext Claim
Self-host MCP: portfolio crypto context for agents. PyPI stdio; MIT.
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32606
Kindora-PBC
Foundation discovery and grant intelligence for nonprofits. 174K+ US funders, I…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32607
crabbitmq
CrabbitMQ Claim
Async message queue for AI agents. Self-provision queues, push/poll messages, n…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32608
igormilovanovic
Convert between 200+ format pairs: JSON, CSV, XML, YAML, PDF, Excel, DOCX and m…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32609
whichmodel
WhichModel Claim
Cost-optimized LLM model routing recommendations for autonomous AI agents
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32610
Smartling
Smartling MCP Server
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32611
clauxel
Remote MCP for C2PA intake verifier MCP, structured receipts, audit logs, and r…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32612
joshuaworth
estimations Claim
AI-powered job cost estimator for skilled trades with material and labor breakd…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32613
markchiang
agent-press Claim
Agent Press: news MCP server streaming company headlines
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32614
chiaha-ai
ReliaSim Claim
Reliability and bottleneck simulation for manufacturing lines; run experiments,…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32615
CorporateEntity101
mcp Claim 1
An MCP server that provides congressional transcripts
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32616
OrrisTech
Google & Meta Ads management with 100+ tools. Audit, create, and optimize campa…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32617
Snowboard-Software
Ask data questions in natural language. Get SQL, insights, and charts from your…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32618
clauxel
A paid remote MCP for ClawManager, built to return verdicts, receipts, usage lo…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32619
ALDC-io
Enterprise memory, search, and context for frontier AI. 38 tools for business i…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32620
luhkas2309
Osigu RCM Claim
Gerencie cobranças, invoices e atendimentos do RCM da Osigu diretamente do seu …
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32621
meruada
IOX Cloud Claim
Deploy MCP servers and AI agents in seconds. AI generates code, deploy globally.
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32622
BricePourLe13
European business data — French company check, EU VAT validation, legal search.
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32623
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 —
32624
myAI_BDC
AI content creation for autonomous agents. Generate video scripts, images, an…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32625
vinaybhosle
agentstamp Claim
Trust intelligence for AI agents — identity stamps, reputation scoring (0-100),…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32626
qualityclouds
LiveCheck AI Claim
Secure MCP runtime server for scanning and autofixing code issues
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32627
partstable
partsiq Claim
Parts research for IT hardware brokers: PN normalization, validation, and prici…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32628
genei
Genei Claim
Manage logistics operations by comparing shipping prices and creating shipments…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32629
srimisra
Pyth Hermes MCP — real-time price feeds and oracle data for DeFi agents.
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32630
Taru0208
Search 150M+ academic works, journals, and funders via Crossref API.
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32631
olane-labs
Knowledge graph ingestion, entity search, ontology analysis, and CoSync scoring.
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32632
D4umak
Autonomous LinkedIn SDR — voice-matched outreach, ICP generation, and campaign …
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32633
Taru0208
Search FDA safety data: drug adverse events, recalls, and device events.
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32634
quack2025
Analyze survey data (.sav, .csv, .xlsx) through Claude — crosstabs with signifi…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32635
xrpl
AgentTrust Claim
Manage secure XRPL escrow vaults that automatically release payments upon verif…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32636
santiago.blanco.vilchez
Create and manage tenants with streamlined setup. Seed and update document temp…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32637
agentndx
AgentIndex Claim
Search 15K+ MCP services, A2A agents, and x402 APIs from 5 registries. Paid via…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32638
kimny1143
AI music production assistant — audio profiling, AI mixing sessions, and servic…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32639
MarcPelberg
Real-time product data across 450+ retailers — look up any UPC for prices, imag…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32640
michalis.koutridis
diavgeia-mcp Claim
Browse and search decisions published on Greece’s Diavgeia transparency portal.…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32641
tzatti1
Validiert E-Rechnungen (ZUGFeRD/Factur-X, XRechnung) gegen EN 16931 mit Korrekt…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32642
helix-song
# CoinEx MCP Server A Model Context Protocol (MCP) server that enables AI agen…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32643
cbolgiano
MochiPDF Claim
Remote MCP server for HTML-to-PDF and screenshots with OAuth and API-key auth.
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32644
moukati
Hosted MCP for verified B2B lead campaigns with success-only billing.
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32645
onkernel
Access Kernel's cloud-based browsers and app actions via MCP (remote HTTP + OAu…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32646
bundie
Bundie Claim
AI-powered DeFi yield routing. 13 tools + 5 prompts for yield discovery, risk a…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32647
monikaskorykow
workshops Claim 1
MCP server for Monika Skorykow workshops - browse prices and promotions
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32648
scoutexchange
Classification service to seamlessly retrieve SOC codes for job titles and desc…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32649
getstack-run
STACK Claim
Runtime control plane for AI agents. ~80 MCP tools. OAuth on first call. EU-hos…
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
32650
Atenkai
AI fashion design — product photos, videos, tech packs, colorways & fabric sims.
F 27 3⁄5 ◔ ⏳ — 0 0 — 81 —
Showing 32601–32650 of 69419 servers
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