MCP Server Quality Scores
Independent quality analysis of 69419 public MCP servers
Last updated 1 hour, 16 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 32601 |
fermi
Claim
Calibrated probability distributions from natural-language questions via REST a…
|
F 27 3⁄5 | ||||||||
| 32602 |
Work IQ Word MCP Server
Claim
MCP Server containing tools to work with Microsoft Word document
|
F 27 3⁄5 | ||||||||
| 32603 |
gas-library-hub
Claim
Search and discover Google Apps Script libraries with AI-generated summaries
|
F 27 3⁄5 | ||||||||
| 32604 |
AgentDilemma
Claim
Submit a dilemma for blind community verdict with reasoning to improve low conf…
|
F 27 3⁄5 | ||||||||
| 32605 |
AllocContext
Claim
Self-host MCP: portfolio crypto context for agents. PyPI stdio; MIT.
|
F 27 3⁄5 | ||||||||
| 32606 |
foundation-discovery
Claim
Foundation discovery and grant intelligence for nonprofits. 174K+ US funders, I…
|
F 27 3⁄5 | ||||||||
| 32607 |
CrabbitMQ
Claim
Async message queue for AI agents. Self-provision queues, push/poll messages, n…
|
F 27 3⁄5 | ||||||||
| 32608 |
MCP Data Converter
Claim
Convert between 200+ format pairs: JSON, CSV, XML, YAML, PDF, Excel, DOCX and m…
|
F 27 3⁄5 | ||||||||
| 32609 |
WhichModel
Claim
Cost-optimized LLM model routing recommendations for autonomous AI agents
|
F 27 3⁄5 | ||||||||
| 32610 |
smartling-mcp-server
Claim
Smartling MCP Server
|
F 27 3⁄5 | ||||||||
| 32611 |
c2paintake-mcp
Claim
Remote MCP for C2PA intake verifier MCP, structured receipts, audit logs, and r…
|
F 27 3⁄5 | ||||||||
| 32612 |
estimations
Claim
AI-powered job cost estimator for skilled trades with material and labor breakd…
|
F 27 3⁄5 | ||||||||
| 32613 |
agent-press
Claim
Agent Press: news MCP server streaming company headlines
|
F 27 3⁄5 | ||||||||
| 32614 |
ReliaSim
Claim
Reliability and bottleneck simulation for manufacturing lines; run experiments,…
|
F 27 3⁄5 | ||||||||
| 32615 |
An MCP server that provides congressional transcripts
|
F 27 3⁄5 | ||||||||
| 32616 |
Google & Meta Ads management with 100+ tools. Audit, create, and optimize campa…
|
F 27 3⁄5 | ||||||||
| 32617 |
Dot - AI Data Analyst
Claim
Ask data questions in natural language. Get SQL, insights, and charts from your…
|
F 27 3⁄5 | ||||||||
| 32618 |
clawmanagerfleet-mcp
Claim
A paid remote MCP for ClawManager, built to return verdicts, receipts, usage lo…
|
F 27 3⁄5 | ||||||||
| 32619 |
Enterprise memory, search, and context for frontier AI. 38 tools for business i…
|
F 27 3⁄5 | ||||||||
| 32620 |
Osigu RCM
Claim
Gerencie cobranças, invoices e atendimentos do RCM da Osigu diretamente do seu …
|
F 27 3⁄5 | ||||||||
| 32621 |
IOX Cloud
Claim
Deploy MCP servers and AI agents in seconds. AI generates code, deploy globally.
|
F 27 3⁄5 | ||||||||
| 32622 |
European business data — French company check, EU VAT validation, legal search.
|
F 27 3⁄5 | ||||||||
| 32623 |
Lassare
Claim
Human-in-the-loop for AI coding agents — ask questions, get approvals via Slack.
|
F 27 3⁄5 | ||||||||
| 32624 |
Content Engine
Claim
AI content creation for autonomous agents. Generate video scripts, images, an…
|
F 27 3⁄5 | ||||||||
| 32625 |
agentstamp
Claim
Trust intelligence for AI agents — identity stamps, reputation scoring (0-100),…
|
F 27 3⁄5 | ||||||||
| 32626 |
LiveCheck AI
Claim
Secure MCP runtime server for scanning and autofixing code issues
|
F 27 3⁄5 | ||||||||
| 32627 |
partsiq
Claim
Parts research for IT hardware brokers: PN normalization, validation, and prici…
|
F 27 3⁄5 | ||||||||
| 32628 |
Genei
Claim
Manage logistics operations by comparing shipping prices and creating shipments…
|
F 27 3⁄5 | ||||||||
| 32629 |
pyth-hermes-mcp
Claim
Pyth Hermes MCP — real-time price feeds and oracle data for DeFi agents.
|
F 27 3⁄5 | ||||||||
| 32630 |
Crossref Scholarly Data
Claim
Search 150M+ academic works, journals, and funders via Crossref API.
|
F 27 3⁄5 | ||||||||
| 32631 |
cosync-remote
Claim
Knowledge graph ingestion, entity search, ontology analysis, and CoSync scoring.
|
F 27 3⁄5 | ||||||||
| 32632 |
Autonomous LinkedIn SDR — voice-matched outreach, ICP generation, and campaign …
|
F 27 3⁄5 | ||||||||
| 32633 |
OpenFDA Safety Data
Claim
Search FDA safety data: drug adverse events, recalls, and device events.
|
F 27 3⁄5 | ||||||||
| 32634 |
Talk2Data InsightGenius
Claim
Analyze survey data (.sav, .csv, .xlsx) through Claude — crosstabs with signifi…
|
F 27 3⁄5 | ||||||||
| 32635 |
AgentTrust
Claim
Manage secure XRPL escrow vaults that automatically release payments upon verif…
|
F 27 3⁄5 | ||||||||
| 32636 |
Tenant Builder
Claim
Create and manage tenants with streamlined setup. Seed and update document temp…
|
F 27 3⁄5 | ||||||||
| 32637 |
AgentIndex
Claim
Search 15K+ MCP services, A2A agents, and x402 APIs from 5 registries. Paid via…
|
F 27 3⁄5 | ||||||||
| 32638 |
AI music production assistant — audio profiling, AI mixing sessions, and servic…
|
F 27 3⁄5 | ||||||||
| 32639 |
Product Source
Claim
Real-time product data across 450+ retailers — look up any UPC for prices, imag…
|
F 27 3⁄5 | ||||||||
| 32640 |
diavgeia-mcp
Claim
Browse and search decisions published on Greece’s Diavgeia transparency portal.…
|
F 27 3⁄5 | ||||||||
| 32641 |
ZUGFeRD Validator
Claim
Validiert E-Rechnungen (ZUGFeRD/Factur-X, XRechnung) gegen EN 16931 mit Korrekt…
|
F 27 3⁄5 | ||||||||
| 32642 |
coinex_mcp_server
Claim
# CoinEx MCP Server
A Model Context Protocol (MCP) server that enables AI agen…
|
F 27 3⁄5 | ||||||||
| 32643 |
MochiPDF
Claim
Remote MCP server for HTML-to-PDF and screenshots with OAuth and API-key auth.
|
F 27 3⁄5 | ||||||||
| 32644 |
intentweave-mcp
Claim
Hosted MCP for verified B2B lead campaigns with success-only billing.
|
F 27 3⁄5 | ||||||||
| 32645 |
kernel-mcp-server
Claim
Access Kernel's cloud-based browsers and app actions via MCP (remote HTTP + OAu…
|
F 27 3⁄5 | ||||||||
| 32646 |
Bundie
Claim
AI-powered DeFi yield routing. 13 tools + 5 prompts for yield discovery, risk a…
|
F 27 3⁄5 | ||||||||
| 32647 |
MCP server for Monika Skorykow workshops - browse prices and promotions
|
F 27 3⁄5 | ||||||||
| 32648 |
Classification service to seamlessly retrieve SOC codes for job titles and desc…
|
F 27 3⁄5 | ||||||||
| 32649 |
STACK
Claim
Runtime control plane for AI agents. ~80 MCP tools. OAuth on first call. EU-hos…
|
F 27 3⁄5 | ||||||||
| 32650 |
AI fashion design — product photos, videos, tech packs, colorways & fabric sims.
|
F 27 3⁄5 | ||||||||