MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

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30006
Discovered
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24039
Scored
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1224
Verified
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16961
Complete
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Last updated 3 weeks, 1 day ago

Grade Distribution

Score Distribution

🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
27351
Habitium
A template for deploying unauthenticated Model Context Protocol servers to Clou…
 — ○ — — — — 81 —
27352
jaejin0me
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
 — ○ ⏳ — N/A N/A — 95 —
27353
boring
boring Claim
Automate planning, implementation, and verification of code across your project…
 — ○ ⏳ — N/A N/A — 95 —
27354
VictoriaMetrics-Community
mcp-vmanomaly Claim 2
MCP Server for vmanomaly - VictoriaMetrics anomaly detection
 — ○ — N/A N/A — 83 —
27355
MCP-Mirror
Enables AI assistants to manage cloud infrastructure through natural language b…
 — ○ — — — — 81 —
27356
Debug, build, and manage Power Automate cloud flows with AI agents
 — ○ ⏳ — — — — — —
27357
withpica
account, team, and api key management for withPICA
 — ○ ⏳ — N/A N/A — — —
27358
xiaobenyang-com
text-toolkit Claim
Transform and format text quickly to keep content clean, consistent, and readab…
 — ○ — N/A N/A — 95 —
27359
Motaboy96
Manage calendars and events in your Google account from your workspace. List, s…
 — ○ — N/A N/A — 95 —
27360
Xenovative
Sage MCP Claim
An academic research server that provides LLMs with full-text search and retrie…
 — ○ — — — — 81 —
27361
coldielb
inked Claim
inked
 — ○ — — — — 81 —
27362
npupko
On-demand access to 150+ specialist AI agent templates — search, browse, and sp…
 — ○ ⏳ — N/A N/A — — —
27363
WhiteNightShadow
An anti-detection browser MCP server designed for JavaScript reverse engineerin…
 — ○ ⏳ — N/A N/A — — —
27364
allisonwhilden
An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with…
 — ○ ⏳ — N/A N/A — 95 —
27365
xiaobenyang-com
iconify-icon Claim
Browse 200,000+ open-source vector icons across 200+ sets. Search and filter by…
 — ○ ⏳ — N/A N/A — 95 —
27366
Email for AI agents. Create mailboxes, send/receive emails, and auto-extract ve…
 — ○ ⏳ — N/A N/A — — —
27367
Shopify
dev-mcp ⚡ Claim
Model Context Protocol (MCP) server that interacts with Shopify Dev.
 — ○ — — — — 86 —
27368
Won-ahamada
— ○ — N/A N/A — 95 —
27369
ai-mcp-garage
Enables analysis and retrieval of JEFit workout data through natural language. …
 — ○ — — — — 81 —
27370
connectimtiazh
Gives AI agents persistent memory with bi-temporal tracking, automatically extr…
 — ○ — — — — 81 —
27371
naga-deepledger
AI bookkeeping for QuickBooks Online — 28 tools for transactions, reports, and …
 — ○ ⏳ — — — — — —
27372
OxSci-AI
A scaffold project for building FastAPI-based Model Context Protocol servers wi…
 — ○ — — — — 81 —
27373
Read and verify Content Credentials (C2PA) from images and media using the c2pa…
 — ○ — N/A N/A — 81 —
27374
SSH Linux metrics, baselines, anomaly detection, and plain-English infrastructu…
 — ○ ⏳ — N/A N/A — — —
27375
NaNMesh
nanmesh-mcp Claim
12 tools that let AI agents check trust scores and reviews before recommending …
 — ○ ⏳ — N/A N/A — — —
27376
aixsignal
ruon-ai Claim
— ○ — N/A N/A — 95 —
27377
crismardev
A deployable MCP server on Cloudflare Workers that enables tool integration wit…
 — ○ — — — — 81 —
27378
OjasKord
Bizfile MCP Claim
Company intelligence and sanctions screening across 130+ jurisdictions and 328 …
 — ○ ⏳ — — — — — —
27379
Departure and admission records for AI agents with Ed25519/P-256 signatures.
 — ○ — N/A N/A — 81 —
27380
FAR Oracle Claim 1
Search Federal Acquisition Regulations (FAR) for government contracting.
 — ○ — N/A N/A — 81 —
27381
amrendra05
Enables browser automation and web interaction through structured accessibility…
 — ○ — — — — 81 —
27382
philglazer
Enables searching and discovering machine learning papers, state-of-the-art ben…
 — ○ — — — — 81 —
27383
open-agreements
Fill standard legal agreement templates (NDAs, SAFEs, NVCA docs, employment) as…
 — ○ ⏳ — — — — — —
27384
hihi1215
— ○ — N/A N/A — 95 —
27385
rp4
IIA-MCP Server Claim 1
A Model Context Protocol server that provides AI assistants with access to Inst…
 — ○ — N/A N/A — 95 —
27386
depyler-mcp Claim 2
MCP server for Depyler: Python-to-Rust transpiler with analysis and verificatio…
 — ○ — N/A N/A — 81 —
27387
vkuprin
site-spy Claim 1
MCP server for Site Spy — lets AI agents monitor websites for changes
 — ○ — N/A N/A — 83 —
27388
Bright-L01
The first NetworkX integration for Model Context Protocol, enabling graph analy…
 — ○ — N/A N/A — 95 —
27389
Chaeyun06
Enables users to access Naver Maps API functionality including directions, plac…
 — ○ — N/A N/A — 95 —
27390
ItzEmoji
— ○ — N/A N/A — 95 —
27391
aicayzer
MCP server and CLI for the UK Companies House API. Search, filings, officers, d…
 — ○ ⏳ — N/A N/A — — —
27392
anxi0
— ○ ⏳ — N/A N/A — 95 —
27393
emailens-mcp
emailens-mcp Claim
# @emailens/mcp MCP server for email compatibility analysis. Analyze, preview,…
 — ○ ⏳ — — — — — —
27394
hipster
— ○ — N/A N/A — 95 —
27395
bhsantos11
A Model Context Protocol server that provides access to messages from an extern…
 — ○ — N/A N/A — 95 —
27396
kvmaker
discord-mcp Claim
— ○ — N/A N/A — 95 —
27397
ApacheBin
xbtest Claim
— ○ — N/A N/A — 95 —
27398
duaraghav8
MCPJungle Claim
Self-hosted MCP Server registry for enterprise AI Agents
 — ○ — N/A N/A — 95 —
27399
automatikstudio
An MCP server that repurposes text or URL content into platform-optimized posts…
 — ○ ⏳ — — — — 81 —
27400
theYahia
MCP server for Chestniy ZNAK (Честный ЗНАК) API — product marking verification.…
 — ○ ⏳ — N/A N/A — — —
Showing 27351–27400 of 30006 servers
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