MCP Server Quality Scores

Independent quality analysis of 69182 public MCP servers

69182
Discovered
→
33861
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 58 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52751
Explorer-64
Imagcon Claim
Generate PWA icon sets and iOS splash screens from a text prompt or an existing…
— ○ ⏳ — — — — — —
52752
That-sME
Enables teams to automate certificate issuance and query engagement data from t…
— ○ ⏳ — — — — — —
52753
vdanen
osidb-mcp Claim
MCP server for OSIDB (Red Hat Product Security's vulnerability management syste…
— ○ ⏳ — — — — — —
52754
ragalgo
mcp-server Claim
Access scored end-of-day insights for Korean stocks and crypto to make clear, r…
— ○ ⏳ — N/A N/A — 95 —
52755
SigNoz
SigNoz MCP server: access metrics, traces, logs, alerts, and dashboards via AI …
— ○ ⏳ — N/A N/A — 81 —
52756
CSOAI-ORG
real-estate-listing-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
52757
creatify-ai
ad-agent Claim
Turn a prompt, product link, or reference ad into a finished video ad via Creat…
— ○ ⏳ — — — — — —
52758
AparajeetS
TrainTools Claim
Recommend paper-backed diagnostics for PyTorch and Hugging Face training proble…
— ○ ⏳ — N/A N/A — — —
52759
Stelath
Enables Claude to create mathematical animation videos using Manim, allowing vi…
— ○ ⏳ — N/A N/A — 95 —
52760
CallMarcus
Community-built, comprehensive MCP server for the SecurityScorecard API (unoffi…
— ○ ⏳ — N/A N/A — — —
52761
elkalowkey885
A local MCP server that indexes files in a directory using Gemini Embedding 2, …
— ○ ⏳ — N/A N/A — — —
52762
insightsocial
Live public data from TikTok, LinkedIn, YouTube, X, Reddit and 17 more networks…
— ○ ⏳ — — — — — —
52763
svd-ai-lab
Enables access to scientific simulation documentation and code snippets for sim…
— ○ ⏳ — — — — 81 —
52764
darkfunnels-ai
DarkFunnels Claim
WhatsApp AI sales agent on your own number via QR, no Meta API: audit chats, ed…
— ○ ⏳ — — — — — —
52765
Litenova-Solutions
Fuse Claim
A .NET semantic context engine for AI agents: index, map, localize, resolve, re…
— ○ ⏳ — N/A N/A — — —
52766
LeonTing1010
Tap ⚡ Claim
Browser MCP for logged-in tasks. Uses your Chrome — credentials stay local. Zer…
— ○ ⏳ — N/A N/A — 95 —
52767
sociologic
SocioLogic Claim
Conduct market research using synthetic personas and automated campaigns. Simul…
— ○ ⏳ — — — — 81 —
52768
adicted07-lang
Committee-reviewed market sizing, forecasts, and competitive landscape from Mer…
— ○ ⏳ — — — — — —
52769
raunakkathuria
lexilint Claim
Offline spell checker + BYOK grammar for AI assistants. Works with Claude Deskt…
— ○ ⏳ — N/A N/A — 95 —
52770
AIops-tools
Governed SolarWinds Orion + PRTG + Zabbix ops: SWQL, alert rollup, health, 42 t…
— ○ ⏳ — N/A N/A — 95 —
52771
vibgrate
ai-context Claim
Local-first MCP server: version-correct library docs, code map, and offline dri…
— ○ ⏳ — N/A N/A — — —
52772
CSOAI-ORG
commit-message-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
52773
mak2506
Fluduro Claim
A personality-to-flower quiz application with MCP tools for interactive widgets…
— ○ ⏳ — N/A N/A — — —
52774
v1truv1us
A Model Context Protocol server that provides Verbalized Sampling prompt templa…
— ○ ⏳ — — — — — —
52775
HoussemMak
Microsoft 365 & Azure admin: Graph, ARM, and the PowerShell cmdlets Graph does …
— ○ ⏳ — N/A N/A — — —
52776
Fr4nZ82
Self-hosted multi-user memory for AI agents: a human-readable Markdown wiki wit…
— ○ ⏳ — N/A N/A — — —
52777
divineapi
Official MCP server for Western Astrology by Divine API. 53 tools covering Nata…
— ○ ⏳ — N/A N/A — 95 —
52778
auten-ai
Auten Claim
Computer use for Claude Code, Codex, Cursor or any MCP client: your computer + …
— ○ ⏳ — N/A N/A — — —
52779
cyanheads
Search bills, legislators, committees, and events across all 50 US states, DC, …
— ○ ⏳ — — — — — —
52780
kapilnankani90
Integrates with Google Docs and Gmail to append content to documents and create…
— ○ ⏳ — — — — — —
52781
CSOAI-ORG
diff-ai-mcp Claim
diff-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
52782
yuechen
plaid-mcp Claim
A local MCP server that provides read-only SQL access to financial accounts via…
— ○ ⏳ — N/A N/A — — —
52783
arbazex
An MCP server that provides tools to look up and verify Australian businesses u…
— ○ ⏳ — — — — 81 —
52784
aws-mcp Claim 1
AWS MCP server — call any AWS API from AI assistants, with first-class SSO re-l…
— ○ — N/A N/A — 81 —
52785
crony-io
MCP server for generating advanced mock 2D PNG assets for game prototypes.
— ○ ⏳ — N/A N/A — — —
52786 — ○ ⏳ — N/A N/A — 95 —
52787
xie38388
looply Claim
Looply AI call center MCP Server - manage calls, leads, contacts, and analytics.
— ○ ⏳ — N/A N/A — 75 —
52788
iomz
Levitate Claim
Lifts local stdio MCP servers into remote Streamable HTTP endpoints for cloud-h…
— ○ ⏳ — N/A N/A — — —
52789
Dumpling-AI
Access data, web scraping, and document conversion APIs by [Dumpling AI](https:…
— ○ ⏳ — — — — 81 —
52790
minikdj
MCP server for birding trip planning with migration forecasts, hotspot analysis…
— ○ ⏳ — N/A N/A — — —
52791
GleisonOliveira
An MCP server that lets AI agents run PHP unit and integration tests inside Doc…
— ○ ⏳ — N/A N/A — — —
52792
MCP server providing Playwright test generation wizard with intelligent prompts…
— ○ — N/A N/A — 81 —
52793
ai4xedu
TabTree Claim
Build mind maps, kanban boards and whiteboards in your TabTree account, team sp…
— ○ ⏳ — N/A N/A — — —
52794
CRED-CLUB
aws-cost-mcp Claim
Enables querying AWS Cost and Usage Report data via Amazon Athena for cost-effe…
— ○ ⏳ — — — — — —
52795
LicentiumIO
Compass Claim
Ground your LLM in EU financial, crypto and AI regulation, verbatim and cited, …
— ○ ⏳ — N/A N/A — — —
52796
Kinglions
Design-to-code artifact pipeline for UI screenshots, Figma node data, and visua…
— ○ ⏳ — N/A N/A — — —
52797
LizzleChen
Your AI's DFW guide: events, appraisals, Dallas 311, crime, floods, schools, ut…
— ○ ⏳ — N/A N/A — — —
52798
lars-kerkhof
Provides tools for Dutch energy market data: day-ahead and imbalance prices, we…
— ○ ⏳ — — — — 81 —
52799
bjornj12
trackman-mcp Claim
Fetch your Trackman Golf stats (handicap, rounds, shots, club gapping) as MCP t…
— ○ ⏳ — N/A N/A — — —
52800
bdog720
Oraclarr Claim
Read-only diagnostic MCP server for a self-hosted arr stack (Sonarr, Radarr, Pr…
— ○ ⏳ — N/A N/A — — —
Showing 52751–52800 of 69182 servers