MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47951
protagolabs
Integrates with the Aerodrome Swap API to enable token swaps, pool information …
47952
sachin-ybis
Six deterministic hydration calculators for LLMs: water intake, dehydration sc…
N/A N/A 95
47953
3doptix
3DOptix Claim
Optical design, simulation and analysis with GPU-powered ray tracing. Import fr…
47954
mahdi-salmanzade
MCP-Dubai Claim
An MCP server that provides AI agents with access to Dubai and UAE public data …
47955
njlnaet
Build searchable AI research knowledge bases with hybrid vector search directly…
N/A N/A 95
47956
clauxel
Remote MCP for Gemini upgrade evals, prompt regressions, output diffs, and eval…
47957
optimusbasti
Enables management of sevdesk accounting and invoicing tasks including contacts…
81
47958
mclarkson
Manages blood pressure readings (create, read, update, delete) via an MCP serve…
47959
DHawks
Mercury Creative WriterTransform your creative writing with intelligent archety…
N/A N/A 95
47960
Ringer
warp Claim
SIP trunking, numbers, porting, messaging, billing, and CDR analytics on the Ri…
N/A N/A
47961
asoatlas
ASO Atlas Claim
App Store keyword research, rank tracking and App Store Connect performance for…
47962
Ithura
mcp Claim
Manage tasks, sprints, projects, and wiki pages in your Ithura workspace.
N/A N/A
47963
ragalgo
mcp--server Claim
N/A N/A 95
47964
cmudrc
tigl-mcp Claim
Provides MCP tools for CPACS-oriented TiGL workflows, enabling lifecycle manage…
47965
CSOAI-ORG
AI-powered translator pro ai MCP server for agents. Supports translate text, de…
N/A N/A 95
47966
ssavecc
Extract & download TikTok, Instagram, YouTube, Douyin media — HD, no watermark,…
N/A N/A
47967 N/A N/A 95
47968
NordmanLive
site-sense Claim
Enables AI assistants to see and interact with web browser tabs by capturing ac…
N/A N/A
47969
lakshmidevi2016
A modular MCP server exposing tools for integrating with services like GitHub, …
47970
memorylane-dev
The rush-gift-mcp server helps users en route to an appointment find last-minut…
47971
penelope1234564867
MCP server that wraps wger fitness/nutrition management platform, providing 15 …
47972
acrylicfiddle
x402tools Claim
9 pay-per-call utility tools (QR, screenshot, DNS, OCR, PDF, etc) paid in USDC …
47973
darkfunnels-ai
DarkFunnels Claim
WhatsApp AI sales agent on your own number via QR, no Meta API: audit chats, ed…
47974
SachinPandey22
Provides Claude with Gmail capabilities including sending emails, managing draf…
N/A N/A
47975
willtholke
dat-ai-mcp Claim
Provides browser automation, audio transcription, and LLM chat as MCP tools for…
47976
OTSkit
otskit-mcp Claim
Stamp, upgrade, and verify Bitcoin timestamps via AI agents. No API keys requir…
N/A N/A
47977
Query Airbrake errors, notices, deploys, and project stats from MCP clients
N/A N/A 81
47978
lisamaraventano-spine
First Dollar Claim
A curriculum that teaches AI agents how to spend their own money. Sixteen lesso…
N/A N/A
47979
beyondwin
FixThis Claim
Local-first MCP handoff for Jetpack Compose UI feedback and source candidates.
N/A N/A
47980
jmagar
UniFi RMCP Claim
Rust MCP server and CLI for UniFi Network controller operations.
N/A N/A
47981
datakoot
US weather, alerts, earthquakes and elevation for AI agents, from NWS/NOAA and …
47982 N/A N/A 95
47983
pipeworx-io
Provides Islamic prayer times, Qibla direction, and Hijri calendar conversion u…
47984
CSOAI-ORG
data-science-ai-mcp MCP server by MEOK AI Labs
N/A N/A
47985
mmingo-director-of-ai
Enables interaction with the Huntress SAT API to manage security awareness trai…
81
47986
0xSoftBoi
Enables driving a BitRobot-compatible ground robot (e.g., Earth Rover Mini+ or …
N/A N/A
47987
AIWerk
Email tools for any IMAP/SMTP provider: list, read, search, send, and manage me…
N/A N/A
47988
nikkomiu
pocketid-mcp Claim
MCP server for managing Pocket ID instances, providing 57 tools for user manage…
N/A N/A
47989
AquibFaiyaz
railinfo-mcp Claim
Enables real-time Indian Railways information retrieval, including live train r…
47990
CallMarcus
Community-built, comprehensive MCP server for the SecurityScorecard API (unoffi…
N/A N/A
47991
mtsboy01
Enables authorized Android security testing with static and dynamic analysis, F…
N/A N/A
47992
lxyct825-ops
kage-mcp Claim
A lightweight MCP server for parsing HTML, fetching URLs, rendering terminal-st…
N/A N/A 95
47993
slicenferqin
Provides any AI CLI tool with long-term memory using a three-tier architecture …
N/A N/A
47994
jasonpalmer1
Read-only MCP server for wafergraph.com's semiconductor & AI supply-chain data:…
47995
alumnx-ai-labs
Enables semantic search over the Vignan University knowledge base using Pinecon…
47996
lucasinclair
MatFlow Claim
Read-only MatFlow data: pricing, competitors, features, FAQs for combat-sports …
47997
ajantoniou
uploadcheck Claim
QC videos, podcasts, and clips before upload — timestamped flags with agent-rea…
N/A N/A
47998
Dc-4nderson
MCP server for The Culture, a fashion-focused social media app, exposing Supaba…
47999
FrankAIUser
ShowMeOnMap Claim
Ask in plain English, get a rendered, shareable map from live public data. 24 g…
48000
2lab-ai
A Model Context Protocol (MCP) server that provides a bridge to Anthropic's Cla…
N/A N/A
Showing 47951–48000 of 67226 servers
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