MCP Server Quality Scores

Independent quality analysis of 43365 public MCP servers

43365
Discovered
29451
Scored
2111
Verified
16952
Complete

Last updated 1 hour, 55 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
43001
parlay-run
Parlay Claim
Remote MCP server for prediction markets — search and compare live odds across …
43002
andraderaul
Provides real-time access to League of Legends esports data including live matc…
43003
gbs-toolkit
MCP server for structured GB Studio 4.x project editing, enabling read/patch sc…
N/A N/A
43004
Query Airbrake errors, notices, deploys, and project stats from MCP clients
N/A N/A 81
43005
wyre-technology
MCP server for Datto RMM, enabling Claude to interact with devices, sites, aler…
43006
qFlav
MCP server for AgentDrop - encrypted file transfer between AI agents across any…
N/A N/A
43007
bbb-build
Hire Orb-verified humans for real-world tasks with on-chain escrow on World Cha…
N/A N/A
43008
salwks
SDS MCP Claim
Enables automated project analysis and structured development specification gen…
N/A N/A 95
43009
eugeneoh04
Enables LLMs to autonomously query AWS CloudWatch Logs and perform structured r…
43010
syndicate-links
Attribution and commission infrastructure for AI agents. Track conversions, ver…
81
43011
PaulGG-Code
Discover and assess IoT and wireless targets across BLE, Zigbee, Wi‑Fi, ESB, RF…
N/A N/A 95
43012 N/A N/A 95
43013
evan-follis-u0ll
preflight Claim
Check if your MCP server is ready to publish on the MCP Registry, Smithery, or …
81
43014
twomasc
TaskPile Claim
Pile in. Sort out. Taskpile is an AI-first productivity task manager that lives…
43015
meimakes
Enables AI assistants to interact with your personal Amazon cart through browse…
N/A N/A
43016
xianman
Connects Claude Desktop to the Enphase Developer API v4 for read-only access to…
43017
axel-belfort
Text classification API for AI agents. Classify text into topic categories with…
N/A N/A 95
43018
TheQtCompanyRnD
squish-mcp Claim
Enables AI agents to run and create Squish test scripts and test suites and ana…
N/A N/A
43019
kaditang
Non-custodial Solana MCP: compare yields, buy tokenized US stocks (xStocks) & O…
N/A N/A 95
43020 N/A N/A 95
43021
hycore220
K-Work Trust Claim
Korean business record validation and workflow safety gates for AI agents.
43022 N/A N/A 95
43023 N/A N/A 95
43024
yurthankiyak
Provide tailored advice and recommendations through a simple API interface. Ena…
N/A N/A 95
43025
1clickreport
1ClickReport Claim
40 tools for marketing analytics, campaign management, and AI monitoring across…
43026
xiaobenyang-com
Create precise, production-ready GSAP animations from any request. Debug issues…
N/A N/A 95
43027
tomoyasu-sasaki
Expo MCP Server Claim 1
A Model Context Protocol server designed to streamline Expo and React Native de…
N/A N/A 95
43028
niradler
A comprehensive Model Context Protocol (MCP) server for Arduino CLI interaction…
N/A N/A
43029
KorovkoAlexander
nsys-mcp Claim
Enables GPU profiling and performance analysis via NVIDIA Nsight Systems, allow…
N/A N/A 95
43030 N/A N/A 95
43031
execution-run
Enables AI agents to interact with the Execute.run bot API for managing Shell b…
81
43032
Pcw-Life
Provides a comprehensive suite of 56 tools for the management and automation of…
N/A N/A 95
43033
Polly2014
MCP server for Chinese-to-English book translation and document processing, pro…
N/A N/A
43034
jagoff
memo Claim
Local MLX-native memory for AI agents — markdown-on-disk, sqlite-vec + BM25 hyb…
N/A N/A
43035
a1c-ai-agent
Sally Skills Claim
Plug Sally AI into your agent. The clinical-grade health intelligence behind A1…
43036
dan-wkkx
marvenn-mcp Claim
Marvenn MCP Server AI-powered outbound marketing automation for agencies. Wha…
81
43037
prompt_thin
Reduce LLM API costs via semantic caching, prompt compression, model routing an…
81
43038
ricardosouza.comercial
avaliabem Claim
N/A N/A 95
43039
Maheidem
Enables AI assistants to search, read, and download attachments from Gmail usin…
N/A N/A
43040
orchestro Claim 1
Your AI Development Conductor - 60 MCP tools for intelligent task orchestration
N/A N/A 81
43041
JiayuuWang
Enables AI assistants to interact with Vercel API for managing projects, deploy…
43042
agentcivics
Read-only on-chain query surface for the AgentCivics civil registry on Sui — so…
43043
li7hai26
Enables interaction with Torna API documentation management platform, allowing …
81
43044
R-Mabasha
Transforms your IDE into an autonomous multi-agent coding assistant that orches…
N/A N/A
43045
sGuNk13
kuriflow-mcp Claim
Make AI tasks repeatable. Run with new data automatically — zero AI tokens per …
N/A N/A
43046
xianian17
ggb Claim
N/A N/A 95
43047
Discover and explore Azure Verified Modules from the Bicep Public Registry
N/A N/A 81
43048
jbandu
Manages airline crew qualifications, certifications, FAA Part 117 compliance, a…
81
43049
Easy8com
Easy8 Claim
Connect AI assistants to Easy8 — read and update projects, issues, and comments.
43050
recursive
caliper Claim
Caliper is an MCP server that accepts 3D geometry files and returns structured …
N/A N/A 95
Showing 43001–43050 of 43365 servers
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