MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31840
Scored
2112
Verified
16953
Complete

Last updated 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44651
lehre-labs
Auto-discovers llms.txt documentation from project dependencies and exposes it …
N/A N/A
44652
Pigyon
MCPwner Claim
Model Context Protocol server for security research automation, integrating mul…
N/A N/A
44653
Sergey-Bl
testrail-mcp Claim 1
An MCP server for TestRail that prepares everything needed to generate test cas…
81
44654
GregBaugues
Enables interaction with a Token Bowl fantasy football league through the Sleep…
44655
sandraschi
cursor-mcp Claim
A FastMCP server for Cursor platform APIs enabling spend guardrails, cloud agen…
44656
Goldentrii
proxy-veil Claim 1
Residential proxy MCP server for AI agents — geo-targeting, sticky sessions, an…
N/A N/A 83
44657
emilabd247
Local MCP server for the Jedox OLAP platform enabling LLM clients to interact w…
44658
ScrapeUnblocker
Fetch any web page's HTML, AI-parsed JSON, or Google results via the ScrapeUnbl…
44659
We1chan
Analyzes GitHub Pull Requests (PRs) by querying status, CI checks, reviews, com…
N/A N/A
44660
hendrickcastro
A comprehensive MCP server for Google Cloud Firestore database operations, prov…
44661
chengyangliu-lcy
芯阳公司内部知识库MCP服务器,封装内部搜索API,供Codex和OpenCode调用以检索知识库信息。
44662
lux888093-hash
一个小红书自动化工具包,支持通过MCP协议与AI客户端集成,实现内容创作、发布及创作者数据分析。
N/A N/A 95
44663
engaij
Non-custodial DeFi tools for AI agents on Solana: swaps, perps, lending, stakin…
44664 N/A N/A 95
44665
SpartanLabsXyz
Simmer Claim
Trade prediction markets with AI agents — skill discovery, autoresearch, and ex…
N/A N/A
44666
shape-network
Provides AI assistants access to Shape's onchain data including gasback distrib…
44667
hasecon
A self-hosted MCP server that provides up-to-date documentation for enterprise …
N/A N/A
44668
Plydeen
Stock-MCP Claim
Provides access to Massive (Polygon) market data including stock and options OH…
44669
midl-ai
Enables AI assistants to interact with the MIDL blockchain, supporting smart co…
44670
acampkin95
IT-MCP Claim
Provides comprehensive macOS, Linux, and Windows system administration, diagnos…
81
44671
xoy8n
Converts PNG, JPG, and JPEG images to WebP format with configurable quality and…
N/A N/A
44672
NordmanLive
site-sense Claim
Enables AI assistants to see and interact with web browser tabs by capturing ac…
N/A N/A
44673
DerWolk
mcp-infra Claim
An MCP server that provides tools for filesystem, database, web, system, and sh…
N/A N/A
44674
ccamborde
Search French companies, directors and associations (INPI, INSEE, RNA).
N/A N/A
44675
AlexeySamosadov
VaultPDF MCP Claim
A local PDF manipulation server for AI agents that provides tools for merging, …
N/A N/A
44676
jrolstad
becu-mcp Claim
An MCP server that provides read-only access to your BECU accounts via browser …
N/A N/A
44677
dbankscard
Enables interaction with the SkuVault inventory management system API for produ…
N/A N/A
44678
ivan-loh
mcp-excel Claim
Enables querying Excel and CSV files using SQL via natural language, allowing A…
N/A N/A
44679
logly-uk
Query your Logly web analytics — traffic, breakdowns, funnels, real-time visito…
44680
pendpost
pendpost Claim
Pendpost MCP server — exposes ~43 tools for posting, scheduling, and managing c…
44681
crablduck
一个基于Model Context Protocol的SQLite数据库查询服务,为AI应用提供标准化的数据库访问、安全的SQL查询执行以及表结构预览功能。
N/A N/A
44682
CoveoSec
xsiam-mcp Claim
Exposes the entire Palo Alto Cortex XSIAM REST API (129 operations across 26 ca…
44683
SolonaBot
An MCP server that facilitates interactive software development planning by bre…
N/A N/A
44684
kauzy7
Enables searching and browsing the entire F5 AI Security documentation using TF…
44685
MarceauSolutions
YouTube automation: upload videos, Shorts, manage playlists, get analytics
N/A N/A 75
44686
kiuru
General TypeScript MCP server that provides tools for OpenClaw capabilities, in…
N/A N/A
44687
kaneg
k8s-mcp-go Claim
Safe, read-only-by-default Kubernetes access for AI agents via MCP. Provides ex…
44688
heikoliedtke
A simple MCP server to call RMV APIs for nearby stations and departure boards.
44689
passingduck
sungdb-mcp Claim
FastMCP-based GDB debugging server for high-performance, stable debugging with …
N/A N/A
44690
moshez
memcp Claim
Provides persistent memory for AI assistants like Claude, storing and retrievin…
N/A N/A
44691
artugrande
Celo MCP Claim
Enables read and write access to the Celo blockchain including balance checks, …
44692
CSOAI-ORG
Webhook Ai tools for AI agents. Capabilities: validate webhook signature, log w…
N/A N/A
44693
Safefy-Pay
Safefy MCP Claim
Official MCP server for Safefy, enabling AI agents to manage PIX payments, with…
44694
metaember
pushover-mcp Claim
A tiny MCP server that sends push notifications through Pushover, supporting me…
44695
StoneSho
Enables AI to remotely control StarUML for generating UML diagrams (use case, c…
N/A N/A
44696
FromArkZoo
scratch-mcp Claim
Enables AI agents to create, compile, and run Scratch projects by editing plain…
N/A N/A
44697
dreamiurg
A comprehensive read-only MCP server for Datadog, providing 117 tools to query …
44698
MCP-Mirror
Enables interaction with MinIO object storage through a standardized Model-Cont…
81
44699
pipeworx-io
data-gov-sg Claim
Enables access to Singapore government open data and real-time environment/tran…
N/A N/A
44700
JOSETRA44
scopus-mcp Claim
Enables AI agents to search and retrieve academic papers, author profiles, and …
Showing 44651–44700 of 66518 servers
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