MCP Server Quality Scores

Independent quality analysis of 66301 public MCP servers

66301
Discovered
31700
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
65051
marian-kamenistak
Engineering leadership benchmarks, 1:1 playbooks, developer value calculator. 3…
65052
project-purupuru
Enables querying the Purupuru universe codex programmatically, including charac…
N/A N/A
65053
c3-yang-song
Estimates GPU requirements, training/inference costs, and cloud-vs-on-prem TCO …
N/A N/A
65054
arispay-inc
Enables AI agents to call paid APIs and settle HTTP 402 payment challenges with…
N/A N/A
65055
leonidahqadmin-cell
x402-starter Claim
Enables AI agents to pay-per-call for Cloudflare Worker APIs using USDC micropa…
65056
cerebrixos-org
Fine-tune LLMs on code repos — autocomplete (Cody/QLoRA) and bug-fix (SIERA) ag…
N/A N/A 83
65057
spalit2025
Enables AI assistants to discover and manage arXiv papers by searching for pape…
N/A N/A
65058
win8428
Enables cold email marketing automation with campaign management, lead tracking…
65059
Haustorium12
24klabs-mcp Claim
AI code analysis tools that plug into Claude Code, Cursor, VS Code, and any MCP…
65060
tedahn
Enables persistent memory storage and retrieval for AI conversations using Mem0…
81
65061
AshMet
vibemap-mcp Claim
Load & create VibeMap product specs from your coding agent; sync build progress.
N/A N/A
65062
Temple-of-Epiphany
IMAP MCP Pro Claim
Production IMAP & SMTP for Claude: multi-account email search, triage, send, an…
N/A N/A
65063
andrihakim146
Enables capturing, searching, and organizing Obsidian notes from Telegram via H…
N/A N/A
65064
kynto2001-ctrl
XRPL wallet risk scoring. Behavioral tags, sub-scores, graph analysis. Pay per …
N/A N/A 95
65065
LostSyscall
py-sandbox Claim
Enables AI agents to execute arbitrary Python code securely in a sandboxed envi…
65066
piprail
PipRail Claim
A budget-bound x402 payment wallet for AI agents: it autonomously pays HTTP 402…
N/A N/A
65067
TGLEEEE
tgbot-mcp Claim
A trusted, open-source MCP server for Telegram that enables LLMs to send messag…
65068
NewJerseyStyle
Enables constraint solving, logical reasoning, and satisfiability checking usin…
65069
jasich
An MCP server that enables AI coding agents to capture screenshots of macOS win…
N/A N/A
65070
mreedr
repo-sdk-mcp Claim
Exposes functions to get the current working directory and review git diffs bef…
N/A N/A
65071
Simoon896
An MCP server that enables conversational interaction with Wazuh SIEM, allowing…
65072
ghchinoy
docstats Claim
MCP server that calculates readability metrics for text, web pages, and PDFs, p…
65073
PXSR
A smart MCP server for multi-engine web search with AI-powered results, support…
65074
QWED-AI
QWED-MCP Claim
Enables deterministic verification for AI assistants by executing Python code t…
N/A N/A
65075
nlqueries
NLQueries Claim
Natural language to SQL engine with multi-connector support (PostgreSQL, MySQL,…
65076
Sentinel-One
Enables MCP clients to interact with SentinelOne's cybersecurity platform for s…
65077
makomori
A CLI tool that registers OpenAPI GET endpoints as MCP tools, enabling API requ…
65078
netandreus
pi-auto Claim
Provides usage data from @ccusage/pi and tools to switch between AI providers (…
N/A N/A
65079
vincentwongso
mt5-mcp Claim
An MCP server that lets an AI agent read your MetaTrader 5 account and place tr…
N/A N/A
65080
robawolf
n8nmcp Claim
N/A N/A 95
65081
lilyzhng
Bridges Discord channels to Cursor's headless agent, enabling always-on Discord…
65082
LaggySon
bbagent Claim
Autonomous ESPN Fantasy Baseball manager that optimizes lineups, handles waiver…
65083 N/A N/A 95
65084
tallyfy
Automate tasks, processes, and approvals with AI.
65085
EveryInc
MCP server for Google Workspace APIs enabling reading, creating, and editing Go…
81
65086
jezweb
Provides weather data, forecasts, air quality, and location services via OpenWe…
65087
zhuylanz
MCP server for Strapi CMS content and media management.
N/A N/A
65088
lensesio
AI agent skills for building, operating and troubleshooting Apache Kafka applic…
N/A N/A
65089
Streen9
React MCP Claim
Enable Claude AI to manage and interact with React applications seamlessly.
N/A N/A 95
65090
georgejeffers
An MCP server for interacting with the Etsy API, enabling listing management, s…
N/A N/A
65091
imnotdev25
paper-mcp Claim
Enables retrieval of academic paper metadata, PDFs, full text, citations, and r…
65092
Bobjonesgood
x402nano Claim
Machine-payable prediction-market briefs and probability-change monitoring for …
65093
FlorinCiocirlan
Extracts timestamped screenshots from local videos, enabling Claude to produce …
N/A N/A
65094
iceleaf916
MCP server for Mingdao Worksheet API. Enables listing worksheets, querying reco…
65095
aaronaalmendarez
Connects AI assistants to Roblox Studio, enabling them to interact with instanc…
N/A N/A
65096
GRU-953
dev953 Claim
dev953 method companion: exposes its multi-agent coding method as callable MCP …
N/A N/A
65097
gorilas
Provides programmatic access to the DESY design system documentation, enabling …
N/A N/A
65098
arsalannkhann
Theta-MCP Claim
A comprehensive sales automation platform combining Model Context Protocol (MCP…
N/A N/A
65099
gaforov
selenium-mcp Claim
Enables browser automation through the Model Context Protocol, allowing AI agen…
N/A N/A 95
65100
BillShiyaoZhang
Enables AI agents to fetch emails from local Apple Mail accounts and mailboxes,…
N/A N/A
Showing 65051–65100 of 66301 servers