MCP Server Quality Scores

Independent quality analysis of 67181 public MCP servers

67181
Discovered
32311
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 14 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
35051
Astrid3333
Double-entry accounting MCP server for Claude Desktop. Supports accounts, trans…
N/A N/A
35052
OperatingSystem-1
Reduces token waste by caching code understanding in .mi context files and prev…
N/A N/A
35053
chenfukun
A lightweight MCP server for MongoDB 3.6+ providing read, write, metadata, and …
35054
AuthSoftware-development
Freepik MCP Claim
Enables AI assistants to search, download, and generate visual content using Fr…
35055
DrishtantKaushal
Model Context Protocol server for Langfuse observability. Query traces, analyze…
35056
ghdejr11-beep
Enables MCP clients to compute and interpret Korean Four Pillars of Destiny (Sa…
35057
GregoireCasoetto
mcp Claim
MCP server for Monnet — motions, plans, files, approvals, and the team's compan…
N/A N/A
35058
huang198600-cpu
Enables deep structural analysis of ebooks by extracting core conflicts, insigh…
35059
openascot
Enables AI assistants and CLI tools to explore and analyze datasets from 600+ g…
81
35060
0x-devc
Read-only MCP server for querying the live NOVAI blockchain over its public JSO…
N/A N/A
35061
Ruhal-Doshi
skill-depot Claim
Enables AI agents to semantically search and retrieve relevant skills from a lo…
N/A N/A
35062
CSOAI-ORG
AI-powered patient safety ai MCP server for agents. Supports check drug interac…
N/A N/A
35063
YawLabs
Manage Caddy web servers from Claude Code, Cursor, and any MCP client with 18 t…
35064
Polsia-Inc
twitter-read Claim
An MCP server for reading Twitter/X engagement data and metrics, enabling AI ag…
35065 N/A N/A 95
35066
jameskitfu
YouTube MCP Claim
Local read-only MCP server for YouTube Data API v3 and YouTube Analytics API, e…
N/A N/A
35067
ghostiee-11
An MCP server that enables AI assistants to create interactive visualizations, …
N/A N/A
35068
AbhiRawat4841
Enables AI agents to run Mathematica code, control live notebooks, and verify r…
35069
LilMosey
MCP-SERVER Claim
A TypeScript + Express skeleton for MCP services, currently only providing a he…
35070
Stevegriswoldatl
Book Sandals, Beaches, and cruises through Pixie Vacations with co-branded book…
35071
Poppify
Photo-to-reel MCP for solo founders and SMBs. Upload 1–10 photos and get a capt…
35072
Thejosem4
An intelligent bridge between Claude and LinkedIn. This MCP server empowers Cla…
35073
FilippTrigub
Enables AI assistants to read, write, and manage Google Sheets spreadsheets thr…
35074
shxiaj
Enables lightning-fast file searching on Windows using Everything SDK, with too…
N/A N/A
35075
ober37
Monitor and automate AC Infinity grow controllers through natural conversation …
35076
archergate-mcp
Archergate Claim
Open-source software licensing SDK. Generate ready-to-paste license validation …
N/A N/A 95
35077
agaldemas
yt-dlp Claim
Enables video metadata extraction and downloading from platforms like TikTok an…
N/A N/A
35078
dbos-inc
Enables LLMs to analyze and manage DBOS workflows, including introspection, wor…
35079
Emeritus-China
MCP server for integrating AI models with Emeritus services, enabling user mana…
35080
convexvalue
cvserver Claim
Live US options chains with Greeks and IV, a screener, SQL, and FMP fundamental…
35081
enescinar
Twitter Server Claim 1
A Model Context Protocol server that allows interaction with Twitter, enabling …
N/A N/A 95
35082
Mikerichardmail
Clarity and memory persistent workspace context manager for Claude.
N/A N/A
35083
EventRegistry
newsapi-mcp Claim
A Model Context Protocol (MCP) server that provides real-time news intelligence…
35084
anasdevai
Unified MCP server for Google Classroom, Drive, and Docs, enabling AI assistant…
81
35085
davidfertube
Altaviz Claim
Enables monitoring and managing multi-platform media buying accounts via natura…
35086
OverlayQA
Enables AI coding agents to audit web pages for WCAG accessibility and color-co…
35087
Tavaresiqueira
Exposes Garmin Connect wellness and recovery metrics to MCP-compatible AI assis…
35088
xTeknoTaube
Deploys a remote MCP server on Cloudflare Workers without authentication, allow…
N/A N/A
35089
justadityaraj
Shop on amazon.in via LLM. Three tools: product search with "cheapest in stock"…
35090
zhu1090093659
deepseek-pp Claim
为 DeepSeek 网页版注入类原生工具调用、MCP/Shell 工具、长期记忆、Skill、Agent式持续执行和定时自动化任务
N/A N/A
35091
Mnehmos
Enables AI assistants to search and retrieve academic papers from arXiv through…
81
35092
li7hai26
Enables interaction with Torna API documentation management platform, allowing …
81
35093
graphpilot-oss
graphpilot Claim
Structural memory for coding agents. Indexes TypeScript/JavaScript repos and ex…
N/A N/A 95
35094
gabrielmahia
nishati-mcp Claim
MCP server for Kenya energy — KPLC connection guidance, tariff calculator, off-…
N/A N/A
35095
Rodriguespn
A Code Mode MCP server for the e2b API, giving agents three tools (search, exec…
N/A N/A
35096
dantte-lp
MCP server for semantic search across the complete ObjectARX 2026 documentation…
N/A N/A
35097
ai-mcp-garage
Enables retrieval and analysis of MyFitnessPal nutrition data including daily s…
81
35098
Mason-Levyy
MyFitnessPal Claim
MCP server for MyFitnessPal: log, search, and analyze your food diary.
N/A N/A
35099
tallyfy
Automate tasks, processes, and approvals with AI.
35100
celo-org
This MCP server provides access to Composer Kit React component documentation, …
Showing 35051–35100 of 67181 servers
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