MCP Server Quality Scores

Independent quality analysis of 69236 public MCP servers

69236
Discovered
→
33911
Scored
→
2112
Verified
→
16953
Complete

Last updated 45 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47201
meir-may
LLMemory Claim
Enables VS Code agent mode to search and retrieve context from your LLMemory va…
— ○ ⏳ — — — — — —
47202
Hcs66
Enables users to interact with the Writeathon platform for managing cards, spac…
— ○ ⏳ — — — — — —
47203
Stelath
Enables Claude to create mathematical animation videos using Manim, allowing vi…
— ○ ⏳ — N/A N/A — 95 —
47204
nazar256
Enables managing Firefox Relay masks (random and domain) via MCP tools, includi…
— ○ ⏳ — — — — — —
47205
ninemindai
weather-mcp Claim
Exposes weather data from the free Open-Meteo API via decorator-driven MCP tool…
— ○ ⏳ — — — — — —
47206
segalz
Enables using the xAI Grok CLI as an MCP sub-agent for code review, asking ques…
— ○ ⏳ — N/A N/A — — —
47207
VIckys-AI-Stuffs
indmoney-mcp Claim
Read-only INDmoney portfolio access for Claude — Indian stocks, mutual funds, U…
— ○ ⏳ — N/A N/A — — —
47208
elkalowkey885
A local MCP server that indexes files in a directory using Gemini Embedding 2, …
— ○ ⏳ — N/A N/A — — —
47209
Dmitriusan
A comprehensive MCP toolkit for Java backend developers, providing 35 tools acr…
— ○ ⏳ — N/A N/A — — —
47210
AldanJJay
Enables querying academic data from Universitat Jaume I, including subjects, de…
— ○ ⏳ — N/A N/A — — —
47211
svd-ai-lab
Enables access to scientific simulation documentation and code snippets for sim…
— ○ ⏳ — — — — 81 —
47212
confortistefano
Enables AI assistants to search LinkedIn's Ad Library for sponsored ads, job po…
— ○ ⏳ — — — — — —
47213
igor-safonov-git
Enables comprehensive code reviews using multiple AI models (O3, Gemini, Claude…
— ○ ⏳ — — — — — —
47214
CodeGlide
Provides access to GitHub v3 REST API functionality through STDIO mode with Fas…
— ○ ⏳ — — — — — —
47215
lmendezz
Enables writing and editing files in ISO-8859-1 encoding, automatically convert…
— ○ ⏳ — N/A N/A — — —
47216
laddro-app
Tailor resumes, generate cover letters, render CVs as PDF, and browse 22+ templ…
— ○ ⏳ — — — — — —
47217
LINZO-AT
Enables AI-assisted planning inquiries by exposing PP/DS OData APIs as MCP tool…
— ○ ⏳ — — — — — —
47218
pipeworx-io
Enables browsing and fetching transport and mobility news feeds from curated so…
— ○ ⏳ — — — — — —
47219
kalikin-artem
Enables semantic search over local markdown note collections using vector embed…
— ○ ⏳ — N/A N/A — — —
47220
0x1f320
Bridges unnecessary React re-render data from the browser to coding agents, ena…
— ○ ⏳ — N/A N/A — — —
47221
lucadevv
MCP server that exposes code tracing capabilities including journey flows, HTTP…
— ○ ⏳ — N/A N/A — — —
47222
Tairon-ai
0g-chain-mcp Claim
Production-ready MCP server for 0G Chain blockchain operations, enabling wallet…
— ○ ⏳ — — — — — —
47223
SuppleAardvark
A Model Context Protocol server for exploring and analyzing CSV files, providin…
— ○ ⏳ — N/A N/A — — —
47224
sociologic
SocioLogic Claim
Conduct market research using synthetic personas and automated campaigns. Simul…
— ○ ⏳ — — — — 81 —
47225
choizeus02
MCP server for managing chemical inventory with SQLite. Enables search, detail …
— ○ ⏳ — — — — — —
47226
ConnorBoetig-dev
Provides unrestricted access to your development environment with filesystem op…
— ○ ⏳ — N/A N/A — 95 —
47227
tylergibbs1
canvas-mcp Claim
Enables AI agents to interact with Canvas LMS via its REST API for reading cour…
— ○ ⏳ — — — — — —
47228
ohhan777
korea_weather Claim 1
An MCP server that provides Korean weather information from the Korea Meteorolo…
— ○ ⏳ — — — — 81 —
47229
dpsiom
toolvend Claim
DNS, RDAP, LEI/KYB, DMARC/SPF, sitemaps, web extraction, VAT, QR. Paid per call…
— ○ ⏳ — — — — — —
47230
AIops-tools
Governed SolarWinds Orion + PRTG + Zabbix ops: SWQL, alert rollup, health, 42 t…
— ○ ⏳ — N/A N/A — 95 —
47231
adicted07-lang
Committee-reviewed market sizing, forecasts, and competitive landscape from Mer…
— ○ ⏳ — — — — — —
47232
pancake-pixels
Check if a US stock is halal (Sharia-compliant), with the dates its verdict cha…
— ○ ⏳ — — — — — —
47233
Dex865378
Advanced MCP server for Godot 4.6+ with 63 professional tools, enabling AI-assi…
— ○ ⏳ — N/A N/A — 95 —
47234
Jeffreytsai1004
Enables AI-assisted 3D modeling and scene control in Autodesk Maya through natu…
— ○ ⏳ — N/A N/A — — —
47235
vibgrate
ai-context Claim
Local-first MCP server: version-correct library docs, code map, and offline dri…
— ○ ⏳ — N/A N/A — — —
47236
CSOAI-ORG
commit-message-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
47237
thein-art
Enables interaction with Google Search Console via MCP, offering search analyti…
— ○ ⏳ — — — — — —
47238
portal-labs-infrastructure
A demo MCP server illustrating production patterns including OAuth 2.0 token va…
— ○ ⏳ — N/A N/A — — —
47239
mak2506
Fluduro Claim
A personality-to-flower quiz application with MCP tools for interactive widgets…
— ○ ⏳ — N/A N/A — — —
47240
v1truv1us
A Model Context Protocol server that provides Verbalized Sampling prompt templa…
— ○ ⏳ — — — — — —
47241
HoussemMak
Microsoft 365 & Azure admin: Graph, ARM, and the PowerShell cmdlets Graph does …
— ○ ⏳ — N/A N/A — — —
47242
kiki830621
macOS Calendar & Reminders MCP server (24 tools). Native Swift EventKit, iCloud…
— ○ ⏳ — N/A N/A — 95 —
47243
cyanheads
Geocode, reverse geocode, and run Overpass spatial queries on OpenStreetMap dat…
— ○ ⏳ — — — — — —
47244
MCP KQL Server Claim 1
Execute KQL in AI prompts via NL2KQL with schema discovery and Azure Data Explo…
— ○ — N/A N/A — 81 —
47245
Reviewable workspace discovery and private HTML review creation via stdio MCP.
— ○ — N/A N/A — 81 —
47246
Fr4nZ82
Self-hosted multi-user memory for AI agents: a human-readable Markdown wiki wit…
— ○ ⏳ — N/A N/A — — —
47247
max-rousseau
A self-hosted MCP server that provides a single execute_code tool, enabling age…
— ○ ⏳ — — — — — —
47248
GongRzhe
Enables AI assistants like Claude to interact with humans through intuitive GUI…
— ○ ⏳ — N/A N/A — — —
47249
anuragsinghbhandari
Enables AI agents to access a marketplace of paid tools by automatically handli…
— ○ ⏳ — — — — 81 —
47250
auten-ai
Auten Claim
Computer use for Claude Code, Codex, Cursor or any MCP client: your computer + …
— ○ ⏳ — N/A N/A — — —
Showing 47201–47250 of 69236 servers
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