MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 23 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53201
wangyuxin0707
MCP server for deterministic Vivado FPGA automation including project scaffoldi…
N/A N/A
53202
davidmosiah
Provider-neutral short-form AI video toolkit for agents: Sora, Gemini Veo, xAI/…
53203
cclawton
music21-mcp Claim
Exposes 16 music21 MIDI analysis and editing tools to AI agents, enabling them …
N/A N/A
53204
enescinar
Twitter Server Claim 1
A Model Context Protocol server that allows interaction with Twitter, enabling …
N/A N/A 95
53205
pete-builds
A threat intelligence MCP server for Claude Code that enables lookup of IOCs, t…
N/A N/A
53206
Philogag
An MCP server that renders Minecraft structure files (NBT / Sponge schematic / …
N/A N/A
53207
tomarsachin2271
MCP server that allows querying Hyperliquid open positions and unrealized PnL f…
N/A N/A
53208
huaka1
browser-mcp Claim
Agent-native browser control MCP server that enables AI agents to browse and in…
N/A N/A
53209
Prakshal-Jain
agent-bridge Claim
A local MCP relay that enables two or more MCP-speaking agent CLIs to communica…
N/A N/A
53210
MarriHarshaVardhan
Exposes employee leave-management operations (add employees, check balance, app…
53211
agenticsrclab
Crypto market intelligence, evidence, watchlists, feedback, and paid x402 SKU r…
N/A N/A
53212
jaynasriwala
A small MCP server that lets an LLM query PostgreSQL, MySQL, MariaDB, SQL Serve…
53213
microbotdata-dev
Enables AI-assisted creation, optimization, and management of PineScript tradin…
N/A N/A
53214
Tmmoore286
lockstep-mcp Claim
Enables multiple AI agents like Claude and Codex to coordinate on the same proj…
N/A N/A
53215
vishaldodiya
A minimal MCP server that provides an interactive to-do list with checkboxes in…
53216
contextualizer-ai
artl-mcp Claim
Enables comprehensive scientific literature retrieval and analysis through Euro…
53217
moonbirdai
Extends Puppeteer to enable digital marketing and SEO analysis, including detec…
N/A N/A
53218
yjqian19
Extract EXIF metadata from JPG and PNG images. Reveal camera details, exposure …
N/A N/A 95
53219
Search MCP servers, agent skills and APIs for travel: hotel ID mapping, rates, …
67
53220
tejaskumbhar288
Enables AI agents to read, filter, send emails, and check unread counts via the…
N/A N/A
53221
docjet-dev
docjet-mcp Claim
Render branded PDF documents (invoices, reports, certificates) and PNG social i…
N/A N/A
53222
Tzamun-Arabia-IT-Co
Local-first, file-based memory layer for AI agents — one shared Markdown vault …
N/A N/A
53223
Marianooss
MCP server that enables clinical lab staff to predict reagent stockouts, check …
53224
ichinya
Enables AI agents and developer tools to interact programmatically with Yougile…
53225
marcelohensantos
garmin-mcp Claim
Exposes Garmin Connect data and workout management to AI agents, supporting too…
N/A N/A
53226
sbrunner-atx
An MCP server that controls WSJT-X for amateur radio weak-signal modes (FT8/FT4…
N/A N/A
53227
ihorleleka
MCP server for searching, reading, listing, writing, and appending Markdown wik…
53228
joon-labs
ms-teams-mcp Claim
Provides access to Microsoft Teams, Outlook, Calendar, and SharePoint via the M…
N/A N/A
53229
george-bobby
Modal MCP Claim
An MCP server for managing Modal — apps, containers, volumes, and secrets — and…
N/A N/A
53230
AiAgentKarl
Linux system administration via AI agents — MCP server for managing services, p…
N/A N/A
53231
nils-holmberg
ipynb-mcp Claim
An agent-agnostic MCP server that lets any AI agent drive a local JupyterLab se…
N/A N/A
53232
CSOAI-ORG
crypto-tracker-ai-mcp MCP server by MEOK AI Labs
N/A N/A
53233
oines
Connects QQ via NapCat OneBot v11 to an Astral Code app-server, exposing MCP to…
53234
matematicsolutions
tr-eli-mcp Claim
An MCP server for accessing Turkish legislation (laws, regulations, decrees) vi…
53235
Scarmonit
A demonstration FastMCP server with FastAPI integration that provides basic ari…
81
53236
colin807
wmcp Claim
N/A N/A 95
53237
Fabber-bot
Enables AI assistants to execute commands and transfer files on remote servers …
N/A N/A
53238
ChanthMiao
Integrates Xiaomi MiMo's multimodal API to enable understanding of images, audi…
53239
OkamiFeng
Enables AI agents to read, edit, and create Microsoft Word documents (.docx) wi…
53240
mcp Claim 1
Read-only Mafdet AI account tools (models, balance, usage, subscription) and do…
N/A N/A 69
53241
luxiaolei
Provides fast, self-hosted web search and reliable web scraping using SearXNG a…
N/A N/A
53242
aws-samples
Provides tools for discovering, building, deploying, and troubleshooting AWS De…
N/A N/A
53243
DOsinga
PyKernel MCP Claim
MCP server that provides a persistent IPython kernel for executing Python code …
N/A N/A
53244
riyengar19
Converts files (PDF, DOCX, PPTX, XLSX, images via OCR) and URLs to Markdown, en…
N/A N/A
53245 N/A N/A 95
53246
SilenceEchoLab
PhantomHand Claim
A minimalist browser control engine that allows LLM agents to visually perceive…
N/A N/A
53247
focusgts
20 tools for Adobe Edge Delivery Services: preview, publish, analytics, and con…
N/A N/A
53248
MCP-Mirror
Enables AI models to retrieve user geolocation information through EdgeOne Page…
81
53249
malkreide
MCP server for education statistics of the Canton and City of Zurich (BISTA), p…
53250
pl728
Enables fetching and reading subscriber-only content from Trade Companion by Ad…
N/A N/A 95
Showing 53201–53250 of 66502 servers