MCP Server Quality Scores

Independent quality analysis of 69448 public MCP servers

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69448
Discovered
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34112
Scored
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2112
Verified
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16953
Complete
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Last updated 1 hour, 7 minutes ago

Grade Distribution

Score Distribution

Newly Added

WhatsAble for WhatsApp Business F Stashhh F Chess Coach F Metodix — training log for coaches F LongSpan F

Biggest Gainers

Airport Pickups London +31 MacTech Federal Market +23 Data Center Index +12

Biggest Drops

Second Opinion -48 worldhums -48 Black Label Continuum Website MCP -48
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
35251
gregcastro23
Converse with planetary-agent personas, council feeds & culinary debates from a…
 — ○ ⏳ — N/A N/A — — —
35252
Abdulwahed-alhallak
— ○ ⏳ — N/A N/A — 95 —
35253
chaoz23
loudcheck Claim
Loudness compliance verdicts against formal broadcast standards (EBU R128, ATSC…
 — ○ ⏳ — N/A N/A — — —
35254
wander8jackson
avocado-ai Claim
Generate AI images, videos, UGC ads, and product photos directly from Claude, C…
 — ○ ⏳ — — — — 81 —
35255
wuwux666
Converts unstructured documents into a searchable knowledge base and exposes re…
 — ○ ⏳ — N/A N/A — — —
35256
null
Find relevant Smart‑Thinking memories fast. Fetch full entries by ID to get com…
 — ○ ⏳ — — — — 81 —
35257
Git-Fg
An MCP server for web content extraction that converts HTML pages into clean, L…
 — ○ ⏳ — — — — 81 —
35258
context-engineering
sutra Claim
— ○ ⏳ — N/A N/A — 95 —
35259
Bros-AI
Wedding provider directory, gift ideas, and a couple's own wedding plan behind …
 — ○ ⏳ — — — — — —
35260
ajramos
mcp-bonusly Claim
Enables management of Bonusly employee recognition bonuses, including listing, …
 — ○ ⏳ — — — — — —
35261
dmae97
Production-ready multi-agent orchestration harness for Kimi Code CLI (K2.6): wo…
 — ○ ⏳ — N/A N/A — — —
35262
shufl9dka
Provides tools for web, image, generative search, and Wordstat keyword statisti…
 — ○ ⏳ — — — — — —
35263
ahmeda14960
mcp-comms Claim
Enables multiple AI agents to communicate and coordinate via a shared SQLite-ba…
 — ○ ⏳ — N/A N/A — — —
35264
jzhao234
big-brain Claim
Enables AI assistants to read and write to a personal knowledge vault of markdo…
 — ○ ⏳ — N/A N/A — — —
35265
jorkal-crypto
Solana NFT market data from Magic Eden — floor prices, cheapest listings, colle…
 — ○ ⏳ — — — — — —
35266
adarsh-devappsys
devctl-mcp Claim
An MCP server that lets Claude manage long-running development processes across…
 — ○ ⏳ — N/A N/A — — —
35267
wukaka
A JavaScript reverse engineering MCP server for Firefox with stealth capabiliti…
 — ○ ⏳ — N/A N/A — — —
35268
agent-sh
Controls a real Linux desktop from any MCP host. Reads accessibility trees, tak…
 — ○ ⏳ — N/A N/A — — —
35269
arjunkmrm
World Clock Claim
Get the current time in any timezone. Set a default timezone for fast lookups. …
 — ○ ⏳ — N/A N/A — 95 —
35270
LetRetroHQ
Enables AI coding tools to access LetRetro retrospectives, boards, cards, and t…
 — ○ ⏳ — N/A N/A — — —
35271
RextonWong
sellabot-mcp Claim
An MCP server that exposes marketplace seller operations (Shopee first) as tool…
 — ○ ⏳ — N/A N/A — — —
35272
ivo-toby
Generates podcast audio from scripts using Google Gemini TTS, supporting single…
 — ○ ⏳ — — — — — —
35273
UseVynix
Vynix Claim
Give AI coding agents access to your Vynix visual feedback, bug reports, and AI…
 — ○ ⏳ — — — — — —
35274
redhat-community-ai-tools
igloo-mcp Claim
MCP server for searching and retrieving content from Igloo digital workplace in…
 — ○ ⏳ — — — — — —
35275
AcosX
Enables executing shell commands on the host system via an MCP tool, with JWT/O…
 — ○ ⏳ — — — — — —
35276
gyrationtechs
Enables sending emails and managing webhooks through the SendLayer API. Support…
 — ○ ⏳ — — — — 81 —
35277
javierlnmn
Provides MCP tools for discovering Groupon-style deals (search, get, compare) f…
 — ○ ⏳ — N/A N/A — — —
35278
bearded-giant
A comprehensive Model Context Protocol (MCP) server that provides complete acce…
 — ○ ⏳ — — — — — —
35279
matteoantoci
Enables creating, reading, and modifying Google Slides presentations programmat…
 — ○ ⏳ — — — — — —
35280
HanzMaulwurf
TEX is an MCP server that enables Claude Code to perform browser tasks using pl…
 — ○ ⏳ — N/A N/A — — —
35281
suryarajendhran
Enables read-only interaction with Hasura GraphQL APIs, including table explora…
 — ○ ⏳ — — — — — —
35282
Lsyedibrahim
Veritas Claim
An AI-powered data investigation workspace for Product Managers, combining stru…
 — ○ ⏳ — N/A N/A — — —
35283
showkeyjar
A robot-control MCP server enabling LLMs to control Unitree robots and DJI Tell…
 — ○ ⏳ — N/A N/A — — —
35284
JM-Addington
Enables LLMs to search and retrieve Autotask tickets, companies, and contacts u…
 — ○ ⏳ — N/A N/A — — —
35285
reverse-craft
A powerful MCP server for browser debugging and reverse engineering, providing …
 — ○ ⏳ — N/A N/A — — —
35286
g2zz
A local MCP server that delegates tasks to a subagent runtime via OpenAI-compat…
 — ○ ⏳ — N/A N/A — — —
35287
mediar-ai
screenpipe Claim
🎖️ 🦀 🏠 🍎 Local-first system capturing screen/audio with timestamped indexing, S…
 — ○ ⏳ — N/A N/A — 95 —
35288
cuer-bot
Enables web search via Brave Search API with freshness filters, full page conte…
 — ○ ⏳ — N/A N/A — — —
35289
maximeallanic
MCP server for Carrefour Drive that enables AI assistants to search products, m…
 — ○ ⏳ — N/A N/A — — —
35290
Ballindaboy
Enables language models to interact with Bitrix24 CRM, providing tools to manag…
 — ○ ⏳ — N/A N/A — — —
35291
TIMBOTGPT
Enables screen capture, OCR text extraction, and automated clicking on macOS th…
 — ○ ⏳ — N/A N/A — — —
35292
scairnx
mcp-saphana Claim
MCP server for SAP HANA enabling querying, schema exploration, and bulk data ex…
 — ○ ⏳ — — — — — —
35293
rauls-kjarners
A lightweight MCP bridge that lets Claude Code delegate heavy tasks to the Anti…
 — ○ ⏳ — N/A N/A — — —
35294
juliocesar
monkeysee Claim
Enables MCP clients to drive a real, logged-in Chrome browser for web automatio…
 — ○ ⏳ — N/A N/A — — —
35295
sydasif
Provides LLMs with real-time web search and content extraction capabilities, in…
 — ○ ⏳ — — — — — —
35296
MLMecham
wyt-mcp Claim
Game master MCP server for a time-loop dungeon RPG, managing game state, dice r…
 — ○ ⏳ — N/A N/A — — —
35297
whybelab
testyb2 Claim
— ○ ⏳ — N/A N/A — 95 —
35298
contextser
nodecel Claim
Vibe deployment for nodecel — deploy, roll back, diagnose, and manage apps and …
 — ○ ⏳ — — — — — —
35299
lsantome
Connect TrainingPeaks to Claude and other AI assistants via the Model Context P…
 — ○ ⏳ — N/A N/A — — —
35300
suberbawer
Exposes a suite of 31 AI agents and the Ralph Engine orchestration framework to…
 — ○ ⏳ — N/A N/A — 95 —
Showing 35251–35300 of 69448 servers
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