MCP Server Quality Scores

Independent quality analysis of 69236 public MCP servers

69236
Discovered
→
33911
Scored
→
2112
Verified
→
16953
Complete

Last updated 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47251
maximeallanic
MCP server for Carrefour Drive that enables AI assistants to search products, m…
— ○ ⏳ — N/A N/A — — —
47252
Ballindaboy
Enables language models to interact with Bitrix24 CRM, providing tools to manag…
— ○ ⏳ — N/A N/A — — —
47253
mediar-ai
screenpipe Claim
🎖️ 🦀 🏠 🍎 Local-first system capturing screen/audio with timestamped indexing, S…
— ○ ⏳ — N/A N/A — 95 —
47254
cuer-bot
Enables web search via Brave Search API with freshness filters, full page conte…
— ○ ⏳ — N/A N/A — — —
47255
genfeedai
Genfeed Claim
Create, review and schedule social content from your AI agent. Approval-first.
— ○ ⏳ — — — — — —
47256
TIMBOTGPT
Enables screen capture, OCR text extraction, and automated clicking on macOS th…
— ○ ⏳ — N/A N/A — — —
47257
scairnx
mcp-saphana Claim
MCP server for SAP HANA enabling querying, schema exploration, and bulk data ex…
— ○ ⏳ — — — — — —
47258
rauls-kjarners
A lightweight MCP bridge that lets Claude Code delegate heavy tasks to the Anti…
— ○ ⏳ — N/A N/A — — —
47259
juliocesar
monkeysee Claim
Enables MCP clients to drive a real, logged-in Chrome browser for web automatio…
— ○ ⏳ — N/A N/A — — —
47260
ndnfl
qbo-mcp Claim
MCP server for editing QuickBooks Online transactions via natural language or C…
— ○ ⏳ — N/A N/A — — —
47261
kaka-milan-22
kops Claim
A read-only kubectl MCP server for AI assistants. The kubectl verb is hardcoded…
— ○ ⏳ — N/A N/A — — —
47262
Cassette-Editor
Chat-driven AI video montage: beat-synced cuts, auto-matched music, subtitles, …
— ○ ⏳ — N/A N/A — — —
47263
xiaobenyang-com
Track live USD/RUB and EUR/RUB exchange rates and Brent crude prices in USD and…
— ○ ⏳ — N/A N/A — 95 —
47264
huangmiuXyz
A TypeScript-based Model Context Protocol server that integrates with Volcengin…
— ○ ⏳ — — — — 81 —
47265
vyavahare-kishor
An MCP server providing tools for web research, code review, and concept explan…
— ○ ⏳ — — — — — —
47266
tazendor
Exposes the OPNsense REST API to AI clients, enabling natural language manageme…
— ○ ⏳ — — — — — —
47267
DDYRich72
UpToCode Claim
Evidence-backed architecture-quality analysis for Python agent applications.
— ○ ⏳ — — — — — —
47268
olavocarvalho
Enables AI agents to read, edit, execute cells, and capture outputs from Jupyte…
— ○ ⏳ — N/A N/A — — —
47269
bracesproul
Template for serving FastMCP servers over Streamable HTTP within a LangGraph Se…
— ○ ⏳ — — — — — —
47270
xthezealot
Enables reading, sending, and managing iMessage conversations on macOS through …
— ○ ⏳ — N/A N/A — — —
47271
swiru95
perun-mcp Claim
Enables AI agents to search for cheap flights, InPost parcel lockers, and hotel…
— ○ ⏳ — — — — — —
47272
MikeGrande
A Model Context Protocol server that enables querying and analyzing NetSuite sa…
— ○ ⏳ — N/A N/A — 95 —
47273
harsh5i
Flux Memory Claim
Flux Memory is an MCP server that provides a self-organizing weighted graph mem…
— ○ ⏳ — N/A N/A — — —
47274
WispAyr
NetOps Claim
A comprehensive network management platform for tracking devices, sites, and to…
— ○ ⏳ — — — — 81 —
47275
LCV-Ideas-Software
cross-review Claim
MCP server orchestrating API-first cross-review between Claude, ChatGPT Codex, …
— ○ ⏳ — N/A N/A — — —
47276
pickstar-2002
Enables comprehensive video file analysis including extracting metadata, stream…
— ○ ⏳ — N/A N/A — 95 —
47277
chrisryugj
MCP server that enables searching Korean patents, trademarks, and designs via K…
— ○ ⏳ — — — — — —
47278
myst3k
MCP server for the Wasabi WACM Connect API, enabling management of account hier…
— ○ ⏳ — — — — — —
47279
EliasOulkadi
shokunin Claim
職人 Shokunin 62 AI agent skills for OpenCode, Claude Code, Cursor, Windsurf. Chr…
— ○ ⏳ — N/A N/A — — — HT
47280 — ○ ⏳ — N/A N/A — 95 —
47281
1genadam
PilotGentic Claim
macOS desktop control for Claude: click, type, screenshot, AX tree, browser con…
— ○ ⏳ — N/A N/A — 95 —
47282
louistrue
IFCX MCP Claim
Enables AI assistants to create, edit, and export IFC5/IFCX building informatio…
— ○ ⏳ — N/A N/A — — —
47283
cgtykctn
An MCP server for the Logiwa IO (WMS) API that lets MCP clients work with wareh…
— ○ ⏳ — — — — — —
47284
NicoLeblanc
Andiamo Claim
Plan door-to-door trips across French trains, buses, transit and flights.
— ○ ⏳ — — — — — —
47285
mikedelcastillo
watush-mcp Claim
A send-only Telegram MCP server enabling agents to message you or named contact…
— ○ ⏳ — — — — — —
47286
arunveersingh
MCP server that gives AI agents deep code understanding across multiple git rep…
— ○ ⏳ — N/A N/A — — —
47287
bhasinagam
CodeContext Claim
Enables AI coding assistants to automatically detect and inject team-specific c…
— ○ ⏳ — N/A N/A — — —
47288
keenableai
An MCP server that enables web search and page content retrieval via the Keenab…
— ○ ⏳ — — — — — —
47289
ebin198351-akl
Agent Room Claim
A multi-agent collaboration layer for AI coding agents enabling real-time commu…
— ○ ⏳ — — — — — —
47290
tannht
gg-mcp Claim
A Model Context Protocol (MCP) server that connects AI agents to Google Workspa…
— ○ ⏳ — N/A N/A — — —
47291
bcdxc
Provides image understanding capabilities to coding models without vision suppo…
— ○ ⏳ — — — — 81 —
47292
Chao-Shiun
Enables OpenAI Codex to consult Claude Code for co-analysis, adversarial second…
— ○ ⏳ — N/A N/A — — —
47293
ingjohnfigueroablanco
Ultra-fast browser automation server over Chrome DevTools Protocol (CDP), expos…
— ○ ⏳ — — — — — —
47294
wiserautomation
SupraWall security gateway for AI agents. Provides deterministic guardrails for…
— ○ ⏳ — N/A N/A — 83 —
47295
MLMecham
wyt-mcp Claim
Game master MCP server for a time-loop dungeon RPG, managing game state, dice r…
— ○ ⏳ — N/A N/A — — —
47296
Kemperino
An MCP server that bridges AI models with Ethereum blockchains via all JSON-RPC…
— ○ ⏳ — — — — — —
47297
lsantome
Connect TrainingPeaks to Claude and other AI assistants via the Model Context P…
— ○ ⏳ — N/A N/A — — —
47298
fm3o5
A lightweight MCP server that adds Figma Comments support to AI assistants, ena…
— ○ ⏳ — — — — — —
47299
sydasif
Provides LLMs with real-time web search and content extraction capabilities, in…
— ○ ⏳ — — — — — —
47300
whybelab
testyb2 Claim
— ○ ⏳ — N/A N/A — 95 —
Showing 47251–47300 of 69236 servers
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