MCP Server Quality Scores

Independent quality analysis of 69027 public MCP servers

69027
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
63551
Mallikarjun-Roddannavar
Generates comprehensive API test plans (positive, negative, and boundary/edge c…
— ○ ⏳ — N/A N/A — — —
63552
AterDev
Perigon.CLI Claim
This is a tool that helps you quickly build backend services based on Asp.Net C…
— ○ ⏳ — N/A N/A — — —
63553
acoyfellow
mcpu Claim
MCP server for managing Cloudflare Workers via Cloudflare Artifacts. Enables ed…
— ○ ⏳ — N/A N/A — — —
63554
FarahTrip
A self-hosted MCP server for the Reddit Ads API v3, enabling reading ad account…
— ○ ⏳ — — — — — —
63555
hindocharaj1997
An MCP server for data reconciliation between MySQL and Snowflake, enabling LLM…
— ○ ⏳ — — — — — —
63556
beomsu317
notion Claim
— ○ ⏳ — N/A N/A — 95 —
63557
Quant-M2M
Server temporarily offline.
— ○ ⏳ — — — — — —
63558
jessie02park-creator
Prepares reminders for going out based on weather conditions and suggests meetu…
— ○ ⏳ — N/A N/A — — —
63559
IsaiahDupree
Unified social-media data across 10 networks: profiles, posts, search, comments…
— ○ ⏳ — — — — — —
63560
huikku
Enables LLMs to interact with Kitsu production tracker via its Zou API, providi…
— ○ ⏳ — — — — — —
63561
shanemmattner
Enables Large Language Models to act as co-debuggers for Texas Instruments embe…
— ○ ⏳ — N/A N/A — 95 —
63562
CedricConday
xe-mcp Claim
An MCP server for the Xe Currency Data API that brings live FX rates, historica…
— ○ ⏳ — — — — — —
63563
mdnishath
wp-ultra-mcp Claim
Turns any WordPress site into an MCP server, allowing AI clients to directly co…
— ○ ⏳ — — — — 81 —
63564
zubir2k
esolat-mcp Claim
MCP server providing Malaysian/global prayer times (JAKIM + Aladhan fallback), …
— ○ ⏳ — — — — — —
63565
Dishant27
Enables programmatic interaction with Medium's content ecosystem for intelligen…
— ○ ⏳ — — — — — —
63566
sumithr
sumo-qa Claim
An MCP server that brings senior-QA discipline to AI coding assistants, enablin…
— ○ ⏳ — N/A N/A — — —
63567 — ○ ⏳ — N/A N/A — 95 —
63568
khawjaahmad
A basic example of deploying a serverless Model Context Protocol (MCP) server u…
— ○ ⏳ — N/A N/A — 95 —
63569
beydemirfurkan
tweetly Claim
An MCP server that enables AI agents to automate actions on X (Twitter) through…
— ○ ⏳ — — — — — —
63570
sophia-labs
mcp-dispatch Claim
Local inter-agent messaging for AI coding agents via filesystem relay.
— ○ ⏳ — N/A N/A — — —
63571
iPraBhu
MCP server for Perforce version control with safe defaults, structured JSON res…
— ○ ⏳ — N/A N/A — — —
63572
VecGrep
VecGrep Claim
Semantic code search MCP server that reduces token usage by ~95% by returning t…
— ○ ⏳ — N/A N/A — — —
63573
Kenzo2345
Exposes Verificarlo floating-point debugging capabilities to AI agents, enablin…
— ○ ⏳ — N/A N/A — — —
63574
rasta26
Enables querying and managing Azure Log Analytics workspaces using KQL (Kusto Q…
— ○ ⏳ — — — — 81 —
63575
charlesmmorais
Coppermind Claim
Enables AI assistants to design PCBs in KiCAD through natural language, with tr…
— ○ ⏳ — N/A N/A — — —
63576
tejcodes-rex
VERDICT Claim
Enables autonomous DFIR investigation by turning the SIFT toolchain into eviden…
— ○ ⏳ — N/A N/A — — —
63577
qdrant
Allows agents to lookup code snippets in your project. Uses a remote MCP server…
— ○ ⏳ — N/A N/A — — —
63578
OscarC88
Enables weather queries through OpenWeatherMap API, providing current condition…
— ○ ⏳ — — — — — —
63579
Snehasis4321
Integrates Google's Gemini API with MCP-compatible clients for chat, real-time …
— ○ ⏳ — N/A N/A — — —
63580
elyngved
MCP server that provides search and retrieval of AI system failure modes from t…
— ○ ⏳ — — — — — —
63581
thebtf
Unified MCP control plane for AI pull request reviews on GitHub.
— ○ ⏳ — N/A N/A — — —
63582
seven-hills-software
Enables querying Shopify App Store intelligence including 17,000+ apps, 829,000…
— ○ ⏳ — — — — — —
63583
c3-yang-song
Estimates GPU requirements, training/inference costs, and cloud-vs-on-prem TCO …
— ○ ⏳ — N/A N/A — — —
63584
ed-smartass
mcp-peek Claim
Optimizes REST API calls for AI agents by returning compact schemas instead of …
— ○ ⏳ — — — — — —
63585 — ○ ⏳ — N/A N/A — 95 —
63586
kwinsch
An MCP server for intelligent web content extraction from JavaScript-heavy site…
— ○ ⏳ — N/A N/A — — —
63587
FernandoDaSilva-T
music21-mcp Claim
Enables musical analysis of MIDI and musicXML files using music21, providing to…
— ○ ⏳ — N/A N/A — — —
63588
njfsmallet-eng
Enables semantic search over TwinCAT 3 documentation using natural language que…
— ○ ⏳ — N/A N/A — — —
63589
fenghaochang
LoreRoom Claim
Encrypted, local memory for your Claude Code Telegram bot. Captures both sides …
— ○ ⏳ — N/A N/A — — —
63590
Themoneyhollic
Enables generating AI-powered presentations via the Gamma API directly from MCP…
— ○ ⏳ — — — — — —
63591
pkyit
dm-mcp Claim
Provides secure SELECT queries and table structure retrieval for Dameng databas…
— ○ ⏳ — — — — — —
63592
cphoskins
gptzero-mcp Claim
Enables AI content detection with sentence-level and paragraph-level AI probabi…
— ○ ⏳ — — — — — —
63593
itskaransingh
Say Hello Claim
Greet people by name with a friendly message. Personalize interactions in chats…
— ○ ⏳ — N/A N/A — 95 —
63594
i-akiya
Shiranui Claim
MCP server for retrieving clinical standard content from the CDISC Library, sup…
— ○ ⏳ — N/A N/A — — —
63595
meltingpixelsai
drainbrain Claim
AI-powered Solana token rug pull detection with ML ensemble scoring and honeypo…
— ○ ⏳ — N/A N/A — 83 —
63596
joshkaplan-dev
Imessage-MCP Claim
Read-only access to imessage
— ○ ⏳ — N/A N/A — — —
63597
Abhishek4512009
Enables local task execution using the user's NVIDIA NIM API quota, with tools …
— ○ ⏳ — N/A N/A — — —
63598
QianJue-CN
Integrates OpenWeatherMap API with MCP to provide weather data, forecasts, air …
— ○ ⏳ — — — — — —
63599
wisesight
Enables access to Zocialeye's social media analytics API for campaign data anal…
— ○ ⏳ — — — — 81 —
63600
talkincode
基于FastMCP的HyperLiquid交易MCP服务器,为AI助手提供市价/限价订单、仓位管理、市场数据等工具,支持与HyperLiquid永续合约和现货…
— ○ ⏳ — — — — — —
Showing 63551–63600 of 69027 servers