MCP Server Quality Scores

Independent quality analysis of 69468 public MCP servers

69468
Discovered
→
34112
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 23 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
34901
christianashworth
Exposes a governed semantic layer built on dbt Core and DuckDB, enabling AI age…
— ○ ⏳ — N/A N/A — — —
34902
Babakjfard
An MCP server that provides access to environmental weather data for AI agents …
— ○ ⏳ — N/A N/A — — —
34903
aniekanasuquookono-web
Archiet Claim
Archiet MCP server: scaffold full-stack apps from PRD text and extract capabili…
— ○ ⏳ — N/A N/A — — —
34904
Moreti2002
MCP server for pairs trading based on cointegration with anti-lookahead guarant…
— ○ ⏳ — — — — — —
34905
adimowis
Provides AI agents with instant access to official Apple developer documentatio…
— ○ ⏳ — — — — 81 —
34906
Silimate
Integrates the Mem0 Memory API with MCP-compatible clients to provide AI agents…
— ○ ⏳ — N/A N/A — 95 —
34907
talandrius
Automates Looker Studio dashboards using Playwright, enabling creation, modific…
— ○ ⏳ — N/A N/A — — —
34908
pipeworx-io
Provides access to Deutsche Bundesbank (Germany's central bank) statistics via …
— ○ ⏳ — — — — — —
34909
Abhigyan-Shekhar
Waggle-mcp Claim 1
Persistent graph-backed conversational memory for AI agents.
— ○ ⏳ — N/A N/A — 81 —
34910
Yongho-Song-dev
Enables Kakao Tools users to get comprehensive travel preparation information f…
— ○ ⏳ — — — — — —
34911
luke-nielsen
ebay-mcp Claim
Enables Claude to search eBay listings, analyze price distributions, find deals…
— ○ ⏳ — — — — — —
34912
sF1nX
x402station Claim
Pre-flight oracle for x402 — detect decoys, zombies, and price traps before age…
— ○ ⏳ — N/A N/A — 75 —
34913
yopie-org
mailtarget Claim
MCP server for Mailtarget that exposes tools to discover and call management AP…
— ○ ⏳ — — — — — —
34914 — ○ ⏳ — N/A N/A — 95 —
34915
Capmus-Team
supost-mcp Claim
Search listings, message posters, and create drafts on SUpost, the marketplace …
— ○ ⏳ — — — — — —
34916
beambuilder
Enables video processing operations (speed adjustment, keyframe optimization, c…
— ○ ⏳ — N/A N/A — — —
34917
luoyonghao1997
UVM 1.2 MCP Claim
Enables Claude to access and search UVM 1.2 source code, class hierarchies, and…
— ○ ⏳ — N/A N/A — — —
34918
vibeflowing-inc
Convex MCP Claim
Enables building a stateless MCP endpoint on top of Convex, allowing AI agents …
— ○ ⏳ — — — — 81 —
34919
gergototh1
Query 4,326 Hungarian laws (Ptk., Mt., Btk., etc.) from MCP-compatible clients.…
— ○ ⏳ — N/A N/A — — —
34920
JIEAO-re
ragx Claim
RAGX MCP Server enables retrieval-augmented generation with document ingestion,…
— ○ ⏳ — — — — — —
34921
PancrePal-xiaoyibao
Provides structured PubMed literature data for LLM agents, supporting search, c…
— ○ ⏳ — — — — — —
34922
ericwarthan
Plex-MCP Claim
Enables full management of a Plex Media Server via Claude, including browsing l…
— ○ ⏳ — N/A N/A — — —
34923
@sknellutla919
mcp-test-fucntions ⚡ Claim
— ○ ⏳ — N/A N/A — 95 —
34924
HelloWorld-Open
MCP server for real-time Microsoft Word document manipulation via COM automatio…
— ○ ⏳ — N/A N/A — — —
34925
nickbiird
Exposes document retrieval as an MCP tool, enabling LLMs to search a local vect…
— ○ ⏳ — N/A N/A — — —
34926
BusyBee3333
Comprehensive MCP server providing 89 tools and 13 React UI apps for complete Z…
— ○ ⏳ — N/A N/A — — —
34927
ArtyMcLabin
Lean Gmail MCP server with auto authentication support
— ○ ⏳ — N/A N/A — — —
34928
bperezpereira
mcp Claim
Chilean DTE/SII invoicing — issue invoices, reconcile payments and manage clien…
— ○ ⏳ — — — — — —
34929
g2dgaming
An MCP server that enables AI assistants to manage your Radarr movies and Sonar…
— ○ ⏳ — — — — — —
34930
pipeworx-io
Gdelt Claim
GDELT MCP — Global Database of Events, Language, and Tone (free, no auth)
— ○ ⏳ — — — — — —
34931
ergoveritas1-alt
Free website privacy scanner for pre-consent cookies, trackers, consent, policy…
— ○ ⏳ — — — — — —
34932
kimnerd-dev
Enable seamless integration of Notion data with your LLM applications by exposi…
— ○ ⏳ — N/A N/A — 95 —
34933
clihub Claim 1
Convert any CLI binary to an MCP server via `ch mcp wrap`; discover CLI tools &…
— ○ — N/A N/A — 81 —
34934
ZRZRING
A low-hallucination vision MCP server that uses OpenAI-compatible multimodal mo…
— ○ ⏳ — — — — — —
34935 — ○ ⏳ — N/A N/A — 95 —
34936
ryum91
MCP server wrapping Toss Securities Open API, enabling stock price queries and …
— ○ ⏳ — — — — — —
34937
robotto-xyz
px4-ulog-mcp Claim
MCP server for inspecting PX4 ULog flight logs, enabling AI assistants to under…
— ○ ⏳ — N/A N/A — — —
34938
NG-Bullseye
Reports your Claude subscription usage (5-hour and weekly limits) with a foreca…
— ○ ⏳ — N/A N/A — — —
34939
asd-git-master
Enables AI agents and sportsbooks to discover, evaluate, and monitor alternativ…
— ○ ⏳ — — — — — —
34940
wahyuzero
Enables AI agents to route web scraping traffic through a phone's cellular conn…
— ○ ⏳ — N/A N/A — — —
34941
jlnovais
A minimal NestJS MCP server skeleton for experimenting with the Model Context P…
— ○ ⏳ — — — — — —
34942
marcoshenriquemaia
BridgeAI Claim
Hospedagem no Brasil que o agente opera: cria banco, publica, lê log e diz o cu…
— ○ ⏳ — — — — — —
34943
nweii
Self-hosted MCP server that provides remote AI clients with read and write acce…
— ○ ⏳ — — — — — —
34944
PongsiriTK
This server enables managing Zimbra emails, contacts, tags, and calendar via th…
— ○ ⏳ — — — — — —
34945
mertadali
AI-powered todo and calendar management using OpenAI and Google Calendar. Suppo…
— ○ ⏳ — N/A N/A — — —
34946
hobiecunningham
**Agentic Swarm Marketplace** is a hierarchical multi-agent stack for **machine…
— ○ ⏳ — — — — 81 —
34947
stfc
Provides k-point generation tools for Quantum ESPRESSO, enabling estimation of …
— ○ ⏳ — N/A N/A — — —
34948
cartek99
MCP AI Docs Claim
An MCP server that provides indexed, searchable access to Anthropic Claude and …
— ○ ⏳ — N/A N/A — — —
34949
dvcrn
Enables AI tools like Cline to manage Linear issues, projects, and teams via th…
— ○ ⏳ — — — — — —
34950
5656565566
Enables reading and analyzing CodeFactor repository issue pages, providing norm…
— ○ ⏳ — — — — — —
Showing 34901–34950 of 69468 servers
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