MCP Server Quality Scores

Independent quality analysis of 69419 public MCP servers

69419
Discovered
→
34036
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
37901 — ○ ⏳ — N/A N/A — 95 —
37902
junter1989k-ai
Denmark Peppol/NemHandel e-invoices for AI agents: send, check recipient, get d…
— ○ ⏳ — — — — — —
37903
kage1020
docs-mcp Claim
Indexes documentation sites by base URL and serves keyword search, optional sem…
— ○ ⏳ — N/A N/A — — —
37904
tmtcomeup
Brings the PocketFlow tutorial generation methodology to AI assistants, automat…
— ○ ⏳ — N/A N/A — 95 —
37905
brianMacao
A local MCP bridge that registers multiple AI API endpoints, enabling agents to…
— ○ ⏳ — N/A N/A — — —
37906
nzxhuong
Enables hybrid keyword and semantic search over ModernGL documentation using FT…
— ○ ⏳ — N/A N/A — — —
37907
harshzagade
GuardX Claim
A keyless, defensive code-security auditor that scans codebases for hardcoded s…
— ○ ⏳ — N/A N/A — — —
37908
Tomiwa-31
FinScreen Claim
Loan officer assistant that uses Claude AI and Plaid banking API to assess loan…
— ○ ⏳ — — — — — —
37909
nouhailadahmany
A production-ready MCP server for GitHub operations, providing tools for reposi…
— ○ ⏳ — — — — — —
37910
jessicayanwang
magic-mcp Claim
— ○ ⏳ — N/A N/A — 95 —
37911
svtica
GLPI MCP Claim
MCP server allowing an AI assistant to interact directly with your GLPI instanc…
— ○ ⏳ — — — — — —
37912
zaxardery8011-design
Verifies AI agent completion claims by checking that claimed output files exist…
— ○ ⏳ — N/A N/A — — —
37913
Marckello
Enables AI assistants to interact with WooCommerce stores through 37 specialize…
— ○ ⏳ — — — — 81 —
37914
christian289
Serves WPF Dev Pack knowledge topics to AI agents from a local repo clone.
— ○ ⏳ — N/A N/A — — —
37915
SourireConcept
An enterprise-grade MCP server providing integrated system prompts and context …
— ○ ⏳ — — — — 81 —
37916
SahilSheikh12299
MCP server that enables intent search over Python call graphs inside Cursor, re…
— ○ ⏳ — N/A N/A — — —
37917
ktg-motive
A remote MCP server that provides tools for getting the current time in differe…
— ○ ⏳ — N/A N/A — — —
37918
antonio-mello-ai
Pre-build reality check for AI coding agents — searches 5 real databases (GitHu…
— ○ ⏳ — — — — — —
37919
eBrainiac
Connects Claude Desktop to an Obsidian vault, enabling reading, searching, capt…
— ○ ⏳ — N/A N/A — — —
37920
cap5192
merakimcp Claim
— ○ ⏳ — N/A N/A — 95 —
37921
ffffffffhugfadil
FanOracle Claim
AI-powered comic book authentication, grading, and valuation, secured on the Ca…
— ○ ⏳ — — — — — —
37922
machette-tech
Enables LLMs to interact with ContextVM services (Event Sourcing + FSM + DDD) b…
— ○ ⏳ — — — — 81 —
37923
gabeperez
Enables voice control of Todoist tasks via VoiceOS, with optional Apple Reminde…
— ○ ⏳ — N/A N/A — — —
37924
MitchellGulledge3
Provides investigation tools for Cloudflare CCF data in Microsoft Sentinel, ena…
— ○ ⏳ — N/A N/A — — —
37925
Amaculus
MCP server that exposes OnCrawl's API for use with Claude Code and Claude Deskt…
— ○ ⏳ — — — — — —
37926
birincsik-byte
Enables querying sprint board capacity and task data for a team, allowing Claud…
— ○ ⏳ — N/A N/A — — —
37927
embedded-society
An MCP server that provides file I/O and primitive placement tools, enabling AI…
— ○ ⏳ — N/A N/A — — —
37928
zxcalbert
trae-cn-mcp Claim
MCP server that integrates with Volcengine's coding API to enable AI-powered ch…
— ○ ⏳ — N/A N/A — — —
37929
agent-labs-dev
Embedded MCP server for Electron apps that exposes BrowserWindow surfaces and l…
— ○ ⏳ — N/A N/A — — —
37930
rubenmaas
Enables AI assistants to automatically detect WBSO-relevant work and log R&D ti…
— ○ ⏳ — N/A N/A — — —
37931
tuongbeo
MCP server for Atlassian Confluence and Jira, supporting both Cloud and Server/…
— ○ ⏳ — — — — — —
37932
Kronixion
shelfwatch Claim
Enables automated weekly meal planning and grocery price comparison across Swed…
— ○ ⏳ — N/A N/A — — —
37933
MonoPaul
saq-mcp Claim
A Model Context Protocol server for SAQ.com that enables searching wines and sp…
— ○ ⏳ — N/A N/A — — —
37934
floradistro
Enables AI models to interact with WordPress sites through standardized MCP int…
— ○ ⏳ — — — — 81 —
37935
1beyza
Provides React design and rendering patterns from patterns.dev as MCP tools and…
— ○ ⏳ — N/A N/A — — —
37936
feedclaw
FeedClaw Claim
The approval inbox for AI agents. Your agent drafts, you approve, it publishes.…
— ○ ⏳ — — — — 81 —
37937
agent-sh
Isolated Linux desktop workspaces for AI agents — a hidden, agent-owned desktop…
— ○ ⏳ — N/A N/A — — —
37938
quinnbmay
n8n Claim
— ○ ⏳ — N/A N/A — 95 —
37939
hypernaturalai
Hypernatural Claim
Create and edit AI videos from chat: plan shots, generate scenes, and export st…
— ○ ⏳ — — — — — —
37940
hongtien1310
MCP server that reads Google Docs and Google Sheets content for AI assistants l…
— ○ ⏳ — — — — — —
37941
dohoon84
Enables users to generate and execute InfluxDB queries using natural language c…
— ○ ⏳ — — — — 81 —
37942
olaurendeau
Exposes the Camptocamp.org API to LLMs, enabling querying of alpine routes, sum…
— ○ ⏳ — — — — — —
37943 — ○ ⏳ — N/A N/A — 95 —
37944
Chaeyun06
Enables users to access Naver Maps API functionality including directions, plac…
— ○ ⏳ — N/A N/A — 95 —
37945
lemondude21
Enables building and querying knowledge graphs by ingesting documents into Neo4…
— ○ ⏳ — — — — — —
37946
russelenriquez-agile
Enables interaction with Tableau Cloud and Tableau Server through the REST API,…
— ○ ⏳ — — — — 81 —
37947
rajithpr
Enables AI models to access real-time financial market data including stock quo…
— ○ ⏳ — — — — — —
37948
people-analyst
Read-only hosted MCP over CanonicAI's cited Answers corpus on canonicai.com.
— ○ ⏳ — — — — — —
37949
MCP-Mirror
Routes MCP requests intelligently to multiple backend servers through a single …
— ○ ⏳ — — — — 81 —
37950
zyfy-uk
Enables natural language queries about UK postcodes and vehicles, including flo…
— ○ ⏳ — — — — — —
Showing 37901–37950 of 69419 servers
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