MCP Server Quality Scores

Independent quality analysis of 68328 public MCP servers

68328
Discovered
→
33208
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 49 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
67701
lomartins
Cadence Claim
Detects your work mode and plays Spotify music matched to the task, learning yo…
— ○ ⏳ — N/A N/A — — —
67702
chipsan
prueba1 Claim
— ○ ⏳ — N/A N/A — 95 —
67703
hniska
Provides real-time access to Swedish road weather, traffic cameras, road condit…
— ○ ⏳ — N/A N/A — — —
67704
wealth29
Wraps common web penetration testing tools in a Docker container and exposes th…
— ○ ⏳ — N/A N/A — — —
67705
dugynoo
huly-mcp Claim
Complete MCP server for Huly project management with 209 tools across 23 catego…
— ○ ⏳ — — — — — —
67706
ASG Card Claim 1
Give AI agents autonomous virtual card management via x402 and Stellar USDC
— ○ — N/A N/A — 81 —
67707
agu-oli
Provides Latin NLP tools for tokenization, lemmatization, POS tagging, reported…
— ○ ⏳ — — — — 81 —
67708
Nidhideep
Enables interaction with SAP S/4HANA systems via OData, allowing service discov…
— ○ ⏳ — — — — — —
67709
a2345sooted
Helps users decide what to eat by randomly selecting meals from a database of 1…
— ○ ⏳ — — — — 81 —
67710
eggfriedrice24
stargate-mcp Claim
Integrates Asana, GitHub, and Slack into MCP-compatible clients like Claude and…
— ○ ⏳ — — — — — —
67711
360CVGroup
FGCLIP-MCP Claim
MCP server for FG-CLIP embedding services enabling multi-modal similarity compu…
— ○ ⏳ — — — — — —
67712
sharat9703
MCP ERPNext Claim
Model Context Protocol (MCP) server for ERPNext - manage timesheets, leave appl…
— ○ ⏳ — — — — — —
67713
Gato513
kicad-mcp Claim
Enables LLM agents to operate on KiCad by reading compressed schematics (TOON f…
— ○ ⏳ — N/A N/A — — —
67714
sivabhogela88
A production-ready server that enables AI assistants like Claude Desktop to sea…
— ○ ⏳ — N/A N/A — 95 —
67715
tsxcorp
Enables interaction with NocoBase CRM platforms via the FlowModels API for mana…
— ○ ⏳ — — — — 81 —
67716
etairl
MCP server for parallel browser automation across multiple providers.
— ○ ⏳ — N/A N/A — — —
67717
dholliday3
Running-first MCP server for COROS that allows authoring, editing, and scheduli…
— ○ ⏳ — N/A N/A — — —
67718
zcag
tela Claim
Self-hostable, markdown-native team wiki with a built-in MCP server: agents sea…
— ○ ⏳ — — — — — —
67719
sheikhBasit
A log analysis MCP server that enables tailing, searching, filtering, and summa…
— ○ ⏳ — N/A N/A — — —
67720
BenyD
Haypile Claim
Hybrid search over your local documents, with file and page citations. One bina…
— ○ ⏳ — N/A N/A — — —
67721
zz6zz666
Enables agent-style remote development over SSH with file operations and comman…
— ○ ⏳ — N/A N/A — — —
67722
Humotica
MCP server for AI-to-AI messaging on the AInternet with TIBET provenance. Enabl…
— ○ ⏳ — — — — — —
67723
maerestijnde
Enables Claude AI to control and manage Homey Pro smart home devices, flows, an…
— ○ ⏳ — N/A N/A — — —
67724
AlbertHuangKSFO
A Model Context Protocol (MCP) server for Chinese traditional calendar function…
— ○ ⏳ — — — — — —
67725
sbroenne
Enables AI assistants to generate AI avatar videos, manage templates, and work …
— ○ ⏳ — — — — — —
67726
ZaynTawfik
A UCP-compliant MCP storefront server that exposes product catalog operations (…
— ○ ⏳ — — — — — —
67727
desikai-lab
Marrow Claim
Marrow is a persistent multi-project memory backend that provides AI agents wit…
— ○ ⏳ — N/A N/A — — —
67728
Sannnao
Enables AI-powered semantic search over React Hook Form documentation, allowing…
— ○ ⏳ — N/A N/A — — —
67729
riya404
jira_just_ai Claim
— ○ ⏳ — N/A N/A — 95 —
67730
aws-samples
A comprehensive toolkit for deploying production-ready Generative AI infrastruc…
— ○ ⏳ — N/A N/A — 95 —
67731
mediiiiium
mcp-jp Claim
MCP servers for Japanese SMB SaaS without their own MCP support, such as KING O…
— ○ ⏳ — — — — — —
67732 — ○ ⏳ — N/A N/A — 95 —
67733
MCP-Mirror
Enables complete Slack integration through natural language in Cursor IDE, supp…
— ○ ⏳ — — — — 81 —
67734
morettimarco
Parses Italian INAZ payslip PDFs into a local SQLite database, enabling AI clie…
— ○ ⏳ — N/A N/A — — —
67735
datavidence
Normalized US-GAAP financial statements & fundamentals from SEC EDGAR, as MCP t…
— ○ ⏳ — N/A N/A — — —
67736
bluerock-io
bluerock Claim
Runtime visibility for Python MCP servers. Captures tool calls, session lifecyc…
— ○ ⏳ — N/A N/A — — —
67737
democratize-technology
An MCP server that implements iterative refinement of responses through self-cr…
— ○ ⏳ — — — — 81 —
67738
antidumpalways
Enables Claude and ChatGPT to interact with AdEx AURA API for DeFi portfolio an…
— ○ ⏳ — — — — 81 —
67739
danielrosehill
An MCP server for audio-to-text transcription using Google's Gemini API via Ope…
— ○ ⏳ — — — — — —
67740
ro-kannan
Exposes a governed lending portfolio (loans, customers, risk-tier history) to a…
— ○ ⏳ — — — — — —
67741
tt-a1i
Long-term memory for AI coding assistants. Remembers context once and recalls i…
— ○ ⏳ — — — — — —
67742
plusplusoneplusplus
MCP Server Claim
AI-powered command execution and tool plugin framework with secure Python evalu…
— ○ ⏳ — — — — — —
67743
MarriHarshaVardhan
Exposes employee leave-management operations (add employees, check balance, app…
— ○ ⏳ — — — — — —
67744
haf
mcp Claim
MCP-native AI SRE: ask what's broken in production, get a reviewed GitHub fix P…
— ○ ⏳ — — — — — —
67745 — ○ ⏳ — N/A N/A — 95 —
67746
Melusi-M
fixmypdf Claim
Privacy-first PDF tools over MCP: merge, split, rotate, delete, compress, prote…
— ○ ⏳ — — — — — —
67747
ginkida
Enables AI assistants to manage Portainer container environments through natura…
— ○ ⏳ — — — — — —
67748
magi8101
MCPy Claim
A next-generation Minecraft server engine built with Python and Cython, aiming …
— ○ ⏳ — — — — 81 —
67749
mchlkucera
A Model Context Protocol server that provides access to knowledge base document…
— ○ ⏳ — — — — — —
67750
jimmytwei
Scrapes real-time gas prices from GasBuddy.com to find the cheapest fuel in any…
— ○ ⏳ — N/A N/A — — —
Showing 67701–67750 of 68328 servers