MCP Server Quality Scores

Independent quality analysis of 48680 public MCP servers

48680
Discovered
29623
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
48651
jkitchin
fairchem-mcp Claim
An interactive MCP server for FAIRChem and ASE simulations that allows LLM agen…
N/A N/A
48652
xlisp
Enables remote control of Android phones via Claude Desktop, offering 45+ tools…
N/A N/A
48653
hamzashahbaz
reddit-mcp Claim
A read-only MCP server that connects to the Reddit Data API to search posts, br…
48654
louiscklaw
mcp-hko Claim
Provides access to Hong Kong Observatory weather data APIs, enabling retrieval …
48655
eviscerations
Windows-native local audio and video transcription using whisper.cpp with Vulka…
N/A N/A
48656
Cris-0k
A streamlined foundation for building Model Context Protocol servers in Python,…
81
48657
rygwdn
Enables AI assistants to access and interact with macOS Calendar.app events and…
N/A N/A
48658
OrbisFactory
Analyzes Hytale game SDK by automatically detecting the installation, decompili…
N/A N/A
48659 N/A N/A 95
48660
rayss868
TermSSH MCP Claim
Terminal-first SSH access for MCP clients and AI agents, enabling interactive r…
48661 N/A N/A 95
48662
SiliconAnalysts
Semiconductor data: AI accelerator costs, HBM, wafer pricing, packaging, chip c…
48663
deniskarlinsky
Pactus Claim
Pactus is an MCP server for parsing and validating ISO 20022 payment messages d…
48664
jinseok19
mcp2 Claim
N/A N/A 95
48665
FerroxLabs
TVControl Claim
MCP server that enables AI agents to control TradingView Desktop locally, perfo…
N/A N/A
48666
CSOAI-ORG
code-reviewer-ai-mcp MCP server by MEOK AI Labs
N/A N/A
48667
w1ckedxt
Provides brutally honest code reviews, explanations, and refactoring suggestion…
48668
musictechlab
Enables managing Trello boards, lists, cards, labels, and members through natur…
48669
shahidla
Exposes SAP OData v4 actions as AI-callable tools, enabling natural language sc…
48670
dopawei
academic-mcp Claim
Unified academic search MCP server that searches open literature (arXiv, bioRxi…
N/A N/A
48671
dend
Minimal demo of Entra ID authentication with MCP and HTTP+SSE transport, using …
48672
renfei-design
Enables AI assistants to control Figma in real-time through Model Context Proto…
N/A N/A
48673
yolo-maxi
Search and book real flights with USDC on Base. 500+ airlines, crypto-native pa…
N/A N/A 95
48674
Mallikarjun-Roddannavar
Generates comprehensive API test plans (positive, negative, and boundary/edge c…
N/A N/A
48675
EDKarlsson
locus Claim
Hierarchical markdown memory palace for AI agents — structured palace navigatio…
N/A N/A 95
48676
sF1nX
x402station Claim
Pre-flight oracle for x402 — detect decoys, zombies, and price traps before age…
N/A N/A 75
48677
googlemaps-samples
Provides custom tools to the Gemini model for spatially grounding responses usi…
48678
Steph-ux
Android MCP Claim
Enables full Android control from any AI agent via 7 MCP tools, including scree…
N/A N/A
48679
Artemnikov
trello-mcp Claim
Enables AI assistants to manage Trello boards, lists, cards, comments, checklis…
48680
TweedBeetle
npm dependency fitness: deprecated/yanked/superseded + verified safe migration …
N/A N/A
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