MCP Server Quality Scores

Independent quality analysis of 59385 public MCP servers

59385
Discovered
29902
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3601
aiopnet
MCP Nautobot Server Claim 1
A Model Context Protocol server that integrates with Nautobot to provide networ…
B 76 54 69 77 N/A 42 95 91
3602
Ichigo3766
A MCP server that integrates with Stable Diffusion WebUI to provide text-to-ima…
B 76 55 81 72 45 78 96
3603
George5562
Enables natural language interaction with Jira for managing projects, issues, t…
B 76 55 96 63 30 81 97
3604
ceorkm
reactbits-mcp-server Claim 1
MCP server providing access to 135+ animated React components from ReactBits.de…
B 76 55 79 57 N/A 73 82 93
3605
haixyeh
Automates the creation of application user manuals by capturing screenshots and…
B 76 54 80 63 N/A 44 95 92
3606
houtini-ai
fmp Claim
Access financial data and market information via Financial Modeling Prep API
B 76 54 78 65 N/A 59 83 93
3607
mrorigo
bash-command-mcp Claim 2
Sophisticated bash command MCP server that runs and manages shell execution.
B 76 55 68 100 N/A 52 95 54
3608
Hawstein
MCP Server Reddit Claim 1
A server allowing interaction with Reddit via the public API, enabling browsing…
B 76 55 90 100 48 81 46
3609
aibozo
An intelligent codebase processing server that provides agentic RAG capabilitie…
B 76 55 86 71 36 80 94
3610
shibing624
Enables execution of Python code in a safe environment, including running scrip…
B 76 55 66 82 48 81 98
3611
Lumenore-Platform
Provides AI assistants with access to Lumenore's analytics capabilities, enabli…
B 76 55 82 72 43 81 94
3612
aira-security
mcp-armor Claim
MCP Armor continuously secures and monitors Model Context Protocol operations t…
B 76 44 65 N/A N/A 47 95 94
3613
goreleaser
GoReleaser MCP server
B 76 54 60 55 N/A 79 95 100
3614
kajirita2002
honeycomb-mcp-server Claim 1
honeycomb-mcp-server
B 76 55 90 67 37 83 93
3615
Kruglyak
Railway MCP Server Claim 1
Enables management of Railway.app infrastructure through natural language, incl…
B 76 55 78 100 53 81 57
3616 B 76 54 66 58 N/A 66 95 99
3617
jachy-h
Jachy MCP Server Claim
A centralized automation hub that provides a unified interface for AI agents to…
B 76 55 84 75 30 81 97
3618
flrngel
An advanced MCP server for browser automation using Puppeteer, specifically opt…
B 76 54 90 60 N/A 27 95 93
3619
ousepachn
Provides read-only access to Beehiiv newsletter analytics data including public…
B 76 55 78 68 48 81 100
3620
gitskyflux
An interface for interacting with Google Firestore databases directly through C…
B 76 55 90 60 44 80 99
3621
eficode
Connects Agileday's competence and employee data with LLMs, enabling natural la…
B 76 55 86 63 43 81 99
3622
madeinplutofabio
pic-standard Claim
Open standard for Provenance & Intent Contracts (PIC) in AI agents. Verify inte…
B 76 54 58 75 N/A 62 95 91
3623
code-alchemist01
Provides comprehensive code analysis (quality, complexity, linting, dependencie…
B 76 55 90 100 N/A 39 95 38
3624
YannBrrd
Simple Snowflake MCP server that works behind a corporate proxy. Read and write…
B 76 55 78 62 59 78 100
3625
akari2600
Provides AI assistants with structured access to complete Figma developer docum…
B 76 54 82 58 N/A 37 94 100
3626
datalayer
jupyter-mcp-server Claim
Model Context Protocol (MCP) Server for Jupyter.
B 76 54 67 62 N/A 61 95 93
3627
GoogleCloudPlatform
cloud-run-mcp Claim
MCP server to deploy apps to Cloud Run
B 76 55 80 43 N/A 79 86 97
3628
xiaolaa2
ableton-copilot-mcp Claim 2
An MCP server built on ableton-js enables AI assistants to control Ableton Live…
B 76 55 61 82 N/A 77 87 75
3629
joohnnie
MCP Demo Server Claim
A demonstration MCP server showcasing tools (calculator, file operations, weath…
B 76 55 84 91 N/A 51 95 44
3630
r-huijts
strava-mcp Claim 1
A Model Context Protocol (MCP) server that connects to Strava API, providing to…
B 76 54 79 71 61 75 93
3631
abs222222
MCP File Downloader Claim 1
Enables Claude Desktop to download files from web URLs with automatic browser f…
B 76 54 90 56 N/A 41 90 93
3632
aranej
Enables AI language models to interact with YouTube content through the YouTube…
B 76 55 96 66 32 80 93
3633
vish288
mcp-coda Claim 1
Enables AI assistants to interact with Coda docs, pages, tables, rows, formulas…
B 76 54 57 68 78 83 100
3634
bradfair
An MCP server for managing and activating persona templates and components by w…
B 76 54 75 68 N/A 43 90 100
3635
alioshr
memory-bank-mcp Claim
A Model Context Protocol (MCP) server implementation for remote memory bank man…
B 76 55 70 100 N/A 52 95 53
3636
dkmaker
A TypeScript-based MCP server that enables interaction with Azure Table Storage…
B 76 55 90 100 49 81 46
3637
gannonh
memento-mcp Claim 1
Scalable, high-performance knowledge graph memory system with semantic search, …
B 76 55 96 65 85 90 39
3638
DeJo90
nace-mcp Claim
Browse, search and fuzzy-match NACE Rev. 2.1 economic activity classification c…
B 76 54 80 50 N/A 55 94 100
3639
domdomegg
Gmail Claim
Allow AI systems to read, send, archive, and manage emails via Gmail.
B 76 54 80 68 N/A 57 75 99
3640
Yukuiii
mysql_mcp Claim
B 76 54 90 68 N/A 29 88 89
3641
chonseng
Enables flight search and price comparison by scraping flight information from …
B 76 55 62 82 N/A 42 95 94
3642
Regenerating-World
pix-mcp Claim
Generate Pix QR codes and copy-paste strings with fallback across multiple prov…
B 76 55 72 100 48 81 70
3643
hlydecker
ucsc-genome-mcp Claim 1
MCP server to interact with the UCSC Genome Browser API, letting you find genom…
B 76 55 96 56 42 82 93
3644
skywinder
Enables AI assistants to search, validate, and edit OpenStreetMap data through …
B 76 55 66 68 66 81 100
3645
spences10
Enables integration with DuckDuckGo search capabilities for LLMs, supporting co…
B 76 55 78 71 49 81 94
3646
xpzouying
MCP for xiaohongshu.com
B 76 54 62 68 N/A 65 90 95
3647
nietus
anki-mcp Claim
MCP server for anki
B 76 55 84 82 N/A 30 95 74
3648
nirholas
Binance MCP Server Claim 1
Provides over 156 tools to interact with the Binance.com global exchange API fo…
B 76 55 76 72 63 78 87
3649
M-Pineapple
Msty Admin MCP Claim 1
Comprehensive MCP server for administering Msty Studio Desktop with 36 tools ac…
B 76 54 90 46 71 84 87
3650
Daichi-Kudo
llm-advisor Claim 1
Real-time LLM/VLM benchmarks, pricing, and recommendations. 300+ models, 5 sour…
B 76 55 60 100 N/A 73 95 51
Showing 3601–3650 of 59385 servers
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