MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 31 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9801
khushiiagrawal
MCP Research Server Claim 1
A Model Context Protocol server that provides tools for searching arXiv papers …
C 66 55 73 55 24 81 85
9802
jmtanguy
Provides access to official French legal databases (Légifrance and JudiLibre) f…
C 66 55 66 46 46 81 88
9803
Three-Little-Birds
XFOIL MCP Server Claim
Enables aerodynamic analysis through XFOIL polar computations. Provides typed m…
C 66 55 48 70 N/A 49 95 67
9804
Dublin1231
PDF MCP Flow Claim
Enables AI-driven PDF document processing including PDF to Markdown conversion,…
C 66 54 84 28 N/A 47 90 74
9805
Garoth
DALL-E MCP Server Claim 1
An MCP server that allows users to generate, edit, and create variations of ima…
C 66 55 79 61 20 81 76
9806
jon2allen
Enables execution of shell commands, directory navigation, and interactive prog…
C 66 54 58 36 N/A 45 95 94
9807
ZbigniewTomanek
MCP Tools Claim
A custom Model Context Protocol server that gives Claude Desktop and other LLMs…
C 66 54 72 38 N/A 43 84 91
9808
lxe
Chrome MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to control Chrome br…
C 66 54 57 58 N/A 26 87 95
9809
kozokaAI
AS400 MCP Server Claim
Enables development support for AS400/IBM i systems by providing read-only acce…
C 66 55 66 41 67 80 78
9810
banned104
Provides AI assistants with direct access to the complete Godot Engine document…
C 66 54 54 40 N/A 45 92 99
9811
currents-dev
currents-mcp Claim
C 66 55 72 68 61 82 44
9812
samihalawa
EnvMem Claim
Personal environment variable memory with semantic search and project managemen…
C 66 55 94 0 62 80 96
9813
nishide-dev
ML Research MCP Claim
Provides machine learning researchers with tools for creating publication-quali…
C 66 55 72 41 48 83 83
9814
kanlanc
Lodestar MCP Server Claim 1
This is an MCP server that facilitates building tools for interacting with vari…
C 66 54 50 67 N/A 20 90 94
9815
Mars23003
A streamlined MCP server designed for querying on-call runbooks through an opti…
C 66 55 72 53 24 80 93
9816
mrmike
MCP server for exploring AOSP internals and Jetpack libraries
C 66 54 66 33 N/A 48 92 92
9817
huoshuiai42
huoshui-file-search Claim 2
An MCP server that provides fast Spotlight file search capabilities for macOS
C 66 55 51 87 N/A 49 95 40
9818
apvlv
Allows AI assistants like Claude to directly interact with and control DaVinci …
C 66 54 72 31 N/A 49 77 100
9819
Marcussy34
Enables AI assistants to semantically search through indexed documentation webs…
C 66 54 78 30 N/A 27 91 94
9820
T1Trit
Enables comprehensive control and automation of Yandex Browser, including tab m…
C 66 55 84 100 N/A 26 87 11
9821
fciaf420
A personal MCP server for managing Meteora decentralized liquidity market maker…
C 66 55 60 62 23 81 97
9822
zakahan
PypReader-MCP Claim 1
An MCP server that enables AI models to inspect local Python packages by retrie…
C 66 54 57 33 N/A 60 89 99
9823
scofield5658
MCP-NTP Time Service Claim 1
A Model Context Protocol server that provides accurate network time services fo…
C 66 54 57 41 N/A 39 95 97
9824
chuckmeyer
hello-mcp Claim
A minimal learning-focused MCP server that demonstrates core primitives like to…
C 66 55 60 52 35 82 96
9825
nagarjun226
Sushi MCP Server Claim
Enables AI assistants to control the Sushi audio engine via gRPC for real-time …
C 66 55 72 33 42 82 98
9826
GALIAIS
SiYuan MCP Server Claim 1
An MCP server for SiYuan Note that enables comprehensive management of notebook…
C 66 55 63 65 N/A 68 95 39
9827
saravmani-kmu
Learn MCP Server Claim 1
A Model Context Protocol (MCP) server designed for learning and experimentation…
C 66 54 66 52 N/A 30 75 100
9828
u14app
Use any LLMs (Large Language Models) for Deep Research. Support SSE API and MCP…
C 66 64 82 65 0 80 95 84
9829
dealfluence
adeu Claim
Automated DOCX Redlining Engine
C 66 54 60 23 N/A 70 95 90
9830
siddhantbajaj
Shopify MCP Server Claim 1
This MCP server connects clients with Shopify store data, enabling retrieval of…
C 66 55 78 41 35 81 87
9831
tengmmvp
Enables AI image generation through Volcano Engine's Seedream 4.0 API, supporti…
C 66 55 62 46 72 81 75
9832
nextDriveIoE
A Model Context Protocol server that enables integration with GitHub Actions, a…
C 66 55 63 100 23 81 44
9833
mayank-ketkar-sf
ML Jupyter MCP Claim
Execute Python code with persistent state across Claude conversations using a b…
C 66 54 78 28 N/A 21 95 100
9834
redhat-community-ai-tools
A simple MCP server that provides access to Jira issues from Cursor AI, allowin…
C 66 55 60 43 46 81 99
9835
Khushi-c-sharma
Enables AI assistants to manage personal expenses through natural conversation,…
C 66 54 76 30 N/A 24 95 96
9836
lordbasilaiassistant-sudo
base-flash-arb-mcp Claim 2
MCP server for AI agents to detect flash loan arbitrage opportunities across DE…
C 66 55 51 100 N/A 34 95 37
9837
hummingbot
mcp Claim
MCP server exposing Hummingbot API for automated multi-exchange trading
C 66 54 78 22 N/A 71 81 84
9838
robinbortlik
Easily understand your authorization by querying the OSO Cloud API using natura…
C 66 54 48 61 N/A 26 90 100
9839
markgregg
Analyzes runtime data objects to suggest optimal UI component instructions for …
C 66 54 60 52 N/A 32 95 83
9840
suthio
An MCP server that enhances Brave Search results by using Puppeteer to extract …
C 66 55 69 58 21 81 91
9841
K1ta141k
MCP Desktop Tools Claim 1
An MCP server that provides Claude with comprehensive desktop automation capabi…
C 66 55 45 100 N/A 27 95 52
9842
beekmarks
WASM MCP Server Claim 1
This server enables running a Model Context Protocol in a web browser with func…
C 66 55 78 60 21 77 83
9843
AlwaysSany
DeepL MCP Server Claim
Provides translation capabilities using the DeepL API, supporting text translat…
C 66 55 72 36 47 81 91
9844
tb8412
Deterministic pre-execution safety certification for autonomous AI agents. Eval…
C 66 54 66 38 N/A 32 94 93
9845
guilhermelirio
Brasil API MCP Claim 1
A Model Context Protocol server that connects AI assistants to Brazilian public…
C 66 55 45 60 44 83 100
9846
imouiche
MCP server providing 50+ tools for MITRE ATT&CK techniques, groups, and mitigat…
C 66 54 76 31 N/A 29 94 95
9847 C 66 54 54 60 N/A 13 95 98
9848
nklymok
Exposes Monobank personal account data through MCP tools, allowing users to fet…
C 66 55 60 68 21 81 92
9849
Alvinnn1
TinyPNG MCP Server Claim
Enables batch image compression and resizing using the TinyPNG API. Supports PN…
C 66 55 54 72 24 81 89
9850
alvii147
piston-mcp Claim
MCP server that lets LLMs execute code through the Piston remote code execution…
C 66 55 70 27 53 81 100
Showing 9801–9850 of 67197 servers
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