MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31840
Scored
2112
Verified
16953
Complete

Last updated 56 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22351
Muvon
mcp-binance-futures Claim 1
MCP server for Binance USDT-M Futures trading — exposes tools for market data, …
C 65 44 53 75 48 82
22352
rwestergren
rachio-mcp Claim 2
MCP server for Rachio sprinkler controllers — schedules, zones, and live wateri…
C 65 33 49 N/A N/A 66 83
22353
Kvadratni
Speech MCP Claim
A Goose MCP extension providing voice interaction with modern audio visualizati…
C 65 43 90 0 N/A 72 95
22354
scrapelab
ScrapeLab MCP Claim
Enables undetectable web scraping and browser automation for AI agents with 84 …
C 65 33 54 N/A N/A 45 95
22355
CoderDayton
Semantic Cache MCP Claim
Reduces token consumption by over 80% through intelligent file caching, returni…
C 65 43 60 32 N/A 84 89
22356
arkinjo
TogoMCP Claim
Executes SPARQL queries against biological and biomedical RDF databases from th…
C 65 44 68 58 50 81
22357
CDataSoftware
QuickBooks MCP Server by CData
C 65 33 58 N/A N/A 36 95
22358
sdiehl
sympy-mcp Claim 1
A MCP server for symbolic manipulation of mathematical expressions
C 65 44 57 58 N/A 66 81
22359
jiseong-choi
An MCP server that uses AI to analyze code diffs and transform vague commit mes…
C 65 33 59 N/A N/A 35 95
22360
dundas
LivePort MCP Claim
Give AI agents access to your localhost dev server. Zero-config tunnel that wor…
C 65 33 56 N/A N/A 40 95
22361
tsvikas
Marvin MCP Server Claim
A server for managing and controlling Marvin, providing an interface for intera…
C 65 43 62 60 N/A 49 87
22362
AlwaysSany
Enables interaction with a comprehensive healthcare management system through F…
C 65 44 60 65 47 83
22363
JosephOIbrahim
UnrealEngine Bridge Claim 1
A comprehensive bridge connecting AI agents to Unreal Engine 5.7 through 39 MCP…
C 65 43 84 45 N/A 27 90
22364
examplary-ai
Provides AI assistants with access to Examplary's exam management platform, ena…
C 65 44 56 62 61 82
22365
ampcome-mcps
Shortcut MCP Server Claim 1
A Model Context Protocol server that integrates Shortcut project management fun…
C 65 44 63 68 43 81
22366
daviddraiumbrella
Provides read-only access to Umbrella Cost finops platform, enabling natural la…
C 65 44 96 40 27 81
22367
phuongrealmax
code-guardian Claim
AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot d…
C 65 43 72 40 N/A 49 92
22368
emicklei
melrose Claim
interactive programming of melodies, producing MIDI
C 65 43 60 30 N/A 79 95
22369
shaharia-lab
mcp-frontend Claim
Frontend for MCP (Model Context Protocol) Kit for Go - A Complete MCP solutions…
C 65 43 66 38 N/A 64 92
22370
wowinter13
solscan-mcp Claim
An MCP tool for querying Solana transactions using natural language with Solsca…
C 65 43 64 68 N/A 27 92
22371
Oxidane-bot
An MCP server for downloading academic papers from multiple sources using intel…
C 65 44 45 70 70 81
22372
PushPullCommitPush
ML Lab MCP Claim 1
Transforms AI assistants into a full ML engineering environment for training an…
C 65 44 96 41 30 78
22373
lirantal
ls-mcp Claim
List MCP Server configurations in your system used by AI applications like Curs…
C 65 43 60 27 N/A 85 94
22374
tomatitito
Generates narrated video walkthroughs of git commits, staged/unstaged changes, …
C 65 43 78 41 N/A 36 95
22375
Asakitan
MC-World-MCP Claim
Offline MCP server for reading and writing Minecraft server files, including le…
C 65 33 54 N/A N/A 45 95
22376
mcp360
mTarsier Claim
mTarsier - The Open Source MCP & Skill Manager for Claude, Cursor, VS Code & an…
C 65 43 64 36 N/A 73 90
22377
ezumba
exergynet Claim 1
ExergyNet thermodynamic compute settlement for autonomous agents.
C 65 33 78 N/A N/A 32 75
22378
qxchuckle
qcqx-project-manage MCP Server — 将项目管理能力暴露给 AI Agent(Cursor、Claude Desktop 等)
C 65 33 50 N/A N/A 52 95
22379
interzoid
mcp-server Claim
58 AI data quality, data matching, and data enrichment APIs for better data ROI
C 65 44 84 37 46 82
22380
christerso
civnode-mcp Claim 1
An MCP server for the CivNode 'slow web' social platform that enables interacti…
C 65 44 75 60 32 82
22381
gitkraken
gk-cli Claim
The GitKraken MCP Server for managing repos, PRs, issues across GitHub, GitLab,…
C 65 33 50 N/A N/A 49 95
22382
gustavoeenriquez
MakerAi Claim
The AI Operating System for Delphi. 100% native framework with RAG 2.0, autonom…
C 65 33 52 N/A N/A 48 95 PA
22383
cycodehq
Cycode Claim
Boost security in your dev lifecycle via SAST, SCA, Secrets & IaC scanning
C 65 44 60 45 81 81
22384
iseppo
Estonian e-arveldaja (RIK e-Financials) accounting — invoices, bank import, rep…
C 65 44 72 48 N/A 54 82
22385
munozu
Vigentic MCP Claim 1
A Model Context Protocol server that utilizes a headless Neovim instance as an …
C 65 33 57 N/A N/A 37 95
22386
chrismcdermut
proletariat-cli Claim
Agent orchestration platform - multi-agent spawning, tickets, boards, and workf…
C 65 43 60 31 N/A 77 95
22387
felixgeelhaar
coverctl Claim
Go code coverage analysis tool with MCP server for AI-powered coverage workflows
C 65 43 60 31 N/A 84 92
22388
mark3labs
Golang implementation for local file system access.
C 65 43 60 38 N/A 74 90
22389
GDKsoftware
Native Delphi Server implementation of the Model Context Protocol (MCP)
C 65 33 54 N/A N/A 44 95 PA
22390
IBazylchuk
Local-first semantic code search across all your repos. Private context for AI …
C 65 43 64 41 N/A 67 89
22391
mckinsey
vizro-mcp Claim
Tools and templates to create validated and maintainable data charts and dashbo…
C 65 43 60 30 N/A 79 96
22392
sudocode-ai
sudocode Claim
Lightweight agent orchestration dev tool that lives in your repo
C 65 43 60 40 N/A 77 87
22393
yokan-board
Yokan Board MCP Claim
Enables AI agents to interact with Yokan Kanban Board API to manage boards, col…
C 65 44 56 73 48 81
22394
back1ply
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
C 65 33 50 N/A N/A 51 95
22395
VoxellInc
forge Claim 1
MCP server for Forge, Voxell's hosted text-embedding API. Tools: embed and list…
C 65 33 45 N/A N/A 74 83
22396
paperdavid
Manoma Claim 1
Manoma is an MCP server that enables any LLM to read your soul.md file, a porta…
C 65 33 51 N/A N/A 47 95
22397
knitli
codeweaver Claim 2
Semantic code search built for AI agents. Hybrid, AST-aware, context for 166 la…
C 65 43 58 68 N/A 84 57
22398
m2ai-archive
ComfyUI MCP Server Claim
Enables Claude to generate images through a local ComfyUI instance using Stable…
C 65 33 66 N/A N/A 25 95
22399
jemondragon
Connects LLMs to NewsData.io to search for latest news, cryptocurrency trends, …
C 65 44 66 70 35 82
22400
impure0xntk
Wakapi MCP Server Claim
Enables tracking and analyzing development time through the Wakapi API. Provide…
C 65 44 84 41 46 81
Showing 22351–22400 of 66518 servers
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