MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 2 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
19651
kurdin
GitHub Repos Manager MCP Server
C 66 44 82 57 29 81
19652
provos
ironcurtain Claim
A secure* runtime for autonomous AI agents. Policy from plain-English constitut…
C 66 43 60 27 N/A 90 95
19653
1600822305
SO Analyzer MCP Claim
Enables analysis of native Android libraries (SO files) and Flutter application…
C 66 43 76 57 N/A 24 95
19654
youichi-uda
godot-mcp-pro Claim
Premium MCP server for Godot game engine with 84 tools for scene editing, scrip…
C 66 33 54 N/A N/A 46 95
19655
jdlar1
Siigo MCP Server Claim
Enables integration with Colombian accounting software Siigo through its API. S…
C 66 44 72 66 35 81
19656
advenimus
Conduit Claim
AI-powered connection manager with 60+ MCP tools for SSH terminal execution, RD…
C 66 33 58 N/A N/A 40 95
19657
DXHeroes
Aggregate multiple MCP servers into a single endpoint with web UI, OAuth 2.1, a…
C 66 43 64 45 N/A 59 95
19658
harumiWeb
exstruct Claim
Conversion from Excel to structured JSON (tables, shapes, charts) for LLM/RAG p…
C 66 43 60 27 N/A 90 94
19659
Jacksini
Engram Claim
A persistent memory server for AI agents that stores structured notes in a loca…
C 66 43 66 62 N/A 35 92
19660
flankerhqd
jebmcp Claim
C 66 33 66 N/A N/A 27 95
19661
mybytecode
supabase Claim
C 66 43 54 62 N/A 57 92
19662
Logos-Flux
Mnemo Claim
Provides AI assistants with extended memory by loading large codebases, documen…
C 66 44 60 70 48 81
19663
dimitar-grigorov
Non-UTF-8/Unicode encoding: CP1251, CP1252, KOI8-R, ISO-8859 with auto-detection
C 66 43 60 38 N/A 74 95
19664
marcelmarais
Spotify Claim
📇 🏠 Control Spotify playback and manage playlists.
C 66 43 68 50 N/A 45 94
19665
vendurehq
Vendure MCP Server Claim
A standalone server that enables programmatic interaction with Vendure CLI comm…
C 66 44 80 58 36 81
19666
musnows
RAG MCP Tool Claim
Provides intelligent retrieval capabilities for local files by scanning directo…
C 66 43 62 71 N/A 29 95
19667
CDataSoftware
QuickBooks MCP Server by CData
C 65 33 58 N/A N/A 36 95
19668
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
19669
arkinjo
TogoMCP Claim
Executes SPARQL queries against biological and biomedical RDF databases from th…
C 65 44 68 58 50 81
19670
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
19671
MigoXLab
MCP server for the Dingo: a comprehensive data quality evaluation tool. Server …
C 65 43 60 27 N/A 82 95
19672
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
19673
IBazylchuk
Paparats Claim
Semantic code search for AI coding assistants. Local Qdrant, multi-repo, no API…
C 65 43 64 41 N/A 67 89
19674
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
19675
dgageot
ast-grep Claim
ast-grep is a fast and polyglot tool for code structural search, lint, rewritin…
C 65 44 78 48 48 80
19676
pdogra1299
Bitbucket MCP Server Claim 1
An MCP server that enables interaction with Bitbucket repositories through the …
C 65 44 77 43 54 81
19677
Tom-Ryder
AgentRunKit Claim
Swift 6 agent SDK: type-safe tools, streaming, cloud + on-device inference via …
C 65 33 54 N/A N/A 42 95
19678
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
19679
Epistates
turbovault Claim
Markdown and OFM SDK w/ MCP server that transforms your Obsidian vault into an …
C 65 43 60 33 N/A 78 92
19680
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
19681
Stoops0311
Automate and accelerate Indian legal research with intelligent tools that searc…
C 65 43 60 70 N/A 30 92
19682
joreilly
Fantasy Premier League Kotlin/Compose Multiplatform sample
C 65 33 48 N/A N/A 52 95 JU
19683
iseppo
Enables interaction with the Estonian e-arveldaja (RIK e-Financials) REST API t…
C 65 44 72 48 54 82
19684
atla-ai
Atla Claim
The Atla MCP Server provides a standardized interface for LLMs to interact with…
C 65 44 60 61 59 81
19685
oneWalker
OpenAPI MCP Server Claim
A server that implements the Model Context Protocol (MCP) with StreamableHTTP t…
C 65 44 68 63 41 81
19686
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
19687
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
19688
jemondragon
Connects LLMs to NewsData.io to search for latest news, cryptocurrency trends, …
C 65 44 66 70 35 82
19689
richinex
A universal framework for creating and deploying custom Model Context Protocol …
C 65 44 96 32 34 81
19690
ahmedeltaher
azan-mcp Claim 1
Azan + Prayer Time + MCP + AI Agents + Islamic + Salah + A lightweight MCP libr…
C 65 33 48 N/A N/A 54 95
19691
heffrey78
D&D 5E MCP Server Claim 1
Provides comprehensive access to Dungeons & Dragons 5th Edition content through…
C 65 44 84 56 23 80
19692
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
19693
PaddleHQ
Paddle MCP Server Claim 1
A Model Context Protocol server that provides tools for interacting with the Pa…
C 65 44 49 65 68 83
19694
jsuarezruiz
This is a MCP designed to manage and interact with mobile devices and simulator…
C 65 33 58 N/A N/A 35 95
19695
emmett-deen
Linear MCP Server Claim 2
A Model Context Protocol server implementation that enables AI assistants to in…
C 65 44 79 63 24 82
19696
OldJii
mcp-dock Claim
A cross-platform MCP Server manager for Cursor, Claude, Windsurf, Zed & TRAE. F…
C 65 33 52 N/A N/A 48 95
19697
llnl
ParaView-MCP Claim
Integrates multimodal large language models with ParaView to enable the creatio…
C 65 43 82 30 N/A 48 90
19698
granular-software
mcpresso Claim
TypeScript framework to build robust, agent-ready MCP servers around your APIs.
C 65 43 84 30 N/A 39 95
19699
Utakata
Enables comprehensive management of Google Apps Script projects, including proj…
C 65 44 90 66 19 69
19700
Kvadratni
Speech MCP Claim
A Goose MCP extension providing voice interaction with modern audio visualizati…
C 65 43 90 0 N/A 72 95
Showing 19651–19700 of 30006 servers
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