MCP Server Quality Scores

Independent quality analysis of 66534 public MCP servers

66534
Discovered
31840
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 25 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
25201
rangogamedev
codecks-mcp Claim 1
A TypeScript MCP server for Codecks project management that provides over 32 to…
F 30 44 94 72 56 77
25202
win10ogod
Memory MCP Server Claim 1 2
Provides dynamic short-term and long-term memory management with keyword-based …
F 30 43 88 62 N/A 48 90
25203
ivo-toby
contentful-mcp Claim 1
Update, create, delete content, content-models and assets in your Contentful Sp…
F 30 43 100 41 N/A 78 88
25204
Nikunj2003
AI assistant built with Streamlit, NVIDIA NIM (LLaMa 3.3:70B) / Ollama, and Mod…
F 30 43 84 32 N/A 25 90
25205
annie25726
Integrates Taiwan-specific medical data including ICD-10 codes, FDA drug databa…
F 30 44 56 32 47 80
25206
postrv
forgemax Claim 1
Code Mode inspired local sandboxed MCP Gateway - collapses N servers x M tools …
F 30 43 60 56 N/A 71 87
25207
ivan-saorin
MCP Expr Lang Claim 1
MCP Expr Lang
F 30 43 56 52 N/A 43 82
25208
christopherekfeldt
mcp-bitbucket-dc Claim 1 2
An MCP server for Bitbucket Data Center that enables AI assistants to search co…
F 30 44 79 65 57 80
25209
Knuckles-Team
ArchiveBox API Claim 1
Enables programmatic interaction with ArchiveBox web archiving functionality th…
F 30 44 80 68 69 76
25210
mifactory-bot
Convert docs to agent-readable specs with criteria and constraints. $0.10/conve…
F 30 43 24 36 25 62
25211
pi22by7
In-Memoria Claim 1
Persistent intelligence infrastructure for agentic development that gives AI co…
F 30 43 60 50 N/A 77 90
25212
oceanbase
mcp-oceanbase Claim 1
mcp-oceanbase
F 30 44 82 57 72 74
25213
yushuqiu1
ai_agent Claim 1
F 30 43 48 30 N/A 22 90
25214
gorums
Provides intelligent access to local music collections through advanced metadat…
F 30 44 58 17 21 78
25215
CaullenOmdahl
Expo MCP Server Claim 1 2
Enables programmatic interaction with Expo/React Native projects and EAS (Expo …
F 30 44 90 76 45 82
25216
DPoitrast
MCP Server Claim 1
A FastAPI-based Model Context Protocol server that exposes herd data through a …
F 30 44 48 68 25 74
25217
ag2-mcp-servers
An MCP server that enables interaction with Google Cloud Filestore API, allowin…
F 30 44 45 50 21 76
25218
jango-blockchained
mcp-freecad Claim 1
This project provides a robust integration between AI assistants and FreeCAD CA…
F 30 44 72 43 57 78
25219
ci671233
CBCI MCP Claim 1
Enables dynamic database querying through natural language questions using LLM-…
F 30 44 42 43 24 76
25220
jeannier
homebrew-mcp Claim 1
Control your macOS Homebrew setup using natural language via this MCP server. S…
F 30 43 100 36 N/A 35 87
25221
avisangle
jenkins-mcp-server Claim 1
Enterprise-grade Jenkins CI/CD integration with multi-tier caching, pipeline mo…
F 30 43 88 47 N/A 34 87
25222
0xjcf
A comprehensive Model Context Protocol server for advanced code analysis that p…
F 30 44 60 60 33 74
25223
autonull
MCP Logic Claim 1 2
Enables first-order logic reasoning including theorem proving, model finding, c…
F 30 44 60 33 34 80
25224
coding-realtor
Provides 12 tools to query South Korean building register data, including title…
F 30 43 60 68 48 90
25225
brief-hq
temporal-mcp Claim 1
Empowering AI with Workflow Orchestration
F 30 43 50 31 N/A 39 90
25226
skmprb
GitLab MCP Server Claim 1
A comprehensive integration providing over 46 tools for managing GitLab project…
F 30 44 72 42 46 77
25227
Carltk
Enables AI to interact with Microsoft Access (.mdb, .accdb) and SQLite 3 databa…
F 30 43 58 20 N/A 48 90
25228
SrujanReddyKallu2024
Ops MCP Server Claim 1
Provides tools for AI assistants to manage and diagnose MWAA Airflow environmen…
F 30 43 48 36 N/A 27 87
25229
jonels-msft
MCP Review Server Claim 1 2
A specialized code review service that provides 36+ critics for different progr…
F 30 43 86 55 N/A 32 90
25230
KyuRish
mcp-dashboards Claim 1
45+ interactive charts, dashboards, flowcharts, and KPIs inside any AI conversa…
F 30 43 90 61 N/A 55 87
25231
danbunnell
An MCP server that retrieves and provides Wikipedia content for requested topic…
F 30 43 45 40 N/A 18 87
25232
camilojourney
Provides hybrid semantic and keyword code search for Claude Code using BM25 and…
F 30 43 64 33 N/A 32 90
25233
94aharris
Coach AI Claim 1 2
A productivity coaching assistant designed for ADHD support that provides intel…
F 30 43 84 31 N/A 26 89
25234
rldiao
Mealie MCP Server Claim 1
Enables AI assistants to interact with Mealie recipe databases through MCP clie…
F 30 44 72 48 57 80
25235
amanagarwal13
HubSpot MCP Server Claim 1
Provides standardized access to HubSpot's CRM API for managing contacts, compan…
F 25 44 62 70 57 76
25236
Abhinav-pyth
Implements a secure message communication protocol for handling exchanges betwe…
F 25 44 56 30 16 77
25237
darrinm
Gmail MCP Server Claim 1 2
A comprehensive MCP server providing 24 tools for full Gmail management, includ…
F 25 44 82 77 27 80
25238
Sowiedu
edict Claim 1
AI-agent programming language. JSON AST in, WASM out. Typed, effect-tracked, Z3…
F 25 43 72 33 N/A 98 90
25239
ebrahimpleite
MCP Conta Azul Claim 1
Enables AI assistants to interact with Conta Azul Financial APIs to manage acco…
F 25 44 60 0 53 67
25240
pexcard
PEX MCP Server Claim 1
Enables AI assistants to interact with the PEX Card External API to manage busi…
F 25 44 74 72 47 80
25241
watsona4
A secure Model Context Protocol server that enables Claude AI to list, search, …
F 25 44 88 41 46 76
25242
ruchiayeon
A comprehensive MCP server providing 35 tools for managing Telegram messages, m…
F 25 44 42 37 53 76
25243
Ejb503
multimodal-mcp-client Claim 1 3
[DEPRECATED] Superseded by systempromptio/systemprompt-template and systempromp…
F 25 43 90 43 N/A 52 87
25244
ag2-mcp-servers
An MCP (Multi-Agent Conversation Protocol) Server that provides a standardized …
F 25 44 60 47 21 76
25245
JussCubs
refinore-mcp Claim 1 2
An MCP server that enables AI agents to autonomously manage ORE mining on the S…
F 25 44 63 66 56 80
25246
genkit-ai
Genkit MCP Claim 1
Provides integration between Genkit and the Model Context Protocol (MCP).
F 25 44 90 0 78 78
25247
officialpraise
MongoDB MCP Server Claim 1 2
A Model Context Protocol server that enables interaction with MongoDB databases…
F 25 43 63 41 N/A 65 90
25248
yctimlin
Excalidraw MCP Server Claim 2 3
A Model Context Protocol server that enables LLMs to create, modify, and manipu…
F 25 44 85 63 59 74
25249
rakeshdavid
Tavus MCP Server Claim 1 2
Enables AI video generation, replica management, conversational AI, lipsync, an…
F 25 44 94 63 43 80
25250 F 25 43 42 43 N/A 32 87
Showing 25201–25250 of 66534 servers
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