MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
51051
andhit-r
wikijs-mcp Claim
MCP server for accessing Wiki.js through its GraphQL API, enabling page managem…
51052
CSOAI-ORG
MCP server for creating and managing digital human models with built-in EU AI A…
N/A N/A
51053
toastmanAu
cellc-mcp Claim
Wraps the cellc CellScript compiler so that an AI can write, check, explain, an…
N/A N/A
51054
xrissohn
노리톡 버디는 카카오톡 안에서 대화하는 성장형 AI 캐릭터 친구입니다. 사용자의 기분, 목표, 관심사를 바탕으로 오늘의 작은 미션과 응원 메시…
51055
pipeworx-io
MCP server for accessing Prince William County, Virginia geospatial data (ArcGI…
51056
alliance-genome
Enables interaction with PostgreSQL databases via psql, supporting SQL queries,…
N/A N/A
51057
mythopoeic
Compresses spreadsheets into compact encodings, enables Q&A on sheet content, a…
N/A N/A
51058
Homelab-Thor
Provide a scaffold framework to build MCP servers efficiently. Enable rapid dev…
N/A N/A 95
51059
shamis6ali
Captures copyable text from Claude Code terminal output before it's mangled by …
N/A N/A
51060
lennney
Free multi-source web search server for AI agents, with confidence scoring and …
51061
Clubroom
Enables LLMs to manage Databricks clusters, jobs, and notebooks while providing…
81
51062
nizkl89
Enables AI-assisted security assessments by scanning URLs for SQL injection vul…
N/A N/A 95
51063
nyxCore-Systems
ckb Claim
Code intelligence for AI assistants - MCP server, CLI, and HTTP API with symbol…
N/A N/A
51064
eljefedelrodeodeljefe
MCP server plugin for InvenTree, enabling AI assistants to interact with invent…
51065
netloc8
netloc8-mcp Claim
Model Context Protocol server for the NetLoc8 IP geolocation API. Gives AI assi…
51066
MauricioPerera
This MCP server enables AI assistants to interact with a SQLite database throug…
N/A N/A
51067
ghdquddnr
Enables enterprise database schema exploration and Spring Boot code generation …
N/A N/A
51068
krukovsasa99
serena Claim
N/A N/A 95
51069
Easton-OU
Read-only SSH server diagnostics via a fixed 38-command whitelist; secrets reda…
N/A N/A 95
51070
LeviReisJs
openi Claim
Enables searching biomedical images (X-rays, CT/MRI, clinical photos, etc.) fro…
51071
cvsloane
Enables AI assistants to manage WordPress sites via the MainWP Dashboard REST A…
N/A N/A
51072
average-joe25
Opti-MCP Claim
Enables AI assistants to solve linear, integer, mixed-integer, and knapsack opt…
N/A N/A
51073
kalimuthu-a
Provides UI architecture analysis for converting Figma designs or web pages int…
N/A N/A
51074
ShamserulAwsGeek
Real-time US weather data via MCP tools: fetch weather alerts by state and fore…
51075
sandbox-technologies
Enables AI models to search, browse, and retrieve full content of OpenCode docu…
51076
VirtualCoder0
A modular RAG (Retrieval-Augmented Generation) service framework with pluggable…
N/A N/A
51077
duhanjun
A MCP server that provides HTTP-based access to Tushare financial data, enablin…
51078
cpatel1293
Enables AI systems to generate detailed, well-structured Product Requirements D…
51079
gpremo-re
An MCP server that enables AI assistants to directly interact with Elasticsearc…
N/A N/A
51080
JUNKDOGE-JOE
ae-mcp Claim
Enables MCP clients to drive Adobe After Effects via a Python server and CEP pa…
N/A N/A
51081
xcircl
xcircl Claim
Enables querying US regulated-care providers (GLP-1 clinics) with tools for sea…
51082
thetaroot
Apple MCP Claim
Enables AI agents to access iCloud Calendar, Reminders, and Mail with configura…
51083
Domt301
Provides weather information and time utilities for AI assistants, enabling the…
N/A N/A
51084
WizardofTryout
Enables AI agents to program sequences, tweak synthesizer parameters, load audi…
N/A N/A
51085
FelipeMv2301
Exposes the product catalog of Bioquímica.cl as an MCP tool, enabling natural l…
51086
goldzulu
Enables discovering, fetching, validating, and converting Claude skills from th…
51087
IanGuiloff
LeyChile MCP Claim
MCP server that connects AI to the Chilean legislation system (Ley Chile) for r…
51088
nera0875
ssh-mcp Claim
N/A N/A 95
51089
davinoishi
A unified MCP server that combines screenshot capture with HTTP/SSE gateway for…
51090
MrViincciLeRoy
A basic MCP server that always responds with 'viincci_rag' to any prompt, usefu…
51091
benevolabs
Irenic Table Claim
A free, general-purpose, collaborative, virtual whiteboard app in the spirit of…
81
51092
LANDRYJACQUES237
AI-native eGovernment platform for Cameroonian public services, providing tools…
51093
dotnetrule
A generic MCP server that allows searching and retrieving articles, summaries, …
51094
pedarias
Retrieval-Augmented Generation system serving LangGraph documentation through t…
N/A N/A
51095
sfio9190
mindkeg-mcp Claim
Helps AI coding agents remember what they learn across sessions by storing and …
N/A N/A
51096
erliona
Tunova Claim
Generate music with Suno (v5.5) from any MCP client — async, and billed only on…
51097
orcalayer
Enables smart-money whale and market analytics for Polymarket, including leader…
51098
Ritchy-EU
Teams MCP Claim
Enables AI assistants to interact with Microsoft Teams, users, and organization…
51099
basit-devBE
Exposes your local machine's filesystem, git, shell, network, databases, and sy…
N/A N/A
51100
piyushgupta53
Provides a standardized interface for interacting with WhatsApp through the Gre…
Showing 51051–51100 of 67226 servers