MCP Server Quality Scores

Independent quality analysis of 69052 public MCP servers

69052
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 26 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7401
kennic
Provides AI-powered assistance for iOS developers using FrameLayoutKit, enablin…
B 70 5⁄4 ◉ ⏳ 78 47 N/A 42 90 88
7402
gmoneyn
mcp-creator ⚡ Claim
A tool that enables AI assistants to conversationally scaffold, build, and publ…
B 70 5⁄4 ◉ ⏳ 88 41 N/A 27 90 94
7403
dvillegastech
Flutter MCP Service ⚡ Claim 1
Provides advanced Flutter development tools via Model Context Protocol with fea…
B 70 5⁄5 ◉ ⏳ 84 57 — 25 80 91
7404
FabrWill
GraphQL MCP Server ⚡ Claim 1
A Model Context Protocol server for executing GraphQL queries, allowing AI mode…
B 70 5⁄5 ◉ ⏳ 57 70 — 43 81 95
7405
sugarforever
amap-mcp-server ⚡ Claim
高德地图MCP Server,支持stdio, sse和streamable-http
B 70 5⁄5 ◉ ⏳ 62 41 N/A 79 82 94
7406
leonskenidy
Provide seamless access to Omi conversations and memories through a standardize…
B 70 5⁄4 ◉ ⏳ 66 70 N/A 24 87 91
7407
Forge-Space
ui-mcp ⚡ Claim
Forge Space MCP server for UI and backend generation via stdio transport.
B 70 5⁄4 ◉ ⏳ 64 25 N/A 90 92 89
7408
atriumn
tokencost-dev ⚡ Claim
LLM pricing oracle — model lookup, cost estimation, and comparison via LiteLLM
B 70 5⁄5 ◉ ⏳ 90 0 N/A 89 81 99
7409
lastkimi
XHS-MCP ⚡ Claim 1
Enables content creators to manage, analyze, and publish Xiaohongshu (Little Re…
B 70 5⁄4 ◉ ⏳ 72 46 N/A 45 90 93
7410
samay58
Time MCP ⚡ Claim 1
A Claude Model Configuration Protocol (MCP) server that provides real-time time…
B 70 5⁄4 ◉ ⏳ 66 58 N/A 20 94 100
7411
AnisurRahman06046
Enables e-commerce shop owners to query their business data using natural langu…
B 70 5⁄5 ◉ ⏳ 72 71 N/A 24 80 90
7412
ydzat
An academic paper management tool that enables multi-source research searching,…
B 70 5⁄5 ◉ ⏳ 84 33 — 61 81 92
7413
Long0308
Provides access to Vietnamese stock market data and APIs from VNDirect, FireAnt…
B 70 5⁄4 ◉ ⏳ 72 58 N/A 22 95 94
7414
roshunsunder
filesift ⚡ Claim
Local file search for AI agents — semantic + keyword indexing over your codebas…
B 70 5⁄4 ◉ ⏳ 78 30 N/A 47 95 95
7415
robobobby
Provides access to the Finnish company registry (PRH/YTJ) to search for busines…
B 70 5⁄5 ◉ ⏳ 72 100 — 30 81 50
7416
danny-avila
A reference implementation demonstrating proper MCP server patterns with HTTP t…
B 70 5⁄5 ◉ ⏳ 68 70 — 25 81 96
7417
coinselor
MCP Server Starter ⚡ Claim 1
A production-ready template for building Model Context Protocol servers in Type…
B 70 5⁄4 ◉ ⏳ 72 62 N/A 38 95 74
7418
Saurabhsing21
Literature MCP ⚡ Claim 1
A specialized MCP server that provides a structured interface to the Europe PMC…
B 70 5⁄5 ◉ ⏳ 58 61 — 57 83 91
7419
ranit532
MCP Server POC ⚡ Claim 1
A proof-of-concept MCP server demonstrating various capabilities including math…
B 70 5⁄5 ◉ ⏳ 78 57 — 43 71 94
7420
Cactusinhand
mcp_server_notify ⚡ Claim 1
A MCP server that send desktop notifications with sound effect when agent tasks…
B 70 5⁄4 ◉ ⏳ 59 61 N/A 48 89 94
7421
ThomAub
ClickHouse MCP Server ⚡ Claim 2
A Model Context Protocol server that enables Large Language Models to seamlessl…
B 70 5⁄5 ◉ ⏳ 71 56 — 38 80 100
7422
JenHsuan
Alayman MCP Server ⚡ Claim
Enables access to articles from alayman.io, allowing users to fetch, search, an…
B 70 5⁄5 ◉ ⏳ 78 62 — 27 81 92
7423
aleck31
mcp-chrono ⚡ Claim
A comprehensive time and calendar utility server that provides timezone convers…
B 70 5⁄5 ◉ ⏳ 60 65 — 50 82 93
7424
surisoft-io
CAPI Gateway Claim
Apache Camel API Gateway with REST-to-MCP bridging for LLM agents.
B 70 5⁄4 ◉ ⏳ 80 37 N/A 65 75 96
7425
AlexHerranr
MCP Spreadsheets ⚡ Claim 1
Provides comprehensive control over Google Sheets to read, write, format, and m…
B 70 5⁄5 ◉ ⏳ 84 55 — 27 82 91
7426
Amit-Lakhani
An MCP-compatible server that provides tools for integrating selected Postman A…
B 70 5⁄5 ◉ ⏳ 78 67 — 23 81 89
7427
wukan1986
query_table ⚡ Claim
A web scraper for financial table data that implements the Model Context Protoc…
B 70 5⁄5 ◉ ⏳ 66 65 — 76 76 71
7428
Solvro
Enables querying a Neo4j knowledge graph about Wroclaw University of Science an…
B 70 5⁄5 ◉ ⏳ 68 67 — 34 81 94
7429
iceener
Enables location-aware AI agents to search for nearby places, get detailed plac…
B 70 5⁄5 ◉ ⏳ 90 45 — 34 80 90
7430
deso-protocol
A comprehensive Model Context Protocol server that transforms Cursor's AI assis…
B 70 5⁄5 ◉ ⏳ 86 60 — 23 81 88
7431
ZH1754629545
A Model Context Protocol server that enables AI assistants to interact with Tic…
B 70 5⁄5 ◉ ⏳ 71 66 — 26 81 96
7432
TamarEngel
jira-github-mcp ⚡ Claim
MCP server that integrates Jira and GitHub to automate end-to-end developer wor…
B 70 5⁄4 ◉ ⏳ 78 40 N/A 47 92 91
7433
cbunting99
Provides comprehensive code analysis through three MCP servers: static analysis…
B 70 5⁄5 ◉ ⏳ 78 51 — 50 80 89
7434
bakhtiyork
Digest MCP Server ⚡ Claim
Enables extraction of fully rendered web content from dynamic pages, SPAs, and …
B 70 5⁄5 ◉ ⏳ 72 73 — 22 81 91
7435
dimascior
Adds automation capabilities to Claude Desktop through MCP and enables Claude D…
B 70 5⁄4 ◉ ⏳ 96 38 N/A 27 83 91
7436
Go-555
Note Post MCP ⚡ Claim
Enables automated publishing and draft saving to note.com platform using Playwr…
B 70 5⁄5 ◉ ⏳ 78 100 N/A 33 95 25
7437
Omniscience-Labs
OMNI-MQTT-MCP ⚡ Claim
Enables AI assistants to publish and subscribe to MQTT topics with configurable…
B 70 5⁄5 ◉ ⏳ 62 82 — 26 81 90
7438
waTeim
Enables managing PostgreSQL clusters via the CloudNativePG operator, including …
B 70 5⁄5 ◉ ⏳ 80 46 — 46 81 94
7439
unosend
Unosend MCP Server ⚡ Claim 1
Enables AI assistants to send emails and SMS messages through the Unosend API. …
B 70 5⁄5 ◉ ⏳ 90 46 — 27 80 95
7440
znehraks
MCP Notepad Server ⚡ Claim
A learning-focused MCP server that demonstrates core MCP concepts through a sim…
B 70 5⁄4 ◉ ⏳ 72 60 N/A 34 92 85
7441
mizchi
Lighthouse MCP ⚡ Claim
Enables AI models to perform Google Lighthouse website performance analysis, in…
B 70 5⁄5 ◉ ⏳ 78 53 — 33 81 96
7442
kablewy
salesforce-mcp-server ⚡ Claim 2
A Model Context Protocol server implementation for interacting with Salesforce …
B 70 5⁄5 ◉ ⏳ 75 67 — 28 76 92
7443
mimsut
MCP Kkebi ⚡ Claim 1
A framework for building interactive UI applications and React-based widgets fo…
B 70 5⁄5 ◉ ⏳ 72 55 — 54 78 88
7444
parthashirolkar
Gmail MCP Server ⚡ Claim
Enables AI applications to send emails, manage drafts, and compose professional…
B 70 5⁄4 ◉ ⏳ 60 65 N/A 23 95 98
7445
TauqeerAhmad5201
Docker MCP Server ⚡ Claim 1
Enables natural language interaction with Docker commands and operations. Suppo…
B 70 5⁄5 ◉ ⏳ 72 100 N/A 25 95 39
7446
konigt6905
Brings Google Gemini 2.0 Flash native image generation capabilities into Claude…
B 70 5⁄5 ◉ ⏳ 78 100 — 29 81 46
7447
Ichigo3766
A MCP server that enables transcription of audio files using OpenAI's Speech-to…
B 70 5⁄5 ◉ ⏳ 75 55 — 41 76 100
7448
ephemeraldew
Skill MCP Server ⚡ Claim 2
A modular plugin system that allows AI agents to dynamically load and use 'skil…
B 70 5⁄4 ◉ ⏳ 68 38 N/A 67 90 89
7449
heygen-com
Heygen MCP Server ⚡ Claim
Enables Claude Desktop and Agents to generate AI avatars and videos through the…
B 70 5⁄5 ◉ ⏳ 66 71 — 24 81 97
7450
silviosotelo
Enables integration with Oracle Database and Oracle APEX 20.2, allowing LLMs to…
B 70 5⁄4 ◉ ⏳ 54 72 — 36 90 92
Showing 7401–7450 of 69052 servers
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