MCP Server Quality Scores

Independent quality analysis of 69070 public MCP servers

69070
Discovered
→
33788
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 57 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9051
davidkingzyb
SCAST MCP Server ⚡ Claim 1
Converts code into UML diagrams and flowcharts through static analysis, enablin…
C 68 5⁄5 ◉ ⏳ 72 58 — 49 71 86
9052
akash-network
Akash MCP Server ⚡ Claim
A TypeScript server implementing the Model Context Protocol that enables AI age…
C 68 5⁄5 ◉ ⏳ 48 61 — 60 78 98
9053
sminnee
LSP MCP Server ⚡ Claim
Provides code refactoring capabilities for TypeScript/JavaScript and Python thr…
C 68 5⁄5 ◉ ⏳ 90 75 N/A 21 95 40
9054
StacklokLabs
Transforms CSV data into beautiful visualizations including line charts, bar gr…
C 68 5⁄5 ◉ ⏳ 72 36 — 72 81 82
9055
keroger2k
Enables fetching content from any URL with support for different HTTP methods, …
C 68 5⁄5 ◉ ⏳ 78 53 — 24 81 94
9056
hypersniper05
Enables web content retrieval and semantic search capabilities through the Jina…
C 68 5⁄5 ◉ ⏳ 76 41 — 34 81 100
9057
balinux
Provides weather information through the Model Context Protocol, fetching real-…
C 68 5⁄5 ◉ ⏳ 72 61 — 30 76 92
9058
ryaker
Mem0 MCP Server ⚡ Claim 1
A Model Context Protocol server that integrates AI assistants with Mem0.ai's pe…
C 68 5⁄5 ◉ ⏳ 69 41 — 59 81 91
9059
Blvckjs96
MemoVault ⚡ Claim
A personal memory system that provides AI assistants with long-term memory capa…
C 68 5⁄5 ◉ ⏳ 60 55 — 51 82 92
9060
archish9
GitHub MCP Server ⚡ Claim 1
A Model Context Protocol server that provides Git version control operations as…
C 68 5⁄4 ◉ ⏳ 53 53 N/A 53 90 93
9061
Eivs
Fetch MCP Server ⚡ Claim
Enables fetching and processing web content by retrieving URLs and converting H…
C 68 5⁄5 ◉ ⏳ 72 100 — 24 81 47
9062
ns-personal
A basic TypeScript starter template for building Model Context Protocol (MCP) s…
C 68 5⁄5 ◉ ⏳ 84 82 N/A 25 95 32
9063
nftechie
AI-powered multisport coaching — workouts, training plans, and performance anal…
C 68 5⁄4 ◉ ⏳ 72 41 N/A 43 83 97
9064
aasm3535
Enables AI models to search the web using DuckDuckGo, scrape webpage content in…
C 68 5⁄5 ◉ ⏳ 72 53 — 27 81 98
9065
Abeautifulsnow
A Model Context Protocol (MCP) server that provides read-only TDengine database…
C 68 5⁄5 ◉ ⏳ 68 36 — 62 81 97
9066
chidvilas1234
Enables safe file system operations including reading, writing, updating, and d…
C 68 5⁄4 ◉ ⏳ 78 41 N/A 22 90 100
9067
ydb-platform
ydb-mcp ⚡ Claim 1
MCP server for interacting with [YDB](https://ydb.tech) databases
C 68 5⁄5 ◉ ⏳ 63 37 — 67 83 96
9068
NimbleBrainInc
Bash MCP Server ⚡ Claim 1
An MCP server that enables the execution of arbitrary bash commands and returns…
C 68 5⁄5 ◉ ⏳ 59 58 — 63 69 94
9069
yvanfreitas
MCP Test Server ⚡ Claim 1
A Model Context Protocol server that enables LLMs to interact with user and tas…
C 68 5⁄4 ◉ ⏳ 57 61 N/A 23 95 99
9070
hopx-ai
HOPX MCP Server ⚡ Claim
Enables AI assistants to execute Python, JavaScript, Bash, and Go code in blazi…
C 68 5⁄5 ◉ ⏳ 72 36 — 49 82 99
9071
advitrocks9
Provides structured, SQL-style query access to Notion databases, allowing Claud…
C 68 5⁄5 ◉ ⏳ 60 71 — 30 81 92
9072
afarhadi99
Provides comprehensive access to ElevenLabs AI audio features including text-to…
C 68 5⁄5 ◉ ⏳ 66 66 — 24 81 92
9073
handsomestWei
Enables AI tools to analyze Java dependencies by scanning Maven projects, decom…
C 68 5⁄5 ◉ ⏳ 86 75 N/A 48 95 19
9074
masatoshi118
Enables interaction with Google Forms API to create forms, add questions, and r…
C 68 5⁄5 ◉ ⏳ 80 67 — 17 81 79
9075
kroq86
Provides an MCP-native operational interface for diagnostics, explainability, r…
C 68 5⁄4 ◉ ⏳ 72 31 — 59 90 88
9076
roberthamel
Enables web searching via SearXNG, page content extraction with Crawl4AI, and i…
C 68 5⁄5 ◉ ⏳ 76 38 — 48 81 93
9077
strzhao
Enables downloading videos from platforms like YouTube and converting them to t…
C 68 5⁄4 ◉ ⏳ 60 61 N/A 32 87 96
9078
402-md
@402md/mcp ⚡ Claim 1
An MCP server that transforms SKILL.md files into executable tools for AI agent…
C 68 5⁄5 ◉ ⏳ 63 61 — 35 82 93
9079
Stackbilt-dev
Image generation, Cloudflare Worker scaffolding, C-level agent reasoning, and b…
C 68 5⁄5 ◉ ⏳ 96 10 — 56 82 94
9080
nanoseil
A Model Context Protocol server that enables running and managing long-running …
C 68 5⁄5 ◉ ⏳ 63 100 N/A 27 82 51
9081
ALGeek01
Java Testing Agent ⚡ Claim
Automates Java Maven testing workflows with decision table-based test generatio…
C 68 5⁄4 ◉ ⏳ 84 31 N/A 21 95 96
9082
Pantagrueliste
tei-mcp ⚡ Claim
Helps AI agents read and write valid TEI XML. Element lookup, attribute resolut…
C 68 5⁄5 ◉ ⏳ 72 28 — 64 84 94
9083
Nicolasvegam
Boma MCP Claim 1
An MCP server designed to manage meeting room reservations on the Boma platform…
C 68 5⁄5 ◉ ⏳ 63 60 — 35 76 100
9084
njbrake
Provides comprehensive filesystem operations (read, write, list, create, delete…
C 68 5⁄5 ◉ ⏳ 72 41 — 48 81 99
9085
nazufel
Bridges Xcode and Cursor to provide real-time access to build errors, warnings,…
C 68 5⁄4 ◉ ⏳ 78 30 N/A 28 95 100
9086
Scottcjn
iota-agent-mcp Claim 2
An MCP server that enables AI agents to interact with the IOTA blockchain, supp…
C 68 5⁄4 ◉ ⏳ 57 62 — 32 87 97
9087
Shelpuk-AI-Technology-Consulting
Provides web search and content retrieval optimized for AI coding assistants, r…
C 68 5⁄4 ◉ ⏳ 58 42 — 54 95 91
9088
rrmistry
tilt-mcp ⚡ Claim 1
A Model Context Protocol server that integrates with Tilt to provide programmat…
C 68 5⁄4 ◉ ⏳ 57 36 N/A 76 90 90
9089
JangHyuckYun
An MCP server for intelligent YouTube video analysis that provides token-optimi…
C 68 5⁄5 ◉ ⏳ 73 31 — 64 78 99
9090
jilio
An MCP server that enables AI agents to retrieve and analyze error reports from…
C 68 5⁄5 ◉ ⏳ 39 71 — 50 83 98
9091
akashlomas
SonarQube MCP ⚡ Claim
A lightweight MCP for SonarQube reports
C 68 5⁄5 ◉ ⏳ 76 65 — 35 81 73
9092
praveenc
Provides semantic search over AWS Cloudscape Design System documentation using …
C 68 5⁄4 ◉ ⏳ 70 33 N/A 46 95 97
9093
ytssamuel
FHL Bible MCP Server ⚡ Claim 1
Provides access to comprehensive Chinese and multilingual Bible study resources…
C 68 5⁄5 ◉ ⏳ 86 74 — 37 83 44
9094
andr3medeiros
Enables comprehensive PDF operations including text/image manipulation, annotat…
C 68 5⁄5 ◉ ⏳ 66 82 N/A 47 95 38
9095
marc-shade
An advanced MCP server that provides stateful voice-controlled AGI capabilities…
C 68 5⁄4 ◉ ⏳ 88 31 N/A 28 90 94
9096
rulego
A lightweight dependency-free workflow automation platform. Supports iPaaS, str…
C 68 5⁄4 ◉ ⏳ 78 37 N/A 36 90 90
9097
109naoki
minimal-mcp-server ⚡ Claim
A minimal MCP server implementation designed for learning how to integrate tool…
C 68 5⁄5 ◉ ⏳ 60 100 N/A 30 95 41
9098
cdmx-in
goodday-mcp ⚡ Claim
Goodday‑MCP is a lightweight Model Context Protocol (MCP) server designed to se…
C 68 5⁄5 ◉ ⏳ 72 43 — 49 77 99
9099
mkowalskizoovu
Weather MCP Server ⚡ Claim
Enables temperature conversion from Fahrenheit to Celsius through HTTP requests…
C 68 5⁄5 ◉ ⏳ 66 61 — 25 81 98
9100
jaksm
Enables AI-powered semantic search through Expo SDK documentation across multip…
C 68 6⁄6 ◉ ⏳ 100 77 0 52 82 96
Showing 9051–9100 of 69070 servers
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