MCP Server Quality Scores

Independent quality analysis of 48680 public MCP servers

48680
Discovered
29624
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 20 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10201
ExactDoug
Fetch MCP Server Claim 1
Enables retrieval and processing of web page content for LLMs by converting HTM…
C 66 55 64 58 31 81 88
10202
antpavlenko
A minimal, containerized MCP server that exposes a Streamable HTTP transport wi…
C 66 55 84 43 26 71 98
10203
fancyboi999
Daily Hots MCP Claim
A Python-based MCP server that aggregates real-time trending topics and news fr…
C 66 55 62 56 42 81 87
10204
wjlim
Enables users to manage and navigate nf-core bioinformatics pipeline repositori…
C 66 54 54 57 N/A 22 90 99
10205
gongjiaben
A powerful speech-to-text MCP server that supports multiple audio formats and r…
C 66 54 54 68 N/A 22 95 82
10206
AgentWorkshop
A standardized interface for agent-to-agent communication that enables composab…
C 66 55 78 31 40 81 94
10207
Alvinnn1
TinyPNG MCP Server Claim
Enables batch image compression and resizing using the TinyPNG API. Supports PN…
C 66 55 54 72 24 81 89
10208
nishide-dev
ML Research MCP Claim
Provides machine learning researchers with tools for creating publication-quali…
C 66 55 72 41 48 83 83
10209
bholemaharaj
Provides weather forecast and alert data for US locations through the National …
C 66 55 54 58 28 83 100
10210
ralacher
An MCP server that enables connection to Microsoft SQL Server databases, provid…
C 66 55 73 33 43 81 100
10211
higress-group
MCP server that provides comprehensive tools for managing [Higress](https://git…
C 66 54 76 41 N/A 26 89 91
10212
hedera-dev
A server that interfaces with the Hedera Testnet Mirror Node API, converting it…
C 66 55 72 56 19 80 89
10213
kakehashi-inc
Mattermost MCP Server Claim 1
A Model Context Protocol server that connects to Mattermost, allowing AI models…
C 66 55 41 68 53 81 89
10214
aadityasinghal7
A Model Context Protocol server that enables AI assistants to interact with Azu…
C 66 55 45 82 26 81 92
10215
lingvanex-mt
Enables text translation between different languages using the Lingvanex Transl…
C 66 55 48 68 29 81 100
10216
PonzuTech
ponzu Claim
ERC-20 token launchpad on Ethereum — deploy, presale, swap, and farm via AI age…
C 66 54 60 61 N/A 32 75 95
10217
teddylee777
An open-source MCP server that provides applications like Cursor, Windsurf, and…
C 66 54 68 31 N/A 46 95 91
10218
lourencomaciel
sift-gateway Claim
Reliability gateway for AI tool output: schema-stable, secret-safe, pagination-…
C 66 64 90 42 0 86 87 100
10219
YuChenSSR
mindmap-mcp-server Claim
A Model Context Protocol (MCP) server for generating a beautiful interactive mi…
C 66 54 74 25 N/A 45 90 96
10220
mikegc-aws
Creates a simple MCP tool server with "streaming" HTTP.
C 66 54 64 36 N/A 42 95 90
10221 C 66 54 54 60 N/A 13 95 98
10222
sjtu-sai-agents
Enables execution of code in a sandbox environment with integrated web search c…
C 66 55 72 52 19 81 93
10223
txn2
mcp-datahub Claim 1
MCP server for DataHub data catalogs. Discover datasets, explore lineage, and a…
C 66 64 69 68 0 85 95 92
10224
numa08
Provides real-time NOAA space weather data (solar flares, Kp index, solar wind)…
C 66 55 80 30 42 81 93
10225
ZephyrDeng
mcp-server-gitlab Claim
基于MCP框架构建的GitLab集成服务器,提供多种GitLab RESTful API工具,支持项目搜索、任务管理、合并请求创建与审核等功能,帮助开发团队高…
C 66 55 72 73 60 81 35
10226
redhat-community-ai-tools
A simple MCP server that provides access to Jira issues from Cursor AI, allowin…
C 66 55 60 43 46 81 99
10227
markswendsen-code
tacobell Claim 2
MCP server for Taco Bell - browse menu, customize orders, place pickup
C 65 54 51 61 N/A 21 89 99
10228
serkan-ozal
Driflyte MCP server which lets AI assistants query topic-specific knowledge fro…
C 65 66 82 70 0 64 81 100
10229
commercetools
An MCP server that enables AI agents to interact with the commercetools Composa…
C 65 55 75 40 66 82 62
10230
emeryray2002
Provides comprehensive security analysis tools for querying the VirusTotal API,…
C 65 55 60 47 37 82 96
10231
xiaochenwin
An MCP service that automatically generates and manages rule files for Trae AI …
C 65 54 66 30 N/A 45 95 88
10232
Adarsh-Bhayani
MCP SQL Server Pro Claim
Provides direct SQL query access to Microsoft SQL Server databases with full CR…
C 65 55 72 58 21 74 91
10233
TheValverde
An MCP server that enables AI agents to interact with the SpaceTraders API, man…
C 65 54 57 41 N/A 39 95 90
10234
abel9851
mcp-server-mariadb Claim 1
An mcp server that provides read-only access to MariaDB.
C 65 54 61 27 N/A 58 90 91
10235
frontalinilucas
saij-mcp Claim 1
Connects AI clients to Argentina's official legal database (SAIJ) to search and…
C 65 55 66 35 48 83 93
10236
KunihiroS
Captures screenshots and saves them to file paths specified by client applicati…
C 65 54 68 35 N/A 24 95 94
10237
alexandertsai
A simple MCP server that allows Claude to access your Telegram account to read …
C 65 54 60 41 N/A 40 88 92
10238
stucchi
Italy OpenData Claim
Italian open data: municipalities, provinces, regions, postal codes, coordinate…
C 65 54 66 33 N/A 29 95 99
10239
hiono
MCP-CMake Claim
A Gradio-based MCP server for comprehensive CMake project management that enabl…
C 65 55 62 56 35 81 88
10240
voitta-ai
A Model Context Protocol gateway that connects to RFK Jr-related endpoints, sup…
C 65 54 84 23 N/A 19 95 92
10241
guanshilong
Extracts title, author, and content (in Markdown format) from WeChat official a…
C 65 55 72 53 19 81 90
10242
TheSuperColony
supercolony Claim
Agent swarm intelligence — real-time feed and consensus signals from 140+ AI ag…
C 65 64 72 73 0 63 95 92
10243
LinkupPlatform
Search the web in real time to get trustworthy, source-backed answers. Find the…
C 65 66 82 67 0 73 81 93
10244
datawhalechina
mcp-lite-dev Claim
共学《MCP极简开发》项目代码
C 65 54 60 43 N/A 30 95 90
10245
PovedaAqui
Auto-Snap MCP Claim
A server that automates screenshot capture and document processing, allowing us…
C 65 54 60 33 N/A 41 95 96
10246
Aeolun
Repomix MCP Server Claim 2
An MCP server that packs repositories into AI-friendly files using the Repomix …
C 65 55 63 62 21 80 91
10247
pedrohzwang
An MCP server that enables integration with Google Drive through a service acco…
C 65 55 57 62 27 80 95
10248
VikashS
Enables AI assistants to save, retrieve, and manage research content using Chro…
C 65 55 60 32 63 81 95
10249
AnGrY-Althaf
Provides access to over 40 industry-standard penetration testing tools, includi…
C 65 54 78 33 N/A 28 90 85
10250
yusuferenkt
A JSON-based database MCP server with JWT authentication that enables user mana…
C 65 55 72 75 N/A 23 95 45
Showing 10201–10250 of 48680 servers
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