MCP Server Quality Scores

Independent quality analysis of 33537 public MCP servers

33537
Discovered
27407
Scored
1831
Verified
16957
Complete

Last updated 2 hours, 28 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
20951
skylarbarrera
react-devtools-mcp Claim 1
Provides AI agents with visibility into React applications by exposing tools to…
C 68 43 90 33 N/A 47 91
20952
ezyang
codemcp Claim
Coding agent with basic read, write and command line tools.
C 68 43 68 43 N/A 73 90
20953
lampepfl
mcp-tacit Claim
TACIT (Tracked Agent Capabilities In Types) is a safety harness for AI agents. …
C 68 33 50 N/A N/A 61 95
20954
numikel
Law Scrapper MCP Claim
Enables AI-powered legal research and analysis of Polish legal acts from the Se…
C 68 44 64 58 71 81
20955
gaiaaiagent
Automates carbon credit project registration document review, transforming 6-8 …
C 68 43 60 72 N/A 41 95
20956
wanshuiyin
ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonom…
C 68 33 58 N/A N/A 50 95
20957
Aaronontheweb
mssql-mcp Claim
MSSQL Server MCP implementation written in C#
C 68 33 50 N/A N/A 64 95
20958
byronwade
memoria Claim
Prevents your AI from breaking code by revealing hidden file dependencies throu…
C 68 43 60 68 N/A 50 92
20959
DaunteEth
Provides a suite of 40 comprehensive trading tools for managing WOOFi Pro and O…
C 68 44 66 70 52 82
20960
Deepractice
PromptX Claim
Transforms AI agents into industry experts through natural conversation, enabli…
C 68 44 78 35 79 80
20961
nirholas
AI agent discovers MCP servers from GitHub npm - analyzes APIs configs
C 68 43 64 42 N/A 71 95
20962
pi22by7
in-memoria Claim
C 68 43 60 50 N/A 77 90
20963
1Panel-dev
mcp-1panel Claim
1Panel MCP Server is an implementation of the Model Context Protocol (MCP) serv…
C 68 44 60 60 78 80
20964
dsouzaalan
Zapmail MCP Server Claim
Enables AI assistants to interact with the Zapmail API through natural language…
C 68 44 96 46 36 81
20965
TheStranjer
FoundryMCP Claim
Enables direct interaction with FoundryVTT virtual tabletop servers via native …
C 68 44 78 68 33 81
20966
elgorro
Nextcloud MCP server — files, calendar, contacts, mail, maps, notes, tasks & 12…
C 68 43 75 41 N/A 70 83
20967
ArkTechNWA
zsh-tool Claim
Zsh for Claude Code. PTY mode lets Claude type passwords. NEVERHANG + A.L.A.N.
C 68 43 90 26 N/A 72 81
20968
assafelovic
An autonomous agent that conducts deep research on any data using any LLM provi…
C 68 43 64 36 N/A 80 95
20969
harshmaur
GitLab MCP Server Claim 1
An MCP server that enables communication with GitLab repositories, allowing int…
C 68 44 63 72 51 81
20970
illegal-instruction-co
your ai debugger, vibe hacking tool
C 68 33 50 N/A N/A 61 95 C
20971
alisaitteke
docker-mcp Claim 2
MCP server for managing Docker containers, images, networks, volumes, and regis…
C 68 43 79 60 N/A 34 89
20972
ferodrigop
forge Claim
Terminal MCP server for AI coding agents with persistent PTY sessions, ring-buf…
C 68 43 64 38 N/A 83 90
20973
fvegah
MCP Apify Claim 1
Enables AI assistants to interact with the Apify platform to manage actors, mon…
C 68 44 78 62 42 82
20974
HeetVekariya
devto-agent Claim
Build and deploy an autonomous Devto Agent capable of interacting with the Dev.…
C 68 43 84 57 N/A 26 89
20975
13bm
GhidraMCP Claim 1
MCP server for integrating Ghidra with AI assistants. This plugin enables binar…
C 68 43 65 48 N/A 65 92
20976
tjnull
Ludus FastMCP Claim
Enables AI-powered management of Ludus cyber range environments through natural…
C 68 44 88 43 51 81
20977
adriyansyah-mf
MCP Pentest Claim
An automated penetration testing framework that enables intelligent security as…
C 68 43 78 56 N/A 29 95
20978
Viking1726
A middleware system that connects large language models (LLMs) with various too…
C 68 44 78 68 34 81
20979
Data-Everything
One server. All tools. A unified MCP platform that connects many apps, tools, a…
C 68 43 90 31 N/A 53 87
20980
winyunq
🚀 UE5-UMG-MCP: A deep-focused MCP for Unreal Engine UMG layout. Designed to max…
C 68 43 84 26 N/A 61 95 C
20981
traghav
Enables AI assistants to interact with Metabase through its API, allowing them …
C 68 44 84 71 24 77
20982
ksylvan
fabric-mcp Claim
Fabric MCP Server: Seamlessly integrate Fabric AI capabilities into MCP-enabled…
C 68 43 60 48 N/A 72 95
20983
bio-mcp
BWA MCP Server Claim
Enables AI assistants to perform DNA/RNA sequence alignment using BWA (Burrows-…
C 68 43 86 63 N/A 19 88
20984
wheattoast11
A Model Context Protocol server that enables conversational LLMs to delegate co…
C 68 44 79 36 80 78
20985
luyike221
Enables automated content publishing and management on Xiaohongshu (Little Red …
C 68 43 78 57 N/A 35 90
20986
gbrigandi
A Rust-based MCP server to integrate TheHive, facilitating collaborative securi…
C 68 43 56 66 N/A 60 90
20987
oualib
MCP ClickHouse Claim
Enables database operations and cloud infrastructure management for ClickHouse,…
C 68 44 88 41 60 77
20988
groovyBugify
AWS Security MCP Claim 1
A Model Context Protocol server that connects AI assistants like Claude to AWS …
C 68 44 79 60 44 82
20989
Junwoo-Seo-1998
SSAFY Lunch Menu Claim
Check daily SSAFY cafeteria menus by date. Get floor-specific lunch options to …
C 68 33 60 N/A N/A 44 95
20990
Techmatic-sys
indiamart-mcp-server Claim 1
Claude AI for IndiaMART leads - fetch, search, sync and track pipeline.
C 68 33 54 N/A N/A 56 95
20991
Erika05cristina
Sybil MCP Claim
Monitors Notion databases in real-time to detect project risks, such as delayed…
C 68 33 66 N/A N/A 35 95
20992
leosepulveda
MCP VTEX Server Claim 1
Enables complete VTEX e-commerce platform integration through natural language,…
C 68 44 78 52 54 81
20993
SepineTam
latex-mcp Claim
Enable AI agents to compile TeX files with LaTeX inside a Docker container.
C 68 43 54 56 N/A 71 95
20994
spiffy-oss
artguard Claim
Open-source AI artifact scanner. Detect malicious agent skills, MCP servers, an…
C 68 33 54 N/A N/A 55 95
20995
preangelleo
Enables secure chat-based interaction with PostgreSQL databases through Claude …
C 68 44 70 71 42 81
20996
webmoleai
mcp-license-audit Claim
Audit dependency licenses for compatibility issues. Flags GPL/AGPL conflicts.
C 68 33 66 N/A N/A 34 95
20997
magentic
FlowLens is an open-source MCP server that gives your coding agent (Claude Code…
C 68 43 60 68 N/A 54 90
20998
enuno
unifi-mcp-server Claim 2
An MCP server that leverages official UniFi API
C 68 43 71 37 N/A 87 81
20999
bleugreen
Linear MCP Server Claim
A high-performance HTTP service that bridges Claude Code or other MCP clients w…
C 68 44 78 71 35 77
21000
alansmodic
Connects AI assistants to Pocket Casts accounts for browsing subscriptions, rea…
C 68 33 72 N/A N/A 27 95
Showing 20951–21000 of 33537 servers
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