MCP Server Quality Scores

Independent quality analysis of 57160 public MCP servers

57160
Discovered
29794
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 13 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
55901
UNTAG-LAB
litejira-mcp Claim
A client-side MCP server that enables AI assistants to interact with the LiteJi…
55902
frontendRicky
PingCode MCP Claim
Enables natural language reading and management of PingCode project work items …
55903
horizondatawave
Find and research people across LinkedIn, Instagram, and the open web. Search w…
N/A N/A 95
55904
confident-ai
Confident AI Claim
Connects AI-powered tools to the Confident AI platform for evaluating, observin…
55905
doohinkus
Enables LLMs to read, search, and send emails through Yahoo Mail using secure O…
N/A N/A
55906
HaiNick
Remote MCP server for web scraping with anti-bot evasion. Provides stealth HTTP…
55907
cognis-digital
Runtime agent firewall for PII redaction, rate limits, and policy enforcement, …
N/A N/A
55908
cognis-digital
aegis Claim
MCP server for auditing AI agent permissions and access by scanning for the tri…
N/A N/A
55909
Xvvln
PDF Reader Claim
MCP server for extracting text, images, tables, links, annotations, and metadat…
N/A N/A
55910
cognis-digital
skillhub Claim
Enables AI agents to scan codebases for TODO/FIXME/XXX patterns and get priorit…
N/A N/A
55911
randomchips
random-agent Claim
Enables multi-worker autonomous agent orchestration: decompose complex tasks, r…
N/A N/A
55912
fzlzjerry
A read-only MCP server exposing Polymarket's public prediction-market data. Sea…
55913
joinmassive
Gives AI agents real-time web access with JS rendering, captcha solving, and ge…
55914
Pedro-Roger
upsprint-mcp Claim
Enables AI models to interact with the Upsprints API for managing users, compan…
N/A N/A
55915
gabcoyne
An MCP server that converts Apache Airflow DAGs into Prefect flows. It provides…
N/A N/A
55916
dreamrec
TDPilot Claim
An MCP server for TouchDesigner that lets AI agents inspect, build, wire, optim…
N/A N/A
55917
souravch
Enables AI-controlled management of Apache Beam data pipelines across different…
55918
As-The-Geek-Learns
Repurpose content into Twitter threads, LinkedIn posts, Substack notes, email, …
N/A N/A 83
55919
pipeworx-io
Enables queries about global taxonomic data, including scientific name matching…
55920
Almega Claim 1
The immutable delegation frame for AI agents: gate any sensitive action, human-…
N/A N/A 61
55921
prashantaxapta
An MCP server that delivers various joke types (Chuck Norris, Dad jokes, etc.) …
N/A N/A 95
55922
meimakes
Enables AI assistants to interact with your personal Amazon cart through browse…
N/A N/A
55923
clauxel
A paid remote MCP for OpenAI Codex agent coordination MCP, built to return verd…
55924
DoubleH10
zatca-mcp Claim
An AI-native MCP server for Saudi e-invoicing that generates ZATCA-compliant in…
55925
dsvantien
A Model Context Protocol (MCP) server providing access to NetSuite data through…
N/A N/A
55926
myaitoken
myai-mcp Claim
Decentralized AI inference on Base: OpenAI-compatible chat via community GPUs, …
N/A N/A
55927
FYTJ
An MCP server that exposes LLDB debugging capabilities, enabling AI-assisted in…
N/A N/A
55928
pathrule
mcp Claim
AI coding context for Claude Code, Cursor, and Codex. Path-scoped team memories…
55929
elgatosf
Bridges AI assistants with Elgato apps via IPC, enabling dynamic tool discovery…
N/A N/A
55930
SShadowS
MCP server for AL Object ID management in Microsoft Dynamics 365 Business Centr…
N/A N/A
55931
Vee3io
Vee3 Claim
Vee3 connects coding agents to a hosted catalog of live data and action tools t…
55932
vahagn-madatyan
MCP server for managing Juniper Mist networks with AI assistants. Monitor, trou…
55933
yashkapoor43-gif
drishti Claim
Indian media intelligence — bilingual sentiment, Tier 1 credibility, story clus…
55934
iamseyhmus7
Analyzes software projects to extract architecture, build dependency graphs, an…
N/A N/A
55935
rexchoppers
tractive-mcp Claim
Enables AI assistants to query your pet's location, tracker status, position hi…
55936
NoBanks
MCP server for Housecall Pro, providing 5 tools for AI agents to register custo…
55937
JumenEngels
Enables interaction with SAP Analytics Cloud through an MCP server, exposing 90…
N/A N/A
55938
JoyciAkira
Memento Claim
Memento is a local-first, open-source MCP middleware that gives AI agents persi…
N/A N/A
55939
Ranch-Hand-Robotics
A Model Context Protocol server for ROS 2, enabling AI assistants to introspect…
N/A N/A
55940
fhyxz1
A unified MCP server for scaffolding project structures across multiple framewo…
N/A N/A
55941
holiday-forever
Show holiday photos from Vercel Blob inline in Claude chats.
55942
buvaneswaraneb
A secure, read-only MCP server that empowers Claude Desktop and AI agents to sa…
N/A N/A
55943
monostate
Helps corporate HR teams airdrop Solana tokens to employees with support for ro…
81
55944
shadsidd
A WebSocket-based MCP server for OWASP ZAP security scanning, enabling real-tim…
N/A N/A
55945 N/A N/A 95
55946
MushroomFleet
Transforms markdown documents into immersive 3D visualizations using semantic a…
N/A N/A
55947
clarsbyte
WashedMCP Claim
Token-optimized semantic code search with automatic context expansion for AI co…
N/A N/A
55948
tomekkorbak
Enables LLMs to provide voice status updates via OpenAI TTS, ideal for backgrou…
N/A N/A
55949
mohamedgb00714
AI-powered project planning tools for Autoplans.dev with 14+ MCP tools
N/A N/A 83
55950
welyfun
A proxy MCP server for Tavily search and extract APIs with support for multiple…
N/A N/A
Showing 55901–55950 of 57160 servers