MCP Server Quality Scores

Independent quality analysis of 59993 public MCP servers

59993
Discovered
29913
Scored
2112
Verified
16953
Complete

Last updated 29 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
59901
nextbillion-ai
Provides geolocation, routing, and navigation tools including geocoding, place …
59902
Infrawise
mcp-server Claim
Azure FinOps infrastructure cost optimization: idle resources, rightsizing, and…
59903
supersonicwisd1
A Multi-Agent Collaboration Protocol server that automates newsletter creation …
81
59904
supcon-international
Model Context Protocol (MCP) server for Node-RED that allows language models to…
59905
pipeworx-io
Arxiv Claim
arXiv MCP — preprint server search (free, no auth)
59906
Sunwood-ai-labs
Enables Claude to generate speech from text and express it through a 3D VRM ava…
N/A N/A
59907
imvickykumar999
Enables users to manage Telegram reminders via natural language or commands, wi…
N/A N/A
59908
NSHipster
sosumi.ai Claim
Converts Apple Developer documentation, HIG, WWDC transcripts, and external Swi…
59909
wmh
Searches job listings from Taiwanese job boards (104 and Yourator) and returns …
N/A N/A
59910
yahyayozo
Bridges LLMs to the Ceedling C unit testing framework, enabling test execution,…
N/A N/A
59911
JL-VALERO
Auditoría del gasto público peruano mediante sistemas multi-agente, Claude Code…
N/A N/A
59912
AxT-Team
Uapi Mcp Claim
Official MCP server for the uapis.cn API platform, providing over 100 endpoints…
N/A N/A
59913
WilliamQAQ0v0
Provides Baidu hot search and Bilibili trending video data for Claude and Cherr…
N/A N/A
59914
vid-factory
ConvertAgent Claim
File conversion built for AI agents. CLI, REST API, and MCP server — all sharin…
N/A N/A
59915
james-julius
Connects Claude to a Markdrop knowledge base, allowing it to search and retriev…
N/A N/A
59916
bun913
A minimal network monitoring MCP tool for Playwright browser automation. Just 5…
N/A N/A
59917
moaaz01
Query, explore, and manage SQLite databases through the Model Context Protocol.…
59918
abl030
An MCP server that gives AI agents full control over pfSense firewalls via the …
59919
jezweb
Provides access to NASA's open APIs including astronomy imagery, Mars rover pho…
59920
chanakayaa
Enables AI assistants to manage Nessus vulnerability scans, analyze results, an…
N/A N/A
59921
Krishnan-govindan
Lets AI agents natively discover and hire human experts for tasks they can't do…
N/A N/A
59922
voho
Provides atomic music-theory and MIDI tools for composing, enabling LLMs to cha…
N/A N/A
59923
AiAgentKarl
MCP server providing AI agents with access to NASA and space/astronomy data inc…
N/A N/A
59924
RishabhKodes
MCP server that enables safe, SSH-based interaction with a Pacemaker cluster, o…
N/A N/A
59925
pofky
asc-mcp Claim
An opinionated MCP server for App Store Connect that provides 13 curated tools,…
59926
varnierg
MCP server that enables AI assistants to manage Azure DevOps resources includin…
N/A N/A
59927
salwks
Multi-source academic + code + medical-regulatory trend monitoring (arXiv, PubM…
N/A N/A
59928
openclaw-ai
Create harmonious color palettes based on theory and convert colors between for…
81
59929
universal-mcp
Provides a standardized interface for interacting with SharePoint tools and ser…
59930
statikfintechllc
A lightweight HTTP module that enables scraping visible text from any publicly …
N/A N/A 95
59931
zhangtian-123
Codex Memory Claim
Local Markdown-backed memory tools for Codex and other MCP-capable agents. Expo…
N/A N/A
59932
adamzacharia
An MCP server providing tools to query gravitational wave data from GraceDB and…
N/A N/A
59933
harshit-stas
browserbase Claim
N/A N/A 95
59934
felixkwasisarpong
Incident Triage MCP is a Model Context Protocol (MCP) server for incident triag…
59935
McCullonas
MCP server for querying Dutch railway data via the NS API, with planned tools f…
N/A N/A
59936
mstanton
Provides a secure gRPC transport layer for the Model Context Protocol (MCP) wit…
59937
nzrsky
Provides structured access to Xcode development tools including xcrun, xcodebui…
N/A N/A
59938
SomnathRoyTR
MCP server for downloading images from Figma designs using access tokens. Suppo…
N/A N/A
59939
dennisdevulder
ltm Claim
Portable memory protocol for AI coding sessions. Push the state of a session (g…
N/A N/A 95
59940
pipeworx-io
mcp-ocrspace Claim
OCR.space MCP server that enables image and PDF text extraction via the OCR.spa…
59941
Context3D
Enables AI-powered 3D model generation from text and images with PBR textures, …
59942
Agentberg
agentberg Claim
Agent-to-agent trading intelligence exchange. Publish findings, vote on quality…
59943
nikos.workflow
demo-002 Claim
N/A N/A 95
59944
ThySummer14
mcp-fusion Claim
Multi-model fusion analysis tool that sends queries to multiple AI models in pa…
59945
glsoltec
Integrates Claude with ERPNext v16, enabling CRUD operations, queries, and meth…
59946
ks6573
Enables Claude Desktop to monitor and control your computer system with 90+ rea…
N/A N/A
59947
timetoady
my-voice-mcp Claim
A local-first MCP server that builds compact voice profiles from writing sample…
59948
sancovp
SEED MCP Claim
SEED provides a unified interface to compound AI systems, coordinating between …
N/A N/A
59949
MumuTW
An active, stateful software knowledge graph engine that serves as an 'all-know…
N/A N/A 95
59950
bfeeny
Enables Claude to read, write, search, and manage Apple Notes on macOS via Appl…
N/A N/A
Showing 59901–59950 of 59993 servers