MCP Server Quality Scores

Independent quality analysis of 68965 public MCP servers

68965
Discovered
→
33703
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
66651
bakhtarimohammad
MCP server to manage Hamravesh (Darkube) apps via the console's internal API, s…
— ○ ⏳ — — — — 81 —
66652
monet88
mcp-chrome Claim
— ○ ⏳ — N/A N/A — 95 —
66653
402signalhq
402signal Claim
Checks and validates live x402 payment routes across Base, Solana and Algorand.
— ○ ⏳ — — — — — —
66654
Nobrega-Medtech
Provides over 300 medical calculator tools for AI assistants, supporting eviden…
— ○ ⏳ — — — — — —
66655
jun7680
Enables AI agents to manage Kakao Moment advertisements (Kakao's advertising pl…
— ○ ⏳ — N/A N/A — — —
66656
Elraian
mcpvault Claim
Local, encrypted credential vault for AI agents that enables secure multi-accou…
— ○ ⏳ — N/A N/A — — —
66657
so2liu
Enables spawning, interacting with, and capturing screen output from terminal-b…
— ○ ⏳ — N/A N/A — — —
66658
LukasHaas
Flighty MCP Claim
Enables AI assistants to access and manage your Flighty flight data directly fr…
— ○ ⏳ — N/A N/A — — —
66659
luckyxpw
Enables access to the CSMAR financial database via MCP, providing tools for que…
— ○ ⏳ — — — — — —
66660
whitelabel-dev
Exposes file, shell, git, and memory tools from a host Mac to remote Claude cli…
— ○ ⏳ — N/A N/A — — —
66661
saichintamani
An MCP server that exposes certifications, projects, and an AI engineering lear…
— ○ ⏳ — N/A N/A — — —
66662
Ahad690
Self-hosted MCP server for app market intelligence, enabling tools to query app…
— ○ ⏳ — — — — — —
66663
johnbreau
Enables users to search, list, and read notes in an Obsidian vault via a CLI or…
— ○ ⏳ — N/A N/A — — —
66664
defrex
Provides database schema management, query execution, and schema introspection …
— ○ ⏳ — N/A N/A — — —
66665
jdlongmire
Canvas-MCP Claim
Render hierarchical system diagrams as PNGs from YAML definitions using a four-…
— ○ ⏳ — N/A N/A — — —
66666
cap5192
mcpmeraki Claim
— ○ ⏳ — N/A N/A — 95 —
66667
skrul
Enables AI assistants to control Pro Tools via the PTSL gRPC API, providing ses…
— ○ ⏳ — N/A N/A — — —
66668
adamdude828
Provides a secure MCP interface to execute commands inside Docker Compose servi…
— ○ ⏳ — — — — 81 —
66669
evergreen-ci
MCP server for MongoDB's Evergreen CI/CD platform, enabling AI assistants to ma…
— ○ ⏳ — — — — — —
66670
angrysky56
Provides Prolog logic programming integration for Claude via a Docker SWISH con…
— ○ ⏳ — N/A N/A — 95 —
66671
miraculix95
Enables semantic search over per-video summaries from curated AI/coding YouTube…
— ○ ⏳ — — — — — —
66672
justguy
ct-mcp Claim
Nine deterministic MCP tools that make LLM answers prove themselves before you …
— ○ ⏳ — — — — — —
66673
rfbatista
MCP server for managing product documentation as markdown files. Supports creat…
— ○ ⏳ — N/A N/A — — —
66674
JoshuaSP
An MCP server for monitoring and managing training jobs on Modal. Built for LLM…
— ○ ⏳ — — — — — —
66675
kargnas
Local MCP bridge that exposes the ChatGPT Figma connector to OpenCode without l…
— ○ ⏳ — N/A N/A — — —
66676
pdfops
pdfops-mcp Claim
Deterministic PDF tools for AI agents: inspect fields, fill forms, merge PDFs, …
— ○ ⏳ — N/A N/A — — —
66677
slavpilus
Enables customer support across e-commerce platforms by providing order managem…
— ○ ⏳ — — — — — —
66678
MdMizanurVU
Enables users to interact with professional digital twin data via Claude Deskto…
— ○ ⏳ — N/A N/A — — —
66679
lvncer
VRMCP Claim
Enables AI to control 3D VRM models via natural language, supporting expression…
— ○ ⏳ — N/A N/A — — —
66680
Vektor-Memory
Via Claim
Enables routing context and execution across AI tools like Claude, Cursor, Wind…
— ○ ⏳ — N/A N/A — — —
66681
qodevai
A Model Context Protocol server for GitLab integration, enabling AI assistants …
— ○ ⏳ — — — — — —
66682
Play-New
Enables querying a comprehensive data lake of Italian civic open data, returnin…
— ○ ⏳ — — — — — —
66683
thebeastagi
Enables AI agents to interact with the Casper Network through six tools includi…
— ○ ⏳ — N/A N/A — — —
66684
ChipBaskets
Provides six tools for LLM infrastructure: model recommendation, availability c…
— ○ ⏳ — — — — — —
66685
nextbillion-ai
Provides geolocation, routing, and navigation tools including geocoding, place …
— ○ ⏳ — — — — — —
66686
mholzinger
Enables natural language admin tasks for GitHub Enterprise Cloud, like listing …
— ○ ⏳ — — — — — —
66687
Eyalm321
MCP server for Originality.ai that provides tools for AI detection, plagiarism …
— ○ ⏳ — — — — — —
66688
wyre-technology
A focused MCP server for Salesforce CRM that exposes read/write access to stand…
— ○ ⏳ — — — — — —
66689
kkroekerMTB
Lightweight Node MCP server that enables querying Tally product and category da…
— ○ ⏳ — — — — — —
66690
DerWolk
mcp-infra Claim
An MCP server that provides tools for filesystem, database, web, system, and sh…
— ○ ⏳ — N/A N/A — — —
66691
landedjobs
Search AI-native jobs, prepare applications, and study for interviews — from an…
— ○ ⏳ — — — — — —
66692
mgarlabx
mcp_smithery Claim
— ○ ⏳ — N/A N/A — 95 —
66693
adocal
Return any inbound message duplicated to enhance message processing workflows. …
— ○ ⏳ — N/A N/A — 95 —
66694
jaglanumangdeep
Allows deploying a remote MCP server on Cloudflare Workers without authenticati…
— ○ ⏳ — — — — — —
66695
RevivrStudios
SpatialLens Claim
Parses USD/USDZ/USDA files into structured JSON for AI agents, enabling scene g…
— ○ ⏳ — N/A N/A — — —
66696
lucasbrito-wdt
An MCP server for advanced web scraping with automatic JavaScript rendering sup…
— ○ ⏳ — N/A N/A — — —
66697
alexalok
Provides currency conversion using the Wise API, supporting real-time and histo…
— ○ ⏳ — N/A N/A — — —
66698
amslimaa
Enables management of Unity Catalog resources (catalogs, schemas, tables) and e…
— ○ ⏳ — — — — — —
66699
magi8101
MCPy Claim
A next-generation Minecraft server engine built with Python and Cython, aiming …
— ○ ⏳ — — — — 81 —
66700
junter1989k-ai
Turkey payments for AI agents — Turkish cards / taksit via iyzico. Never holds …
— ○ ⏳ — — — — — —
Showing 66651–66700 of 68965 servers