MCP Server Quality Scores

Independent quality analysis of 69236 public MCP servers

69236
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 13 hours, 45 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47551
piprail
PipRail Claim
A budget-bound x402 payment wallet for AI agents: it autonomously pays HTTP 402…
— ○ ⏳ — N/A N/A — — —
47552
Levi-31
Enables managing personal expenses, budgets, and financial summaries through na…
— ○ ⏳ — — — — — —
47553
ArboRithmDev
Daimon Claim
A local daemon for macOS that gives any MCP-capable AI client eyes, hands, and …
— ○ ⏳ — N/A N/A — — —
47554
chrischall
artsonia-mcp Claim
Parent/fan access to Artsonia student-art portfolios, comments, and fans (AI-bu…
— ○ ⏳ — N/A N/A — — —
47555
MaidToShelly
DorkFiMCP Claim
Enables interaction with the DorkFi lending protocol on Voi and Algorand, suppo…
— ○ ⏳ — N/A N/A — — —
47556
Bridge ACORD insurance messages to ONE OS — parse, validate, map, govern (Solve…
— ○ — N/A N/A — 81 —
47557
CynepHy6
Enables querying and managing Sentry projects, issues, and events through natur…
— ○ ⏳ — — — — — —
47558
Corlzee
Streamlined MCP server with 8 essential tools for file operations, code editing…
— ○ ⏳ — N/A N/A — — —
47559
korgmp3
glasz-mcp Claim
Fetches glasz-style spec files (product.md, tech.md, test-plan.md, and INDEX.md…
— ○ ⏳ — — — — — —
47560
mustafaTokmak
Run AI agents in VM-isolated sandboxes on your Mac.
— ○ ⏳ — N/A N/A — — —
47561
shufl9dka
Provides tools for web, image, generative search, and Wordstat keyword statisti…
— ○ ⏳ — — — — — —
47562
profitpather
Profitpather Claim
First-party unsampled Shopify analytics MCP — sessions, attribution, funnels, l…
— ○ ⏳ — — — — — —
47563
jorkal-crypto
Solana NFT market data from Magic Eden — floor prices, cheapest listings, colle…
— ○ ⏳ — — — — — —
47564
jzhao234
big-brain Claim
Enables AI assistants to read and write to a personal knowledge vault of markdo…
— ○ ⏳ — N/A N/A — — —
47565
bharathgnana
Enables AI coding tools to turn a list of links into a verified, browsable know…
— ○ ⏳ — N/A N/A — — —
47566
matteoantoci
Enables creating, reading, and modifying Google Slides presentations programmat…
— ○ ⏳ — — — — — —
47567
Lsyedibrahim
Veritas Claim
An AI-powered data investigation workspace for Product Managers, combining stru…
— ○ ⏳ — N/A N/A — — —
47568
bearded-giant
A comprehensive Model Context Protocol (MCP) server that provides complete acce…
— ○ ⏳ — — — — — —
47569
Mikerichardmail
Clarity and memory persistent workspace context manager for Claude.
— ○ ⏳ — N/A N/A — — —
47570
riisager
FullMention Claim
A secure, high-performance MCP server that gives AI models and agents (like Cur…
— ○ ⏳ — — — — — —
47571
changeflowhq
Monitor any website and get AI-enriched change intelligence via MCP. Manage sou…
— ○ ⏳ — — — — — —
47572
caliper
Occam Claim
Occam is an MCP server that discovers mathematical equations from numerical dat…
— ○ ⏳ — — — — 81 —
47573
pipeworx-io
mcp-orcid Claim
Enables querying ORCID public records, including profiles, publications, employ…
— ○ ⏳ — — — — — —
47574
pipeworx-io
mcp-dart-kr Claim
Enables AI agents to access Korea's DART financial data system for retrieving a…
— ○ ⏳ — — — — — —
47575
Dmitriusan
MCP server for extracting structured intelligence from YouTube channels and vid…
— ○ ⏳ — — — — — —
47576
AntoniovanDijck
MeshMind Claim
A single MCP server that merges three context-engineering ideas into one toolse…
— ○ ⏳ — N/A N/A — — —
47577
ericchen1972
SlimWeb-MCP Claim
Enables AI clients to manage SlimWeb/Webless e-commerce backend operations such…
— ○ ⏳ — — — — 81 —
47578
OptimaiNetwork
Enables Web3-focused web searches via the OptimAI External Search API, providin…
— ○ ⏳ — — — — — —
47579
gregorizeidler
Enables natural language queries for Porto Alegre's public transport system, in…
— ○ ⏳ — N/A N/A — — —
47580
universal-mcp
Provides a standardized interface for interacting with OpenAI's tools and servi…
— ○ ⏳ — — — — — —
47581
kd444
Enables secure read-only interactions with PostgreSQL databases through natural…
— ○ ⏳ — — — — 81 —
47582
rifaterdemsahin
mcp_poc Claim
A PDF-to-Markdown converter built with the Model-View-Controller (MVC) pattern …
— ○ ⏳ — N/A N/A — — —
47583
zueai
An MCP server that visually reviews UI edit requests by comparing screenshots b…
— ○ ⏳ — N/A N/A — 95 —
47584
shigechika
gwsadm-mcp Claim
Google Workspace security-audit MCP server — read-only visibility into account …
— ○ ⏳ — — — — — —
47585
CITROOT
daxoom Claim
Owner-verified local business data for AI agents: profiles, hours, prices, with…
— ○ ⏳ — — — — — —
47586
orchidautomation
Instantly Claim
This Model Context Protocol (MCP) server acts as a bridge between AI agents and…
— ○ ⏳ — N/A N/A — 95 —
47587
kaichen
Enables text-to-speech generation using the Groq API, supporting multiple audio…
— ○ ⏳ — — — — — —
47588
aself101
Enables creation of secure-by-default MCP servers with 5-layer validation to pr…
— ○ ⏳ — — — — — —
47589
Michael-WhiteCapData
Operate a k3s / Kubernetes cluster from your AI agent — safe-by-default MCP ser…
— ○ ⏳ — N/A N/A — — —
47590
flyfish-dev
File AI Claim
A read-only MCP server that provides document awareness for agents by parsing l…
— ○ ⏳ — N/A N/A — — —
47591
kentcdodds
Enables running a remote MCP server on Cloudflare Workers with OAuth login, all…
— ○ ⏳ — — — — — —
47592
yifanyifan897645
git-summary ⚡ Claim
Git repo intelligence: summaries, blame, changelogs, branch health, and history…
— ○ ⏳ — N/A N/A — 95 —
47593
lubo3395
MCP server for reading and writing Excel (xlsx) files using SheetJS, providing …
— ○ ⏳ — N/A N/A — — —
47594
Shubhaankar-Sharma
This Model Context Protocol (MCP) server connects to Garmin Connect and exposes…
— ○ ⏳ — — — — — —
47595
abel-castro
blog-mcp Claim
Enables creating draft posts and listing published posts on abelcastro.dev dire…
— ○ ⏳ — N/A N/A — — —
47596
hereisSwapnil
blinkit-mcp Claim
Enables Claude to automate grocery shopping on Blinkit, including product searc…
— ○ ⏳ — N/A N/A — — —
47597
jonowhyman
Bridges Motion's API with LLMs to manage tasks, projects, schedules, and more t…
— ○ ⏳ — — — — — —
47598
rhuanca
This MCP server enables audio transcription using OpenAI Whisper, supporting va…
— ○ ⏳ — — — — — —
47599
granitebps
MCP server that provides YouTube video data to AI agents, supporting search, me…
— ○ ⏳ — — — — — —
47600
elad12390
An MCP server that lets AI assistants send spoken audio notifications using hig…
— ○ ⏳ — N/A N/A — — —
Showing 47551–47600 of 69236 servers
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