MCP Server Quality Scores

Independent quality analysis of 45235 public MCP servers

45235
Discovered
29503
Scored
2112
Verified
16952
Complete

Last updated 1 hour ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44701
SFLuv
sfluv-mcp Claim
MCP server for SFLUV that exposes workflows, votes, and wallet data to AI agent…
44702
lakshyamehta03
MCP server for the Internet Archive's Wayback Machine. Search archived snapshot…
44703
cyanheads
MET Museum collection via MCP — 500K+ artworks, metadata, provenance, open-acce…
69
44704
rash Claim 1
Transpile Rust code to POSIX-compliant shell scripts with formal correctness gu…
N/A N/A 81
44705
ellenfel
A basic Python implementation of a Model Context Protocol server for educationa…
44706
umuterdal
Blindspot is a local, general-purpose context engine for AI coding agents. It h…
N/A N/A
44707
dgtalquantumleap-ai
WhatsApp booking, staff coordination, and invoice recovery for services.
N/A N/A 81
44708
tuskermanshu
vue-mcp-next Claim
Enables real-time debugging and state manipulation of Vue.js applications throu…
N/A N/A
44709
Cogniledger
Public MCP server for Makuri, an EU-compliant AI tutoring platform for immigran…
44710
rashidazarang
100-tool browser automation for AI agents via Chrome extension. Screenshots, DO…
N/A N/A 95
44711
charlesrapp
pruna Claim
Ultra-fast image generation, editing, upscaling, and video generation via Pruna…
N/A N/A
44712
funcion90
Enables interaction with Notion workspaces through the Notion API with health m…
N/A N/A 95
44713
kristianedlund
Connects AI assistants to the Hardcover book library, enabling natural language…
44714
ubidots
Enables MCP clients to interact with the Ubidots IoT platform for managing IoT …
N/A N/A
44715
qirabot
@qirabot/mcp Claim
Enables AI assistants to control mobile and desktop devices with natural langua…
44716
rambov1
SEC EDGAR crypto filing radar MCP with x402-paid Base USDC data URLs.
44717
waqarkaleemkhan
decisions Claim
Verified US tax and money decision tools: verdict plus a pre-filled deep link t…
44718
daveosterjr
Enables AI assistants to create, design, and send physical postcards directly t…
81
44719
rafael-castelo
Enables image processing tasks such as resizing, compressing, converting format…
N/A N/A
44720
weidafeng
StepFunMCP Claim
Integrates StepFun API to enable calling text, vision, image generation, and sp…
44721
ywatanabe1989
A local CrossRef database MCP server enabling full-text search across 167M+ sch…
44722
gabrielekarra
A smart bridge that aggregates multiple MCP servers under a single interface, p…
N/A N/A
44723
ronamosa
Enables AI agents to send, read, search, and organize emails via ProtonMail usi…
44724
Elraian
mcpvault Claim
Local, encrypted credential vault for AI agents that enables secure multi-accou…
N/A N/A
44725
nweii
Self-hosted MCP server that provides remote AI clients with read and write acce…
44726
alii13
Enables AI agents to perform conversational accessibility testing with actionab…
N/A N/A
44727
Kymylyy
Enables programmatic access to Fitatu nutrition tracking via MCP tools for logi…
44728
matt-harding
mcp-server Claim
AI-powered household inventory — query everything you own via natural language
N/A N/A 95
44729
@itorisaias
Demonstrate and validate the Model Context Protocol server implementation with …
81
44730
opensensor
Enables AI assistants to interact with Netflix Conductor Workflow Engine for tr…
81
44731
Sealjay
mcp-signal Claim
Local Signal MCP server: read via Signal Desktop, send via signal-cli
N/A N/A
44732
leowan7
Wet-lab triage for AI binder-design agents. Yeast display, mammalian display, D…
44733
InfoseekAI
Find the lowest direct and 3P price for your hotel. Contact us for an API key a…
81
44734
win8428
Enables cold email marketing automation with campaign management, lead tracking…
44735
HrRodan
A sandboxed, agentic workspace providing secure filesystem, bash, and uv-powere…
N/A N/A 81
44736
hyperwhisper-app
Enables Cursor, Claude, and other MCP agents to interact with the HyperWhisper …
N/A N/A
44737
supin-kim-ilevit-com
GDS MCP Claim
Exposes Levit design system (GDS) metadata to AI coding tools, enabling queries…
N/A N/A
44738
hwang-yh-cto
space-ocr Claim
Multilingual structured OCR with verified per-character bboxes for AI agents.
N/A N/A
44739
commercelayer
Enables AI agents to query commerce metrics data such as orders, carts, and ret…
44740
howardpen9
Enables AI agents to communicate and coordinate across tmux panes, allowing the…
N/A N/A
44741
FreeGuy-AI
A verified dependency-audit verdict any AI agent can call over MCP, not a raw s…
N/A N/A
44742
redf0x1
An enhanced Model Context Protocol filesystem server that fixes common limitati…
N/A N/A
44743
WIndFate
An AI-powered MCP server for analyzing Japanese legal contracts and identifying…
44744
IAGeneration
Swagger MCP Claim
Dynamically generates MCP tools from Swagger/OpenAPI specifications by extracti…
81
44745
MDMagic-MCP
Use your own Word templates to convert Markdown → DOCX/PDF/HTML from any MCP-co…
44746
kimnerd-dev
Enable seamless integration of Notion data with your LLM applications by exposi…
N/A N/A 95
44747
bookknhp
Enables AI to view and manage e-commerce data such as products, orders, and cou…
N/A N/A
44748
beee003
axonn-mcp Claim
MCP server for Axonn, enabling access to US energy regulatory filings, real-tim…
44749
NimbleBrainInc
Enables comprehensive issue tracking and project management through Linear's Gr…
81
44750
blacksmithers
VaultForge Claim
An MCP server for Obsidian that enables canvas creation with auto-layout, BM25-…
N/A N/A
Showing 44701–44750 of 45235 servers
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