MCP Server Quality Scores

Independent quality analysis of 69419 public MCP servers

69419
Discovered
→
34036
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 29 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
36651
mechatronic-solutions-llc
WeatherForensics is a Data as a Service (DaaS) that provides comprehensive hist…
— ○ ⏳ — N/A N/A — 95 —
36652
akshay-rajan
selagent Claim
A Selenium-based MCP server that exposes browser automation tools for navigatio…
— ○ ⏳ — N/A N/A — — —
36653
jsamuel1
An MCP server for programmatically editing Jupyter notebooks, offering 29 tools…
— ○ ⏳ — N/A N/A — — —
36654
pipeworx-io
mcp-climatiq Claim
Climatiq MCP server that calculates carbon footprints using emission factors, e…
— ○ ⏳ — — — — — —
36655
kriscendobot
minion.town Claim
A toy MCP server demonstrating OAuth 2.1 scoped authorization with three tools …
— ○ ⏳ — — — — — —
36656
FSHolmberg
Compare flashcard apps, spatial memory science, and aphantasia learning guides.
— ○ ⏳ — N/A N/A — 95 —
36657
Balakonda-reddy
Local MCP server that scans code for security issues (secrets, dependencies, co…
— ○ ⏳ — N/A N/A — 95 —
36658
LKCY23
A FastMCP server that provides weather-related tools using the QWeather API, en…
— ○ ⏳ — — — — — —
36659
Overtorment
Enables remote desktop control with screen capture and mouse/keyboard simulatio…
— ○ ⏳ — N/A N/A — — —
36660
Paipai112
image2-mcp Claim
MCP server for the company image2 text-to-image API, enabling AI tools to gener…
— ○ ⏳ — — — — — —
36661
rmdes
micropub-mcp Claim
Enables AI agents to create, update, delete, and query posts on any Micropub-co…
— ○ ⏳ — N/A N/A — — —
36662
sjgant80-hub
Exposes foldkit's 7-prime spine, 7 κ-bands, and 6 fold operations as MCP tools …
— ○ ⏳ — N/A N/A — — —
36663
solidlime
MemoryMCP Claim
A persistent memory MCP server specialized for Japanese, featuring hybrid searc…
— ○ ⏳ — N/A N/A — — —
36664
dcazman
Self-hosted MCP server giving Claude persistent memory via entities, observatio…
— ○ ⏳ — — — — — —
36665
boisvertmath
An intelligent Model Context Protocol server that enhances GitHub Copilot with …
— ○ ⏳ — N/A N/A — 95 —
36666
AVS845
An MCP server that captures screenshots of URLs or local app windows and analyz…
— ○ ⏳ — N/A N/A — — —
36667
dineshs99
bear-mcp Claim
An MCP server that gives AI assistants read and write access to Bear notes on m…
— ○ ⏳ — N/A N/A — — —
36668
Sumvia
A stateless MCP server that provides an end_conversation tool for AI to leave a…
— ○ ⏳ — — — — — —
36669
kentaroajisaka
Provides access to Japanese corporate-led childcare regulations, laws, guidelin…
— ○ ⏳ — — — — — —
36670
sjgant80-hub
MCP server for foldkit that exposes 7-prime spine, 7 κ-bands, and 6 fold operat…
— ○ ⏳ — N/A N/A — — —
36671
manzoor-source
Connects AI agents to Teradata databases for querying, analysis, administration…
— ○ ⏳ — — — — — —
36672
shaurya-afk
unbiased Claim
Reads your GitHub profile and provides developer context (stack, projects, expe…
— ○ ⏳ — — — — — —
36673
jakeb-grant
Provides AI agents with D3.js API documentation and example code from d3js.org …
— ○ ⏳ — N/A N/A — — —
36674
Anshuman-Gaur-AI-Builder
This MCP server enables AI-assisted professional profile generation by connecti…
— ○ ⏳ — N/A N/A — — —
36675
qingleiw
Enables AI agents to list, search, read, and append to Markdown notes through M…
— ○ ⏳ — N/A N/A — — —
36676
szimmer24-kx1h
154 governed tools: healthcare, finance, real estate, C-suite. Ed25519-signed. …
— ○ ⏳ — N/A N/A — — —
36677
lin-penglin
Lets Claude run validated, auditable HEOR analyses (cohort construction, outcom…
— ○ ⏳ — N/A N/A — — —
36678
prakashsanker
Enables complex travel planning by integrating flight and hotel search via Book…
— ○ ⏳ — — — — — —
36679
lstpsche
MCP server that provides 22 tools to manage Apidog API documentation, including…
— ○ ⏳ — — — — — —
36680
dbbuilder-org
px-pipe-mcp Claim
Renders large text blobs as dense PNG image pages via pxpipe, enabling vision m…
— ○ ⏳ — N/A N/A — — —
36681
loldwyer
Connects AI assistants to Big Red Cloud accounting data, enabling read-only loo…
— ○ ⏳ — — — — — —
36682
pabloweyne
Enables interaction with WhatsApp through the Uazapi API, allowing users to sen…
— ○ ⏳ — — — — 81 —
36683
aliildan
Enables searching Austria's largest classifieds marketplace (willhaben.at) for …
— ○ ⏳ — — — — — —
36684
chestnutforty
Provides backtesting-compliant financial data including company financials, his…
— ○ ⏳ — — — — 81 —
36685
MCPForgeHQ
notion-mcp Claim
MCP server for the Notion API with tools for managing pages, databases, content…
— ○ ⏳ — — — — — —
36686
Ucode-io
An MCP server generated from Postman API requests, enabling natural language in…
— ○ ⏳ — N/A N/A — — —
36687
rrizwan98
A remote MCP server that provides a complete digital-marketing employee with 45…
— ○ ⏳ — — — — — —
36688
ArturSkowronski
minipainter Claim
Local-first miniature-paint inventory and cross-brand color matching for AI age…
— ○ ⏳ — N/A N/A — — —
36689
Prakshal-Jain
agent-bridge Claim
A local MCP relay that enables two or more MCP-speaking agent CLIs to communica…
— ○ ⏳ — N/A N/A — — —
36690
numbererikson
shinobi Claim
Task spine + searched dead-ends + mobile approvals for AI coding agents — one s…
— ○ ⏳ — — — — — —
36691
kajolchawla98
A lightweight MCP-style server integrating Google Docs and Gmail, enabling AI t…
— ○ ⏳ — N/A N/A — — —
36692
OzgunTurkmen
youtube-mcp Claim
Extracts and processes YouTube video content including transcripts, metadata, c…
— ○ ⏳ — N/A N/A — — —
36693
sjgant80-hub
MCP server for foldkit, exposing 7-prime spine, 7 κ-bands, and 6 fold operation…
— ○ ⏳ — N/A N/A — — —
36694
h19overflow
polycode Claim
MCP server providing 13 tools to control opencode, Gemini CLI, and Qwen Code AI…
— ○ ⏳ — N/A N/A — — —
36695
gerardodellan
A Model Context Protocol server that provides multimodal vision tools such as i…
— ○ ⏳ — — — — — —
36696
bluestemso
Provides full access to the Coda API v1, enabling AI agents to interact with Co…
— ○ ⏳ — — — — — —
36697
tylergibbs1
tokenomics Claim
Provides live LLM pricing data from OpenRouter, enabling agents to search model…
— ○ ⏳ — — — — — —
36698
Swarmwage
swarmwage Claim
Agent hiring protocol on x402: discover specialized agents, hire them in one ca…
— ○ ⏳ — — — — — —
36699
GabrielAmz
WebAnatomy Claim
Help your AI improve landing pages, grounded in 3,500+ scored sections and 500 …
— ○ ⏳ — — — — — —
36700
warpfreight
Book real LTL/FTL/van/box-truck freight through the Warp network. 20 tools, in-…
— ○ ⏳ — — — — — —
Showing 36651–36700 of 69419 servers
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