MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 27 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
43351
romiluz13
EmbeDocs-MCP Claim
Enables AI assistants to access up-to-date documentation by indexing GitHub rep…
N/A N/A
43352
fazalrshah
Enables AI agents to autonomously check, diagnose, and recover Dockerized servi…
N/A N/A
43353
attamari
Fetches web content and returns relevant chunks using RAG with semantic chunkin…
N/A N/A
43354
yvesdeniz
shd-music Claim
Enables searching and ripping high-quality audio from Deezer using an ARL cooki…
N/A N/A
43355
pipeworx-io
mcp-odds-api Claim
Enables fetching sportsbook odds, live scores, and event information across 70+…
81
43356
universal-mcp
neon Claim
Provides a standardized interface for interacting with Neon's tools and service…
43357
re-rank-offical
Integrates the Korean government's KRDS design system with AI assistants, enabl…
N/A N/A
43358
ouzlifaneyassine1-dot
onyx MCP Claim
Local MCP server that gives AI agents 44 engine tools to build, run, and debug …
N/A N/A
43359
nvdigitalsolutions
Enables chatting with PostgreSQL databases through natural language, with GitHu…
43360
stfc
Provides k-point generation tools for Quantum ESPRESSO, enabling estimation of …
N/A N/A
43361 N/A N/A 95
43362
pipeworx-io
Access City of Greenwood, Indiana open geospatial data including parcels, zonin…
43363 81
43364
jamesfiltness
An MCP server for forward geocoding via the Nominatim API (OpenStreetMap) with …
43365
overtimepog
Canvas MCP Claim
MCP server for Canvas LMS that exposes courses, assignments, modules, pages, fi…
N/A N/A
43366
diegofornalha
An MCP server that integrates Turso databases with LLMs, supporting organizatio…
N/A N/A
43367
Coaspe
SAP ABAP MCP Claim
Develop, test, analyze, and operate SAP ABAP systems through ADT from AI coding…
N/A N/A
43368
jungchihoon
A Model Context Protocol server that provides 29 Git operations and advanced wo…
N/A N/A 95
43369
Uptrack-App
uptrack-mcp Claim
MCP server for Uptrack uptime monitoring. Manage monitors and incidents from AI…
43370
jacob-bd
Enables AI agents and users to query Perplexity AI's premium models (GPT-5.4, C…
N/A N/A
43371
hzq510473048
cocos_mcp Claim
Enables AI assistants to control Cocos Creator game development directly within…
N/A N/A
43372
hughedward
Provides complete browser automation capabilities for AI agents via 44 tools, i…
N/A N/A
43373
FileXego
A Playwright-powered MCP server for browser automation using ARIA snapshots and…
N/A N/A
43374
junter1989k-ai
Korea POPBiLL e-tax-invoice: AI agents issue, query & transmit e-invoices, stat…
43375
sporty303
Enables AI agents to capture screenshots and generate PDFs from URLs or HTML vi…
43376
qingshanyuluo
Provides tools to search, query, and visualize Prometheus metrics, returning re…
43377
forgemeshlabs
x402 Ads MCP Claim
x402 Ads lets AI agents buy and verify ad placements with per-request USDC paym…
43378
FreakTwisted666
Enables interactive element inspection on any website, allowing users to click …
N/A N/A
43379
BACH-AI-Tools
Provides tools to access Twitter data including tweets, user profiles, communit…
43380
andreibesleaga
ocm-sdk-mcp Claim
Enables AI assistants to interact with the Open Charge Map API, allowing explor…
43381
d3lanight
Your portable context layer — load it into any AI.
43382
bradypp
Godot MCP Claim
A Model Context Protocol server that enables AI assistants to manage Godot proj…
N/A N/A
43383
gerardodellan
A Model Context Protocol server that provides multimodal vision tools such as i…
43384
hesreallyhim
Enables interaction with Proton Pass via CLI operations, including vault and it…
N/A N/A
43385
gui-wf
Provides AI assistants with access to PurelyMail's email management API, enabli…
43386
mutonby
Aikount MCP Claim
MCP server for Spanish accounting for freelancers and SMEs, enabling AI agents …
43387
KarthikatLilly
An AI-native incident response server that exposes diagnostic tools (system sta…
N/A N/A
43388
sacahan
Enables YouTube video search and audio download via web scraping, requiring no …
43389
WEEZZ-admin
sonic-pi-mcp Claim
Enables control of a local Sonic Pi runtime to run code, stop jobs, read events…
N/A N/A
43390
alopez3006
snipara-mcp Claim
Lightweight MCP connector that provides persistent project memory and context o…
43391
lexsocket
Enables search and analysis of European public procurement tenders, including E…
43392
temway
Let your AI assistant design beautiful emails & layouts — in your Temway worksp…
43393
tt-a1i
Long-term memory for AI coding assistants. Remembers context once and recalls i…
43394
RingoTC
MCP-pptr Claim
Provides browser automation and DevTools capabilities via Puppeteer, with Docke…
N/A N/A
43395
ChronoAIProject
Ornn Claim
Your all-in-one skills-as-a-service platform to manage your skills, auto-genera…
N/A N/A
43396
rookietopred02-gif
An MCP server for controlling Adobe Photoshop from AI assistants, with Windows-…
N/A N/A
43397
jeandbonicel
A production-ready boilerplate for creating Model Context Protocol servers. Pro…
43398
andtmal
UpworkBridge Claim
A Model Context Protocol (MCP) server that connects AI coding assistants and ag…
43399
KasperHonore
Foam-Agent Claim
Automates OpenFOAM CFD simulations via MCP, enabling AI agents to mesh, run, an…
N/A N/A
43400
evilUrge
puterMCP Claim
MCP server that bridges LLM environments with Puter's free image generation API…
N/A N/A
Showing 43351–43400 of 67197 servers
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