web
Conventions for the FastAPI web dashboard
Install / Use
npx skills add thearnavrustagi/marketmenowInstalls into whichever agent you are using.
Cursor Rules
Cursor IDE rules (v2)
Quality Score
Category
Development & EngineeringSupported Platforms
Tags
Our assessment of web
web scores 49/100 on our quality scale, 4261st of 4,595 Development & Engineering skills we index.
Its Cursor Rules is 1.9 KB long, split into 6 sections and no code examples: moderately detailed.
It has no GitHub stars yet, so there is no community track record; judge it on its content.
Maintenance, license and trust
- The repository was last updated about 6 months ago. That is recent enough to be usable, but agent tooling moves fast, so check the instructions against your agent's current version.
- Our last check on 2026-10-18 found the source still online.
- No license is declared. By default that means all rights are reserved: you can read it, but reusing or redistributing it is not clearly permitted. Ask the author before building on it commercially.
- Its trust signals score 74/100, with 3 cautions from licensing, adoption, age or documentation. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.
Safety scan
No issues foundOur scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful.
AI review by kimi-k2.7-code on 2026-09-24. Automated pattern scan on 2026-09-24. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.
web compared with similar skills
All 4 of these similar skills score higher than web; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| web (this skill)by thearnavrustagi | 49 | 0 | 6mo ago | Cursor Rules |
| taste-skillby Leonxlnx | 100 | 101.6k | 3d ago | CLAUDE.md |
| Agent-Reachby Panniantong | 100 | 101.3k | today | CLAUDE.md |
| headroomby headroomlabs-ai | 100 | 77.6k | 1d ago | CLAUDE.md |
| ai-job-searchby ai-job-search-dev | 100 | 64.0k | 2d ago | CLAUDE.md |
Frequently asked questions
- How do I install web?
- Run
npx skills add thearnavrustagi/marketmenow. The install tabs above show the steps for each supported agent. - Which AI agents does web work with?
- It is written for Cursor, as a Cursor Rules file. Other agents that read the same format can often use it too.
- Is web safe to use?
- Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful. It declares no license and scores 74/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is web still maintained?
- The repository was last updated about 6 months ago. That is recent enough to be usable, but agent tooling moves fast, so check the instructions against your agent's current version.
Skill content
View source on GitHubdescription: Conventions for the FastAPI web dashboard globs: src/web/** alwaysApply: false
Web Dashboard Rules
Architecture
The web app spawns mmn CLI commands as subprocesses — it does not call the
Python pipeline directly. cli_runner.py handles subprocess execution and
progress parsing. Real-time updates flow through EventHub → WebSocket.
Adapter CLIs are mounted as hidden groups in marketmenow/cli.py
(hidden=True). They don't appear in mmn --help but remain callable by the
web frontend. New workflows (like reddit-launch) use mmn run <name> directly.
Key Modules
app.py— FastAPI app with lifespan (DB pool + queue worker), WebSocket at/ws/content/{item_id}, route registration, static/output mounts.cli_runner.py—run_cli()andrun_cli_streaming(). DefinesPLATFORM_META(JSON params) andBUILDERS(command constructors). Progress parsed via regex.queue_worker.py—run_queue_loop()background task. Polls DB queue, checks per-platform rate limits, callsrun_cli_streamingfor each job.events.py—EventHubpub/sub per content-item UUID.ProgressEventtypes:phase,progress,wait,log,stderr,done,error.db.py— asyncpg pool, all DB operations (content, queue, rate limits, post log).
Patterns
- Routes live in
routes/as separateAPIRouterinstances. - Templates are Jinja2 in
templates/. - Static assets in
static/(CSS, JS). - Generated output mounted at
/outputfromsettings.output_dir.
Adding a Platform to the Dashboard
- Add an entry to
PLATFORM_METAincli_runner.py(label, modality, params). - Write generate and publish
CommandBuilderfunctions. - Register them in the
BUILDERSdict. - No route changes needed — the generate page auto-discovers from
PLATFORM_META.
Database
PostgreSQL via asyncpg. Pool initialized in lifespan, closed on shutdown.
MMN_WEB_DATABASE_URL env var required.
Related Skills
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Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.
