seoul-subway-crowd SKILL.md skillA
seoul-subway-crowd from garibong-labs/openclaw-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add garibong-labs/openclaw-skills/seoul-subway-crowd@git:20260307.2cefddaPins git:20260307.2cefdda in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- garibong-labs/openclaw-skills
- Path
seoul-subway-crowd/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260307.2cefdda, committed Mar 7, 2026
- Size
- 1,437 bytes
- Repository stars
- 3
- License
- MIT
Query and summarize Seoul subway congestion statistics via SK Open API (TMAP 대중교통). Use when the user asks for station/line-based train congestion or car-by-car congestion, time-slot checks (dow/hh), comparisons, or commute alerts.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Seoul Subway Crowd (SK Open API)
## Inputs to collect
- Station name (required)
- Line name/number (optional but recommended)
- Direction (optional): up/down or inbound/outbound
- Time mode (optional): now/forecast
## Workflow
1. Ensure `SK_OPENAPI_KEY` exists in environment.
2. Read endpoint and parameter mapping from `references/api-map.md`.
3. Run `scripts/fetch_crowd.py` with station/line/time arguments.
4. Return a short Korean summary:
- 혼잡도 등급
- 핵심 수치(있으면)
- 한 줄 코멘트(이동 추천/회피 시간)
5. If API fails, return clear fallback with reason and next action.
## CLI usage
```bash
python3 scripts/fetch_crowd.py --station "강남역" --line "2호선" --mode train
python3 scripts/fetch_crowd.py --station "홍대입구역" --line "2호선" --mode car --dow MON --hh 08
```
## Output style
- Keep it short and practical.
- Prefer bullet list over tables on Discord.
- Include raw response path when debugging (`--save-json`).
## Notes
- Do not hardcode API key.
- Normalize common line variants ("2", "2호선", "Line 2").
- If API schema changes, update `references/api-map.md` first.Read the whole file at its exact version.
How to install
mdr add garibong-labs/openclaw-skills/seoul-subway-crowd@sha256:8252fd6ee87dea29The line at the top of this page pins the label git:20260307.2cefdda, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_eqnr6f5ur2iqk2wd)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Mar 7, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (1437 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
garibong-labs/openclaw-skills · 3 stars · license MIT · pushed 2026-10-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_eqnr6f5ur2iqk2wd GET https://markdownregistry.com/api/v1/resolve?ref=garibong-labs/openclaw-skills/seoul-subway-crowd GET https://markdownregistry.com/api/v1/blob/8252fd6ee87dea29623c15270416ab5c5bcc5ed066a6fb020907fffe031b3dad
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.