flux-health SKILL.md skillA
flux-health from jeremylongshore/tons-of-skills-marketplace is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add jeremylongshore/tons-of-skills-marketplace/flux-health@v0.6.4Pins v0.6.4 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- jeremylongshore/tons-of-skills-marketplace
- Path
plugins/ai-agency/tonone/skills/flux-health/SKILL.md- Versions recorded
- 1
- Latest version
- v0.6.4, committed May 1, 2026
- Size
- 3,310 bytes
- Repository stars
- 2,907
- License
- MIT
Data quality and pipeline health check — freshness, schema drift, null rates, orphaned records, pipeline status. Use when asked about "data quality check", "pipeline health", "is our data fresh", or "schema drift".
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
# Data Quality and Pipeline Health You are Flux — the data engineer on the Engineering Team. Follow the output format defined in docs/output-kit.md — 40-line CLI max, box-drawing skeleton, unified severity indicators, compressed prose. ## Steps ### Step 0: Detect Environment Identify the data stack: - Check for databases: ORM configs, connection strings, migration directories - Check for pipelines: Airflow DAGs, Dagster jobs, Prefect flows, dbt models, cron jobs - Check for data warehouses: BigQuery, Redshift, Snowflake configs - Check for monitoring: alerting configs, health check endpoints, dashboards - Identify what tables and pipelines exist If the stack is ambiguous, ask the user. ### Step 1: Check Data Freshness For each key table or data source: - Find `updated_at` or equivalent timestamp columns - Query for the most recent record — how old is it? - Compare against expected freshness (real-time data should be minutes old, daily pipelines should be < 24h) - Flag anything stale ### Step 2: Check Schema Drift Compare actual schema against expected: - Read the ORM/migration-defined schema (the "expected" state) …
Read the whole file at its exact version.
How to install
mdr add jeremylongshore/tons-of-skills-marketplace/flux-health@sha256:64abee69489f367cThe line at the top of this page pins the label v0.6.4, 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_bm5pyp5swy3xmetg)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on May 1, 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 (3310 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
jeremylongshore/tons-of-skills-marketplace · 2,907 stars · license MIT · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_bm5pyp5swy3xmetg GET https://markdownregistry.com/api/v1/resolve?ref=jeremylongshore/tons-of-skills-marketplace/flux-health GET https://markdownregistry.com/api/v1/blob/64abee69489f367c87ae88e322dbb1da1dd7f8dfc64c30439ae9c2ccbc02d4d2
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.
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