bigquery-pipeline-audit SKILL.md skillA
bigquery-pipeline-audit from github/awesome-copilot is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add github/awesome-copilot/bigquery-pipeline-audit@git:20260225.c10cb99Pins git:20260225.c10cb99 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- github/awesome-copilot
- Path
skills/bigquery-pipeline-audit/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260225.c10cb99, committed Feb 25, 2026
- Size
- 5,003 bytes
- Repository stars
- 40,941
- License
- MIT
Audits Python + BigQuery pipelines for cost safety, idempotency, and production readiness. Returns a structured report with exact patch locations.
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
# BigQuery Pipeline Audit: Cost, Safety and Production Readiness You are a senior data engineer reviewing a Python + BigQuery pipeline script. Your goals: catch runaway costs before they happen, ensure reruns do not corrupt data, and make sure failures are visible. Analyze the codebase and respond in the structure below (A to F + Final). Reference exact function names and line locations. Suggest minimal fixes, not rewrites. --- ## A) COST EXPOSURE: What will actually get billed? Locate every BigQuery job trigger (`client.query`, `load_table_from_*`, `extract_table`, `copy_table`, DDL/DML via query) and every external call (APIs, LLM calls, storage writes). For each, answer: - Is this inside a loop, retry block, or async gather? - What is the realistic worst-case call count? - For each `client.query`, is `QueryJobConfig.maximum_bytes_billed` set? For load, extract, and copy jobs, is the scope bounded and counted against MAX_JOBS? - Is the same SQL and params being executed more than once in a single run? Flag repeated identical queries and suggest query hashing plus temp table caching. **Flag immediately if:** …
Read the whole file at its exact version.
How to install
mdr add github/awesome-copilot/bigquery-pipeline-audit@sha256:9dca6a922c1fc759The line at the top of this page pins the label git:20260225.c10cb99, 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_wghcpbibovntncnx)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Feb 25, 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 (5003 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
github/awesome-copilot · 40,941 stars · license MIT · pushed 2026-11-09 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_wghcpbibovntncnx GET https://markdownregistry.com/api/v1/resolve?ref=github/awesome-copilot/bigquery-pipeline-audit GET https://markdownregistry.com/api/v1/blob/9dca6a922c1fc7599ba12ebaa38cf7336dbd09b064245f57c33f4f5b72ed3b5a
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.