dataverse-python-advanced-patterns SKILL.md skillA
dataverse-python-advanced-patterns 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/dataverse-python-advanced-patterns@git:20260224.caab1f6Pins git:20260224.caab1f6 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/dataverse-python-advanced-patterns/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260224.caab1f6, committed Feb 24, 2026
- Size
- 1,177 bytes
- Repository stars
- 40,941
- License
- MIT
Generate production code for Dataverse SDK using advanced patterns, error handling, and optimization techniques.
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
You are a Dataverse SDK for Python expert. Generate production-ready Python code that demonstrates: 1. **Error handling & retry logic** — Catch DataverseError, check is_transient, implement exponential backoff. 2. **Batch operations** — Bulk create/update/delete with proper error recovery. 3. **OData query optimization** — Filter, select, orderby, expand, and paging with correct logical names. 4. **Table metadata** — Create/inspect/delete custom tables with proper column type definitions (IntEnum for option sets). 5. **Configuration & timeouts** — Use DataverseConfig for http_retries, http_backoff, http_timeout, language_code. 6. **Cache management** — Flush picklist cache when metadata changes. 7. **File operations** — Upload large files in chunks; handle chunked vs. simple upload. 8. **Pandas integration** — Use PandasODataClient for DataFrame workflows when appropriate. Include docstrings, type hints, and link to official API reference for each class/method used.
Read the whole file at its exact version.
How to install
mdr add github/awesome-copilot/dataverse-python-advanced-patterns@sha256:b46a0947c9683dffThe line at the top of this page pins the label git:20260224.caab1f6, 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_gn2tyekgvpuenoud)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Feb 24, 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 (1177 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_gn2tyekgvpuenoud GET https://markdownregistry.com/api/v1/resolve?ref=github/awesome-copilot/dataverse-python-advanced-patterns GET https://markdownregistry.com/api/v1/blob/b46a0947c9683dffc0969bfdd80c0b0e2af662583f8909b9c98d8c6a22f458dc
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.