openai-gpt6-production-lessons SKILL.md skillA
openai-gpt6-production-lessons from getedgehq/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add getedgehq/skills/openai-gpt6-production-lessons@git:20261106.05bbf4dPins git:20261106.05bbf4d in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- getedgehq/skills
- Path
openai-gpt6-production-lessons/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261106.05bbf4d, committed Nov 6, 2026
- Size
- 2,861 bytes
- Repository stars
- 5
- License
- Apache-2.0
Rules for calling gpt-6-astra and gpt-6.1-sol with the openai Python SDK 3.x so requests aren't rejected with 400 errors in production.
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
# OpenAI gpt-6-astra / gpt-6.1-sol: production lessons These rules come from OpenAI's latest-model guide (https://developers.openai.com/api/docs/guides/latest-model). We checked them against agent runs on a test API that returns the 400 errors below on `/v1/responses` and `/v1/chat/completions`. OpenAI has not published the GPT-6 error wording, so the exact text you see may differ. Most rejections said "with this model" without naming it, so apply every rule to **both** gpt-6-astra and gpt-6.1-sol. ## 1. Never send sampling parameters - Do **not** pass `temperature`. This was the most common failure, on both endpoints: `Unsupported parameter: 'temperature' is not supported with this model.` - Do **not** pass `top_p`. It fails the same way. - Remove these parameters entirely. Do not set them to a "default" value such as 1.0. The rejection is for the parameter itself. - Watch for wrappers, config dicts, and `**kwargs` that add these parameters without you noticing. ## 2. Reasoning effort: only use supported values - Supported values are exactly `low`, `medium`, `high`, `xhigh`, and `max`. - `none` and `minimal` are rejected on both endpoints. …
Read the whole file at its exact version.
How to install
mdr add getedgehq/skills/openai-gpt6-production-lessons@sha256:a1bdd7be39839a7dThe line at the top of this page pins the label git:20261106.05bbf4d, 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_lpdsp5zwg2vycf3h)
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Versions
The registry has recorded 1 version of this file, committed on Nov 6, 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 (2861 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
getedgehq/skills · 5 stars · license Apache-2.0 · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_lpdsp5zwg2vycf3h GET https://markdownregistry.com/api/v1/resolve?ref=getedgehq/skills/openai-gpt6-production-lessons GET https://markdownregistry.com/api/v1/blob/a1bdd7be39839a7dfd843ae0be716869538f967bd25611fdaac7bfd0dd040a87
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.