oc-prompt-ops
Prompt operations harness — treat prompts as versioned, diffable, source-controlled code. Owns prompt versioning, eval datasets, regression detection, and drift tracking. Use for /oc-prompt, "prompt versioning", "eval dataset", "prompt regression", "prompt drift", "golden set", "prompt diff", "LLM eval", "regression suite".
Target: AI & workflow automation. Automatically collected · unverified.
Excerpt from the author’s documentation
Extracted from a fixed version of SKILL.md in its original language. This is the author’s documentation; installation, compatibility and runtime results have not been verified by this site.
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Topics in the source
- Prompt Ops
- /oc-prompt — Command Reference
- Executable evaluation commands
- How This Skill Fits the Build Pipeline
- Principle 1: Prompt-as-Code
- Principle 2: Eval Datasets (the goldset)
- Grading modes
- Avoiding train/eval leakage
On first invocation, read references/orchestrator.md and follow its welcome protocol. Treat prompts as code: source-controlled, diffable, semver'd, and gated on an eval suite the same way application code is gated on tests. A prompt is the single most behavior-defining string in an LLM app — and the one most teams edit live, in a console, with no version history and no way to tell whether "it got better" is real or vibes. This skill makes a prompt change a reviewable diff with a measured score delta attached. This is not a tri-agent harness. It's an operations layer the model-facing skills build on: oc-claude-api owns the request surface (model routing, caching, tool wiring), oc-agent-forge owns agent topology, oc-rag-forge owns retrieval. Prompt Ops owns the part underneath all three — the prompt text, the eval datasets that score it, and the regression gate that stops a "small wording tweak" from quietly tanking quality on a migration. opchain dogfoods this skill on itself. The worked example referenced throughout is prompts/opchain-eval/ — opchain's own eval set (inputs.jsonl, expected.jsonl, eval.yaml), published in Sprint 3 as the canonical /oc-prompt eval artifact. Wherever t
This is an excerpt. Refer to the complete source and its current requirements.
- Source repository
- asfbay-bit/opchain-skills
- Source file
- plugins/opchain/skills/oc-prompt-ops/SKILL.md
- Fixed revision
- 1c7c7bd69a7d875a5dffb419911c24752ca6c285
Sources and evidence
This record was collected automatically. Its documentation, suitability and runtime behavior have not been manually verified.
Author: asfbay-bit/opchain-skills · original repository metadata. Documentation review: Not reviewed. Last source check: 2026-11-10T17:01:26.977Z.
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