oc-cost-ops
Cost operations harness — attribute LLM spend to the skill phase that incurred it, set per-phase and per-suite budgets that gate in the checkpoint, and recommend model-tier routing (Haiku for cheap repetitive phases, Opus for spec/audit/migration). Use for /oc-cost, "what did this cost", "cost attribution", "token cost", "budget gate", "model tier routing", "cost regression", "cheaper model", "spend per feature". Pairs with oc-prompt-ops (cost-regression gate alongside the score gate) and oc-telemetry-ops (feeds the public /dashboard cost stats).
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
- Cost Ops
- /oc-cost — Command Reference
- Executable eval-cost commands
- How This Skill Fits the Build Pipeline
- The cost checkpoint field (wire 1.1)
- Principle 1: Attribute, don't estimate
- Principle 2: Route to the cheapest tier that holds quality
- Principle 3: Cost is a regression dimension
On first invocation, read references/orchestrator.md and follow its welcome protocol. Make LLM spend a first-class, attributable number in the pipeline. v1.5 added four AI-native skills; the predictable next question was "what did that cost me?" — and before v1.6 the honest answer across opchain was "we don't precisely know." Cost Ops closes that loop: every skill phase that calls a model can attribute its spend, the oc-cost-ops checkpoint carries a budget that gates when tripped, and every model choice can be checked against a tier-routing recommendation (don't run Opus on a phase Haiku handles). This is not a tri-agent harness and not a billing system. It's the instrumentation layer that sits underneath the model-facing skills — oc-claude-api owns the request surface and the canonical pricing, oc-prompt-ops owns the eval suite, oc-telemetry-ops owns local metering — and Cost Ops turns the token counts they already produce into attributed dollars, budgets, and routing advice. Pricing facts come from oc-claude-api, not memory. Per-token prices, Batch-API economics (50% of standard), and cache read/write multipliers are sourced there. Current model IDs: Fable 5 (claude-fable-5), Opu
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-cost-ops/SKILL.md
- Fixed revision
- 1c7c7bd69a7d875a5dffb419911c24752ca6c285
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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: 2026-11-10T17:01:26.882Z.
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