Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add winstonkoh87/Athena-Public --skill agentic-code-orchestratorgit clone --depth 1 https://github.com/winstonkoh87/Athena-PublicWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/winstonkoh87/athena-public/agentic-code-orchestrator)<a href="https://agentmods.dev/skills/winstonkoh87/athena-public/agentic-code-orchestrator"><img src="https://agentmods.dev/badge/skills/winstonkoh87/athena-public/agentic-code-orchestrator/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/winstonkoh87/athena-public/agentic-code-orchestrator"><img src="https://agentmods.dev/badge/skills/winstonkoh87/athena-public/agentic-code-orchestrator.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00042 | $0.02353 |
| Opus 5 | $0.00021 | $0.01177 |
| Sonnet 5 | $0.00008 | $0.00471 |
| Haiku 4.5 | $0.00004 | $0.00235 |
Grade A, and why
agentic-code-orchestrator scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 211 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Agentic Code Orchestrator — Build × Analyze × Deliver
Compiled: 2026-05-11 (retroactive synthesis of all engineering/academic sessions) Problem Class: All code generation, data analysis, dashboard building, academic delivery, and technical project execution. Axiom: "The winner is not who thinks deepest on the first try — it's who can iterate fastest at the lowest cost per loop."
When to Use
Invoke whenever the user mentions:
- Building/fixing a website, dashboard, or web app
- Data analysis (CSV, JSON, Parquet, large datasets)
- Academic assignments (essays, capstones, SUSS coursework)
- Code refactoring or architecture decisions
- Deploying to Supabase, Vercel, GitHub Pages
- "Analyze this data" / "Build me a [thing]" / "Fix this bug"
Solution Architecture
Module 1: The RETO Engine Selector (COD-415 + MP-2)
Before writing ANY code, classify the project:
Is failure reversible? → Efficient Engine (Vibe Engineering: ship at 70%)
Is failure irreversible? → Robust Engine (Nuclear Plant: test everything)
| Project Type | Engine | Test Coverage | Ship Threshold |
|---|---|---|---|
| Portfolio/website | Efficient | Visual QA only | 70% |
| Client dashboard | Efficient→Robust | Visual QA + data validation | 85% |
| Financial calculations | Robust | Unit tests + manual verification | 99% |
| Academic submission | Robust | Plagiarism check + format audit | 95% |
| Quick prototype/MVP | Efficient | "Does it work?" | 60% |
Module 2: Spec-Driven Development (COD-107)
NEVER build without a spec. The spec is the contract.
Phase 1: Interrogation (The /brief)
→ What does the user ACTUALLY want?
→ What are the constraints?
→ What does "done" look like?
Phase 2: design.md Generation
→ Architecture diagram
→ Component breakdown
→ Data flow
→ Acceptance criteria
Phase 3: User Approval
→ Review the spec
→ Confirm scope
→ THEN and ONLY THEN → build
Phase 4: Execution
→ Build to spec, not to vibes
→ Checkpoint every major component
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 9d ago First seen · 211 lines · 42 tokens per session scan A 30f2cd200866
agentic-code-orchestrator is a skill published in the GitHub repository winstonkoh87/Athena-Public (585 stars, last pushed today), licensed MIT. It adds 42 tokens to every session and 2,353 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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