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 agentmods add skills/victoriacity/openakari/compound-simplenpx skills add victoriacity/openakari --skill compound-simplegit clone --depth 1 https://github.com/victoriacity/openakariWrote 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/victoriacity/openakari/compound-simple)<a href="https://agentmods.dev/skills/victoriacity/openakari/compound-simple"><img src="https://agentmods.dev/badge/skills/victoriacity/openakari/compound-simple.svg" alt="Measured on agentmods" height="20"></a>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 | $0.00027 | $0.00619 |
| Opus 5 | $0.00014 | $0.00309 |
| Sonnet 5 | $0.00005 | $0.00124 |
| Haiku 4.5 | $0.00003 | $0.00062 |
Grade A, and why
compound-simple 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 6d 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 — 88 lines — stays where its author put it; the contents beside it link to each section on GitHub.
compound-simple
Simplified compound skill for Fast Model and similar models. Embed session learnings in <3 turns.
When to use
At the end of every autonomous work session, after completing work but before commit.
Procedure
Execute these steps in order:
Step 1: Review what changed
Run git diff --stat HEAD~N..HEAD where N is commits this session. Answer:
- What files changed?
- What was accomplished?
Step 2: Check for learnings (4 questions)
Answer each question. If yes, note what to update:
-
Non-obvious fact discovered? (API quirk, hidden constraint, unclear convention) → Update relevant file (CLAUDE.md, skill, or project file)
-
Failure mode others should avoid? (silent error, misleading config, common mistake) → Add warning/gotcha to relevant skill
-
Technique that worked well? (debugging strategy, analysis pattern) → If generalizes: note for future gravity evaluation
-
Convention friction? (rule didn't fit, schema too rigid) → Update convention or note friction
Step 3: Check for implied tasks
If you completed an experiment/analysis, scan EXPERIMENT.md Findings for:
- "N too small" → task: larger replication
- "FAIL" or "below threshold" → task: refined experiment
- "unexpected", "mechanism unclear" → task: diagnosis
- Multi-phase plan → check phase tasks exist
Step 4: Act on findings
For each compound opportunity:
| Type | Action |
|---|---|
| Small update (1-3 lines) | Apply directly to file |
| Larger change | Create task in TASKS.md |
| Recurring pattern | Create task: "Run /gravity on: " |
| Governance change | Write to APPROVAL_QUEUE.md |
Step 5: Report actions
Output in this format:
Compound: N actions
- <action 1>
- <action 2>
...
If no actions: Compound: no actions this session.
What NOT to do
- Do NOT run full /compound skill — too complex
- Do NOT start new work — compound embeds learnings only
- Do NOT scan cross-session patterns or convention registry
- Do NOT make governance changes without approval queue
- Do NOT add >10 lines without identifying lines to compress
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.
- 6d ago First seen · 88 lines · 27 tokens per session scan A de8500cab981
compound-simple is a skill published in the GitHub repository victoriacity/openakari (47 stars, last pushed 6mo ago), licensed MIT. It adds 27 tokens to every session and 619 once invoked, about $0.0001 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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