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 RasputinKaiser/Self-Improvement-Plugin --skill sips-context-distillergit clone --depth 1 https://github.com/RasputinKaiser/Self-Improvement-PluginWrote 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/rasputinkaiser/self-improvement-plugin/sips-context-distiller)<a href="https://agentmods.dev/skills/rasputinkaiser/self-improvement-plugin/sips-context-distiller"><img src="https://agentmods.dev/badge/skills/rasputinkaiser/self-improvement-plugin/sips-context-distiller.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 | $0.00037 | $0.00131 |
| Opus 5 | $0.00018 | $0.00066 |
| Sonnet 5 | $0.00007 | $0.00026 |
| Haiku 4.5 | $0.00004 | $0.00013 |
Grade A, and why
sips-context-distiller 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 8d 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.
What it actually says
SIPS Context Distiller
Use homebase_context_scan to find context-drain risks and homebase_distill_context to extract bounded excerpts from the relevant files.
Keep excerpts source-linked with paths and line references where possible. Mark omissions explicitly; a distilled packet is working context, not full-file proof.
If exact behavior matters, follow the distilled packet by reading the precise source lines before editing or making a final claim.
What ships with it
3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 8d ago First seen · 13 lines · 37 tokens per session scan A aaa7d143b6e6
sips-context-distiller is a skill published in the GitHub repository RasputinKaiser/Self-Improvement-Plugin (8 stars, last pushed 10d ago), licensed MIT. It adds 37 tokens to every session and 131 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 2026-08-31.
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