Borrowing it
Nothing to install: this file belongs to agentculture/reachy-mini-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/agentculture/reachy-mini-mcp/main/.claude/skills/outsource/SKILL.mdgit clone --depth 1 https://github.com/agentculture/reachy-mini-mcpWrote 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/agentculture/reachy-mini-mcp/outsource)<a href="https://agentmods.dev/skills/agentculture/reachy-mini-mcp/outsource"><img src="https://agentmods.dev/badge/skills/agentculture/reachy-mini-mcp/outsource/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/agentculture/reachy-mini-mcp/outsource"><img src="https://agentmods.dev/badge/skills/agentculture/reachy-mini-mcp/outsource.svg" alt="Reviewed on agentmods" width="80" 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 | $0.00161 | $0.01363 |
| Opus 5 | $0.00081 | $0.00681 |
| Sonnet 5 | $0.00032 | $0.00273 |
| Haiku 4.5 | $0.00016 | $0.00136 |
Grade A, and why
outsource 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 — 105 lines — stays where its author put it; the contents beside it link to each section on GitHub.
outsource — use convertible as a different mind
outsource drives the convertible CLI so a Claude agent can hand a scoped
task to a different engine (default: a local vLLM Qwen3.6-27B on
:8001). Convertible's model is not assumed to be stronger than you — its
value is diversity. A second, independent mind catches things the author's
mind glides past, which is why review is the headline verb.
This skill is the operator: a portable wrapper that resolves the CLI and turns
each verb into a convertible drive, then prints the drive's result summary.
How to run
The entry point is scripts/outsource.sh. Invoke it from the repo you want
convertible to work on:
bash .claude/skills/outsource/scripts/outsource.sh <verb> "<text>" [options]
It resolves the CLI portably — an installed convertible on PATH (the normal
case), falling back to uv run convertible when inside the convertible checkout,
else an install hint.
Verbs
| Verb | What it does | Side effects |
|---|---|---|
explore "<question or area>" |
Read-only investigation of the repo; the model reads and reports findings. | None — runs in a throwaway worktree at HEAD. |
review "<what to focus on>" [--base main] |
A diverse second opinion on the committed diff (<base>...HEAD). |
None — throwaway worktree; reviews committed changes only. |
write "<task>" [--pr] |
Implement a change. Commits to a drive branch by default; --pr pushes + opens a PR. |
In-place: a convertible/<id> drive branch (or a PR). |
Options
| Option | Meaning |
|---|---|
--repo PATH |
Target repo (default: .). |
--base BRANCH |
Base for the review diff (default: main). |
--engine NAME |
Engine wheel (default: $CONVERTIBLE_ENGINE or vllm-openai). |
--model NAME |
Model (default: $CONVERTIBLE_MODEL or mmangkad/Qwen3.6-27B-NVFP4). |
--base-url URL |
OpenAI base URL (default: $CONVERTIBLE_BASE_URL or http://localhost:8001/v1). |
--max-steps N |
Loop step budget (default: 20). |
--allow-dirty |
(write) allow running on a dirty tree. |
--pr |
(write) push + open a PR instead of a local drive branch. |
What ships with it
4 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.
- 9d ago First seen · 105 lines · 161 tokens per session scan A 7016e0773492
outsource is a skill published in the GitHub repository agentculture/reachy-mini-mcp (32 stars, last pushed 1mo ago), licensed MIT. It adds 161 tokens to every session and 1,363 once invoked, about $0.0008 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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