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/q00/ouroboros/autonpx skills add Q00/ouroboros --skill autogit clone --depth 1 https://github.com/Q00/ouroborosWrote 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/q00/ouroboros/auto)<a href="https://agentmods.dev/skills/q00/ouroboros/auto"><img src="https://agentmods.dev/badge/skills/q00/ouroboros/auto.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 | $0.00013 | $0.04790 |
| Opus 5 | $0.00006 | $0.02395 |
| Sonnet 5 | $0.00003 | $0.00958 |
| Haiku 4.5 | $0.00001 | $0.00479 |
Grade A, and why
auto 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 yesterday.
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 — 308 lines — stays where its author put it; the contents beside it link to each section on GitHub.
/ouroboros:auto
Run the full-quality auto pipeline from a single task description.
Dispatch requirement
This skill must be executed by invoking MCP tool ouroboros_start_auto. Do not
manually inspect repositories, run shell commands, query GitHub, edit files, or
otherwise emulate the auto pipeline as a substitute. Full auto runs routinely
exceed interactive MCP tool-call timeouts, so the background starter is the
supported default: it returns job_id and auto_session_id quickly. Retain
both. When response.meta.job_observer is present, delegate its read-only
wait/result contract to exactly one independent child session. The main session
keeps only start and explicit on-demand status responsibility.
If ouroboros_start_auto is unavailable, or if any required job polling/result
MCP tool is unavailable, stop and report that the required MCP tool is
unavailable. A manual fallback is not an ooo auto run.
If a started auto job later returns detached, blocked, failed, or another
auto-session status, report that auto-session status and the tool's blocker.
detached is non-terminal tracked background work; surface the job/Ralph
handles and keep observing them through the same owner. Do not label a
blocked or failed outcome as MCP dispatch failure; dispatch failure means
the MCP tool could not be invoked.
If the active runtime routes ooo auto through a background starter such as
ouroboros_start_auto, do not stop after returning the job_id. Keep ownership
of the conversational UX: retain the returned job_id, auto_session_id, and
cursor, then delegate monitoring when the host supports child sessions. Only
the fallback path monitors with ouroboros_job_wait / ouroboros_job_status
in the main session. The user should not have to poll the job manually.
Usage
ooo auto "Build a local-first habit tracker CLI"
ooo auto --resume auto_abc123
ooo auto "Build a local-first habit tracker CLI" --skip-run
/ouroboros:auto "Build a local-first habit tracker CLI"
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.
- yesterday Changed · +109 lines 060e3a179533
- 4d ago First seen · 199 lines · 13 tokens per session scan A a468a97ef91a
auto is a skill published in the GitHub repository Q00/ouroboros (5,765 stars, last pushed today), licensed MIT. It adds 13 tokens to every session and 4,790 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.
Other skills, from other repositories
release-rome-image
Release a new Rome runtime image by pushing a vX.Y.Z tag — pick the version, verify main is releasable, push the tag, and confirm the image published to Docker Hub. Covers the v runtime-image tag only, not the desktop app (desktop-v) and not npm packages (ui-v, app-runtime-v).
beevibe-team-mesh-negotiation
Multi-round negotiation protocol — covers both initiator and peer roles. Use when about to call negotiate(), when receiving a intent block as a peer, or when receiving an 'escalated' sentinel from a blocked respondnegotiate. Covers proposal crafting, counter-strategy, deadlock detection, when to accept early…
prep
Session wrap-up. Update memories, check plans, review git state, check inbox, flag loose ends. Use before closing a session or compacting context.
github
GitHub operations via gh CLI: issues, PRs, CI runs, code review, API queries.
system_status
Check system health -- disk usage, memory, running processes, uptime.
branch_health
Quick health check -- test counts and file stats for AIPass branches.