Introspect Ralph Orchestrator the same way the framework expects a smart agent to — consult the published documentation map at https://mikeyobrien.github.io/ralph-orchestrator/llms.txt, fetch only the sections relevant to the question, and answer from authoritative sources.
Use this skill to behave like an internal Ralph contributor rather than a guess-first assistant.
Use This Skill For
- Answering "how does Ralph do X?" questions about the event loop, hats, memories, tasks, presets, backends, CLI, TUI, diagnostics, waves, or API.
- Explaining an observed behavior ("why did my loop terminate with max_iterations?", "why didn't my hat fire?") from first principles in the docs, not pattern-matching.
- Proposing and scoping an improvement to the
ralph-orchestratorcodebase — locating the right crate, the relevant concept doc, and the existing test surface before writing code. - Triaging a ralph bug report: map symptoms to likely subsystem, pull in the concept + reference docs for that subsystem, identify the probable file path in the repo.
- Onboarding: answer a new user's setup/quick-start questions from the official Getting Started pages instead of the agent's stale training data.
Core Principle: llms.txt Is The Router
Ralph's llms.txt is a curated map, not a full-text dump. The workflow is:
- Discover — fetch
llms.txtto see the top-level sections (Getting Started / Concepts / User Guide / Advanced / API / Examples / Contributing / Reference). - Narrow — pick the 1–3 pages that actually answer the question. The map
links directly to
.mdversions — those are agent-optimized and should be preferred over scraping HTML. - Fetch — pull only those pages. Do not fetch more than three pages speculatively; the budget should be spent on answering, not browsing.
- Cross-check — for code-level claims, confirm against the repo (crate paths are listed in AGENTS.md / CLAUDE.md inside the ralph-orchestrator checkout).
- Answer — cite the page you relied on. Include the URL so the user can verify.
Workflow
-
Identify the question's subsystem using the taxonomy in
references/llms-txt-map.md(hats, event loop, memories, tasks, backends, presets, CLI, TUI, diagnostics, waves, API). -
If
~/.cache/ralph-docs/llms.txtexists and is <7 days old, use it. Else refetch it:mkdir -p ~/.cache/ralph-docs curl -sSfL https://mikeyobrien.github.io/ralph-orchestrator/llms.txt \ -o ~/.cache/ralph-docs/llms.txt -
Pick the 1–3 linked
.mdpages most relevant to the subsystem. The map entries are documented inreferences/llms-txt-map.md; use it to shortcut the grep. -
Fetch just those pages via
curl -sSfL <url> -o ~/.cache/ralph-docs/<stem>.mdand read them. Agents withweb_fetchor an equivalent tool should use that instead. -
Answer the user's question grounded in what you just read. Quote the relevant sentence when the user asks "does Ralph do X?" so they can audit.
-
If the answer requires a code change, switch to the ralph-orchestrator checkout and follow
references/contributing.mdfor the propose-a-change workflow.
Scope Boundaries
- This skill answers and explains. For creating/modifying user hats, defer to ralph-hats. For operating a live loop (running, resuming, merging, debugging), defer to ralph-loop. For code changes to ralph-orchestrator itself, this skill scopes the change; the actual editing uses the agent's native code-editing tools.
- Do not invent features not present in the published docs. If llms.txt does not surface an answer, say so and suggest checking the source tree at https://github.com/mikeyobrien/ralph-orchestrator.
- Do not rely on the agent's pretraining for version-sensitive claims (e.g.
CLI flags, preset names). Ralph's CLI evolves; always verify against
guide/cli-reference.mdorreference/changelog.md.
Guardrails
- Prefer
.mdURLs from llms.txt over scraping the rendered HTML. - Cache fetched pages under
~/.cache/ralph-docs/with a 7-day staleness threshold. Refetch llms.txt before any other doc to detect renames/moves. - When cited docs contradict the local checkout (docs newer than the user's
installed ralph version), note the mismatch and suggest
ralph --versionso the user can decide which to trust. - For "how to improve Ralph" requests, always read
concepts/tenets/index.mdfirst. Ralph's six tenets are load-bearing; changes that fight them usually belong somewhere else.
Output Expectations
- Answer first, then link. Don't make the user wait for a verbose tour.
- Include at least one source URL for non-trivial claims.
- When proposing a code change, name the crate + file (see
references/contributing.mdfor the crate map), the concept doc that justifies the change, and the test file that should cover it.
Read These References When Needed
- For the llms.txt section map + which pages answer which question:
references/llms-txt-map.md - For FAQ recipes (common introspection patterns):
references/common-questions.md - For how to propose a code change, including crate layout and PR conventions:
references/contributing.md