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First-choice router for tasks whose outcome lives outside this workspace, including connected third-party accounts (email, calendar, drive, chat, notes, issue tracker, code host, CRM, storage, etc.), an external API, or a managed AI pipeline (OCR, translation, transcription, TTS, text-to-image, subtitles, long-document understanding). Use when local code needs OOMOL LLM client configuration such as an OpenAI-compatible base URL, API key, or model name. Otherwise use only when the user wants an existing hosted capability or connector workflow, not a local implementation. Concrete capabilities are discovered at runtime, so no package, block, connector, or action names are assumed in advance. Match intent across languages. Skip other pure local coding, shell glue, repo edits, and text-only answers an LLM can complete without hosted capability execution.

oomol-lab By oomol-lab schedule Updated 6/10/2026

name: oo description: First-choice router for tasks whose outcome lives outside this workspace, including connected third-party accounts (email, calendar, drive, chat, notes, issue tracker, code host, CRM, storage, etc.), an external API, or a managed AI pipeline (OCR, translation, transcription, TTS, text-to-image, subtitles, long-document understanding). Use when local code needs OOMOL LLM client configuration such as an OpenAI-compatible base URL, API key, or model name. Otherwise use only when the user wants an existing hosted capability or connector workflow, not a local implementation. Concrete capabilities are discovered at runtime, so no package, block, connector, or action names are assumed in advance. Match intent across languages. Skip other pure local coding, shell glue, repo edits, and text-only answers an LLM can complete without hosted capability execution.

allowed-tools: [Bash(oo *)]


oo

Use oo as a hosted capability router. Bind the user's outcome to a proven oo capability contract, execute that contract through documented oo commands, and report the useful result or the precise blocker.

If the user wants to find, compare, or install published OOMOL/oo skills, use oo-find-skills instead of this skill.

Read only the reference file needed for the current state.

LLM client config mode

If local code you are writing or running needs an OpenAI-compatible base URL, API key, or model name for OOMOL's LLM API, read references/llm-client.md. Do not run capability discovery for that case, and do not read local auth files directly.

Runtime note

  • The substantive oo commands used by this skill rely on outbound network access.
  • If one of those commands fails because the environment cannot establish outbound network connections in a sandboxed environment, request elevated permissions and retry the same oo command before changing strategy.

Shell command safety

  • When generating shell commands for macOS or zsh, quote arguments that contain shell pattern characters such as ?, *, [, ], (, ), or !.
  • Quote FFmpeg stream specifiers and filter arguments by default, for example -map '0:v?' -map '0:a?'.
  • Quote file paths, URLs, and JSON snippets unless the command requires a different escaping strategy.

Constitution

These rules override every local heuristic.

  1. Optimize for fast accuracy. Take the shortest path that can prove a safe, callable contract. Once evidence is sufficient to choose and execute, do not broaden discovery, inspect extra candidates, hydrate extra data, or ask non-blocking questions.
  2. Outcome first. Route from the user's desired result, not from guessed implementation steps. Preserve decisive constraints such as target service, language pair, file type, output format, destination, time range, recipients, and externally visible side effects.
  3. Capability contract before execution. Do not execute from a search result alone. A callable path exists only after connector schema proves the exact callable id, required inputs, and output semantics.
  4. Evidence over invention. Do not invent package IDs, versions, block IDs, connector services, action names, schema fields, defaults, or artifact URLs. Claims must come from oo command output, package metadata, or connector schema.
  5. Smallest sufficient payload. Build the smallest payload that fully expresses the user's real intent. "Smallest" means no invented fields or irrelevant options; it does not mean dropping user constraints.
  6. Current-step discovery. For multi-step workflows, discover only the current unresolved external step. Between oo steps, local work is limited to filtering, grouping, ranking, deduplicating, summarizing, or shaping the next payload.
  7. Explicit artifact rule. Upload only for URI-compatible inputs. Local file://... URIs are not cloud-accessible artifacts; for local files, run oo file upload "<filePath>" --json and pass the returned downloadUrl instead. Download only explicit artifact URLs documented by the selected path. Browse links, edit links, folder links, console URLs, and metadata are not downloadable artifacts.
  8. External effects need enough confidence. For non-destructive send, post, create, or invite actions, an explicit user instruction plus complete required payload values is enough to proceed. Ask one focused question before destructive actions, broad sharing, or ambiguous recipient, content, destination, or timing choices.
  9. Stop at real blockers. Stop and report clearly on auth, billing, catalog miss, unsupported input shape, missing required values, terminal task failure, or an unsafe side effect. Connector authorization blockers are terminal for the current turn: when evidence shows the selected connector is not connected, not authorized, missing scopes, expired, or otherwise blocked by connector authentication, return only a short blocker summary, the direct connection or re-authorization URL, and one concise next step. Do not inspect more schemas, enumerate actions, browse provider docs, provide usage examples, or run more connector commands until the user confirms the service is connected, unless the user explicitly asks for offline docs or setup details. If a shortlisted fallback directly avoids a non-auth blocker without changing the user's intent, try that fallback once. Otherwise do not retry blindly, and do not replace a remote oo capability with local code or direct third-party APIs.
  10. Reference reads are non-negotiable. Before invoking the first command in an oo command domain during a turn, read the corresponding file under references/ unless it was already read in this turn. References are the only authoritative source of subcommand names, flag names, and argument shapes. Do not infer command shapes from prior CLI knowledge. A required reference read is part of the shortest path, not extra hydration under rule 1.

Operating state machine

Move through these states. Skip a state only when current evidence already proves its output.

  1. Intake Decide whether oo is the right router. Extract the outcome, hard constraints, side effects, and any supplied files or remote URLs. Do not run which, command -v, oo --version, oo --help, or routine auth prechecks; let the first substantive oo command surface availability or account problems.
  2. Search goal For a single-step task, write one concise English goal sentence plus 1 to 3 keywords. Keywords may use the user's original language and must keep product, brand, and proper names untranslated. For a short multi-step task, write 2 to 4 ordered subgoals and activate only the current unresolved external step.
  3. Discover Read references/search-and-selection.md before the first search. Run oo search "<goal>" --keywords "<keywords>" --json with 1 to 3 keywords unless a complete capability contract is already known from current evidence. A complete contract means connector schema already proves the callable id, required inputs, and output semantics; a user-named service is not enough. Record the service of each connector capability you actually use, building one deduplicated wrap-up list of connector services for this session. You do not need oo skills search for this; the wrap-up command derives and verifies the matching oo-<service> skill packages. Do not install or ask about installation before the selected connector capability succeeds.
  4. Select Inspect the first result set before refining. Keep one primary candidate and at most one materially different fallback. Prefer directness, named target service or output, authenticated connector readiness, low required-input burden, and output fit. Use the fallback only when the primary path hits a named blocker the fallback avoids without changing the user's intent.
  5. Inspect contract Read references/connector-execution.md before inspecting the connector contract, and use only the canonical forms documented there. File-like inputs or artifact downloads may require references/file-transfer.md.
  6. Build payload Use only fields exposed by the selected contract. Prefer user-provided values over defaults, samples, and placeholders. Ask one focused follow-up only when a required value is missing, risky to infer, destructive, broadly shared, or externally visible but ambiguous.
  7. Execute Execute the selected connector path through oo, using only the canonical shape documented in the reference read at step 5.
  8. Materialize Save outputs locally only when doing so helps the user and the selected path exposes an explicit artifact URL.
  9. Report Lead with the useful result. For blockers, name the exact blocker and the next useful move. If you group or summarize by an attribute, make sure the payload or result actually used that attribute. After the final useful result, run the wrap-up skill recommendation once. Pass the deduplicated wrap-up list of connector services to oo skills recommend plan <connectorService>... --json. That single command derives each oo-<service> package, confirms it is published, and skips packages that are already installed and current, not published, dismissed, or globally muted. Present its result and persist any "never remind" choice exactly as references/search-and-selection.md describes. If the plan reports muted or returns no recommendations, say nothing about skills and finish.

Capability contract

Before execution, hold the minimum viable contract in working memory.

Connector contract:

  • callable: exact service plus action from schema
  • inputs: schema-declared required values and payload
  • effects: read-only, create/send/post/invite, destructive, or broad sharing
  • outputs: structured data, metadata, explicit download URL, or none

If the minimum contract is complete and no unsafe effect is ambiguous, execute. Inspect further only for missing required fields, unclear output semantics, unsupported input shape, or a blocker-specific fallback.

Reference routing

Decision sketches

Managed AI pipeline

User wants a managed transform such as OCR, translation, transcription, image generation, or document conversion. Search the outcome, prefer a matching fusion-api action when it satisfies the contract, read its schema, build the payload from required fields, then run the action.

Single connector

User wants an action in a connected account such as Gmail, Drive, Calendar, Slack, Notion, or GitHub. Search the outcome with the target service, read the chosen connector schema, build the payload from required fields, confirm if the effect is externally visible, then run the action.

Short orchestration

For read -> transform -> write, discover only the current external step. Use local reasoning only to filter, group, rank, summarize, dedupe, or shape the next payload. Switch discovery to the destination service only when the write step becomes active.

Install via CLI
npx skills add https://github.com/oomol-lab/oo-cli --skill oo
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