orchestrate-search
Skill24 starsChanged 7 months agoCC0-1.0View on GitHub
Route lixSearch requests to the smallest useful set of specialist skills and arrange independent work in parallel. Use for every request that may require web research, media processing, conversation memory, document export, deep research, or synthesis across multiple tool results.
In this repository13 other files it gives its agents.
- CLAUDE.mdCLAUDE.md
- communicate-naturallySkill
- export-documentsSkill
- handle-mediaSkill
- know-oreolook-creatorSkill
- make-imagesSkill
- optimize-search-runtimeSkill
- oreolook-personaSkill
- recall-memorySkill
- research-webSkill
- synthesize-answerSkill
- write-codeSkill
- write-contentSkill
The file
We split this skill into the rules it gives an agent
9 rules. About 0 are common, 9 are distinctive, and 0 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈9
Distinctive · estimate
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 15
Run independent skills concurrently.
- Distinctive: line 22
If a required subject, reference, scope, location, timeframe, format, or constraint is missing and different choices would materially …
- Distinctive: line 23
Do not ask for optional preferences when a safe, reversible default exists.
- Distinctive: line 27
Treat cancellation, task replacement, unrelated replies, partial answers, and complete answers as distinct transitions.
- Distinctive: line 29
Use web research for information likely to have changed.
- Distinctive: line 30
Use deep research only for genuinely multi-part investigations.
- Distinctive: line 31
Do not invoke media, memory, or export speculatively.
- Distinctive: line 32
Never recall semantic memory for a self-contained current-information request.
- Distinctive: line 34
Never create unbounded tasks.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Orchestrate Search
Build a bounded execution graph. Prefer deterministic routing over an extra model call.
Route
- Resolve any same-session pending clarification before general routing. Validate every indispensable field; explicitly mark safely defaultable fields instead of repeatedly asking for them, and never invent user-supplied values.
- Classify the request without executing tools.
- Select only necessary skills:
research-web,handle-media,recall-memory,export-documents, andsynthesize-answer. - Run independent skills concurrently.
- Preserve dependencies: search → fetch → synthesize → export. Export is a single terminal step after the answer is finalized.
- Stream progress as tasks begin and results arrive.
- Cancel optional work once sufficient evidence exists.
Routing rules
- If a required subject, reference, scope, location, timeframe, format, or constraint is missing and different choices would materially change the result, ask one concise clarification question before calling tools.
- Do not ask for optional preferences when a safe, reversible default exists. State the assumption briefly when it matters.
- Resolve references from supplied message history or session context. If neither contains the referenced item, say what is missing and ask the user to restate or attach it; never invent the missing context.
- A clarification can continue only through the same
session_id, aprevious_response_id, or client-supplied message history. Treat an otherwise context-free request as standalone. - While required fields remain unresolved, call no tools and create no artifacts. Persist the exact missing fields, source turn, and one concise question.
- Treat cancellation, task replacement, unrelated replies, partial answers, and complete answers as distinct transitions. Clear pending state only after validated completion, explicit cancellation, or explicit replacement.
- Answer stable, self-contained questions directly.
- Use web research for information likely to have changed.
- Use deep research only for genuinely multi-part investigations.
- Do not invoke media, memory, or export speculatively.
- Never recall semantic memory for a self-contained current-information request. Memory provides continuity, not fresh evidence.
- Reuse equivalent results already present in request memory.
- Never create unbounded tasks.
Runtime contract
agent: orchestrator
tools: []
timeout_seconds: 2
max_concurrency: 1
output: execution_graphDoes it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

