research-fleet
Skill1 starsChanged 8 months agoMITView on GitHub
Parallel research using Fleet wave mechanics. Spawns multiple scout agents, each investigating a different angle of the same question. Findings are compressed between waves. Produces a unified research brief from multiple independent perspectives.
2 other projects use a version of this.
Adopted by
Most recently taken up by
- mayankjain1815-commits/CITADELtheir own version, first seen Oct 13, 2026
- SethGammon/Armoryword for word, first seen Mar 26, 2026
Other versions2 projects use a version of this.
Word for word · 1
- SethGammon/Armory★ 19100% same
Edited · 0
None found.
Wrote their own version · 1
- mayankjain1815-commits/CITADEL★ 4same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository13 other files it gives its agents.
- ascii-diagramSkill
- doc-genSkill
- experimentSkill
- live-previewSkill
- qaSkill
- refactorSkill
- researchSkill
- reviewSkill
- scaffoldSkill
- session-handoffSkill
- systematic-debuggingSkill
- test-genSkill
- triageSkill
The file
Show its rules and text
We split this skill into the rules it gives an agent
13 rules. About 0 are common, 11 are distinctive, and 2 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈11
Distinctive · estimate
This author's own choices. Worth a look.
2
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 22
Use this when the question is broad enough that multiple perspectives would produce better results than depth on a single thread.
- Distinctive: line 32
If the question is narrow and focused, use /research instead.
- Distinctive: line 64
Create an isolated worktree
- Distinctive: line 69
All scouts run in parallel.
- Distinctive: line 75
Read all scout findings
- Distinctive: line 85
If gaps or conflicts exist:
- Very specific: line 95
Write the unified report to .planning/research/fleet-{slug}/REPORT.md:
- Distinctive: line 142
If a scout exceeds its timeout, skip it and proceed with other scouts' results.
- Distinctive: line 147
Every scout prompt MUST include this instruction:
- Distinctive: line 164
No web access available: Run all scouts in local-only mode.
- Very specific: line 166
.planning/research/does not exist: Create it (including the fleet-{slug}/ subdirectory) before any scout writes its findings. - Distinctive: line 167
A scout times out: Treat its angle as a gap. Record it in the final report's Open Questions section.
- Distinctive: line 172
Every scout must produce a findings document
≈ “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
/research-fleet — Parallel Multi-Scout Research
Identity
/research-fleet is /research scaled to parallel execution. Instead of one agent running 2-4 queries sequentially, multiple scout agents investigate different angles simultaneously. Each scout produces independent findings. Between waves, findings are compressed into a unified brief.
Use this when the question is broad enough that multiple perspectives would produce better results than depth on a single thread.
When to Use Over /research
- Evaluating multiple competing technologies or approaches
- Researching a topic with distinct sub-questions that don't depend on each other
- Time-sensitive research where parallel execution matters
- Any research question that naturally decomposes into 3+ independent angles
If the question is narrow and focused, use /research instead. Don't parallelize what a single agent can answer in 5 minutes.
Inputs
The user provides:
- question: The research topic or question
- angles (optional): Specific sub-questions to investigate. If not provided, the skill decomposes the question into 3-5 angles automatically.
Protocol
Step 1: DECOMPOSE
Break the research question into 3-5 independent angles:
Example: "Should we migrate from Express to Fastify?"
- Scout 1: Performance benchmarks (Express vs Fastify vs Hono, latest data)
- Scout 2: Migration effort (breaking changes, middleware compatibility, ecosystem)
- Scout 3: Community health (GitHub stars trend, npm downloads, maintainer activity)
- Scout 4: Production war stories (who migrated, what broke, was it worth it)
Each angle must be:
- Independent (scout doesn't need another scout's findings to do its work)
- Specific (one clear question per scout)
- Answerable (3-6 sources should be sufficient)
Step 2: DEPLOY WAVE 1
Spawn one scout agent per angle using Fleet wave mechanics:
For each scout:
- Create an isolated worktree
- Inject the scout's specific angle as the research question
- Each scout follows the /research protocol (formulate, search, extract, write)
- Each scout writes its findings to
.planning/research/fleet-{slug}/{angle-slug}.md
All scouts run in parallel. Wait for all to complete.
Step 3: COMPRESS
After Wave 1 completes:
- Read all scout findings
- Identify:
- Consensus: findings that multiple scouts independently confirmed
- Conflicts: findings that contradict each other (flag these prominently)
- Gaps: angles that didn't produce strong results (consider a Wave 2)
- Surprises: unexpected findings that change the framing of the question
- Compress into a unified brief (~500 tokens)
Step 4: WAVE 2 (Optional)
If gaps or conflicts exist:
- Spawn targeted scouts to resolve specific conflicts or fill gaps
- Each Wave 2 scout receives the compressed brief from Wave 1 as context
- Wave 2 scouts don't re-research what Wave 1 already covered
Skip Wave 2 if Wave 1 produced clear, consistent findings.
Step 5: REPORT
Write the unified report to .planning/research/fleet-{slug}/REPORT.md:
# Research Fleet: {Topic}
> Question: {The original question}
> Date: {ISO date}
> Scouts: {N} across {waves} wave(s)
> Confidence: {overall: high/medium/low}
## Consensus Findings
{Findings confirmed by 2+ scouts}
## Conflicts
{Findings where scouts disagreed — present both sides}
## Key Findings by Angle
### {Angle 1}: {title}
{Summary from scout 1}
Source: {scout report path}
### {Angle 2}: {title}
{Summary from scout 2}
Source: {scout report path}
...
## Recommendation
{2-3 sentences: what the evidence says, what the recommendation is}
## Open Questions
{What couldn't be resolved — needs human judgment}Also log to .planning/telemetry/agent-runs.jsonl:
{"event":"research-fleet-complete","slug":"{slug}","scouts":0,"waves":0,"timestamp":"ISO"}Safety Rules
- Maximum 5 scouts per wave (don't burn tokens on diminishing angles)
- Maximum 2 waves (if Wave 2 doesn't resolve it, the question needs human judgment)
- Each scout follows /research quality gates (sources, confidence, evidence)
- Scout findings are independent. No scout reads another scout's output during the same wave.
- Scout timeout: 15 minutes (configurable via
harness.jsonagentTimeouts.research). If a scout exceeds its timeout, skip it and proceed with other scouts' results. A timed-out scout's angle becomes a "Gap" in the final report.
WebFetch Restrictions
Every scout prompt MUST include this instruction:
Do NOT use WebFetch on GitHub repository pages (github.com/{user}/{repo}). These pages are massive HTML documents (500KB+) that hang the fetcher indefinitely. Instead:
- Use WebSearch to find information about repos (search snippets contain what you need)
- If you need a repo's README content, fetch the raw URL:
https://raw.githubusercontent.com/{user}/{repo}/{branch}/README.md- Never fetch rendered GitHub pages: issues, pull requests, repo root, or file views
This restriction exists because a real research-fleet run hung for 38+ minutes
on WebFetch(https://github.com/jehna/readme-best-practices) with zero output.
The circuit breaker didn't catch it because the tool didn't fail — it just
never completed.
Fringe Cases
- No web access available: Run all scouts in local-only mode. Each scout searches the codebase, reads docs, and produces findings from local sources. Note the limitation in the final REPORT's confidence level.
- Search returns nothing relevant for a scout angle: The scout should broaden its query, try one alternative angle, and if still empty, report "No strong evidence found for this angle" rather than fabricating findings. The gap becomes an Open Question in the final report.
.planning/research/does not exist: Create it (including thefleet-{slug}/subdirectory) before any scout writes its findings. Never error on a missing output directory.- A scout times out: Treat its angle as a gap. Record it in the final report's Open Questions section. Do not block the rest of the wave.
- Question decomposes into fewer than 3 independent angles: Fall back to
/research(single agent) rather than forcing artificial parallelism.
Quality Gates
- Every scout must produce a findings document
- Conflicts must be explicitly flagged, not silently resolved
- The compressed brief must be written before spawning Wave 2
- The final report must answer the original question or state why it can't
Exit Protocol
---HANDOFF---
- Research Fleet: {topic}
- Scouts: {N} across {waves} wave(s)
- Consensus: {one-line summary of agreed findings}
- Conflicts: {any unresolved disagreements}
- Recommendation: {one-line}
- Report: .planning/research/fleet-{slug}/REPORT.md
---Does 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.

