brainstorming
Skill11 starsChanged 9 days agoMITView on GitHub
Structured ideation for ambiguous software engineering work. Use when agents need to generate multiple options, compare tradeoffs, or converge on a recommendation before implementation, architecture, domain modeling, API design, migration, refactor, testing strategy, or debugging choices after systematic reproduction. Do not use for simple mechanical tasks, obvious single-path fixes, or active unexplained symptoms; use systematic-debugging first.
190 other projects use a version of this.
Adopted by
Most recently taken up by
- DemonDamon/AgenticXtheir own version, first seen Nov 9, 2026
- roundpilot/superpowers-antigravitytheir own version, first seen Nov 8, 2026
- ainurdev/mystical-assistanttheir own version, first seen Nov 8, 2026
- REPOZY/superpowers-optimizedtheir own version, first seen Nov 8, 2026
- lingyired/status-triotheir own version, first seen Nov 8, 2026
- alunadev/ald-skillstheir own version, first seen Nov 8, 2026
Used with
Projects with it also use chinese-code-review, chinese-commit-conventions and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
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Other versions190 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 190
- obra/superpowers★ 314ksame name
- jnMetaCode/superpowers-zh★ 8.4ksame name
- vudovn/ag-kit★ 8.2ksame name
- vudovn/antigravity-kit★ 8.2ksame name
- JetBrains/thinkrail★ 7.9ksame name
- openai/plugins★ 7.8ksame name
- farm-fe/farm★ 5.6ksame name
- microsoft/FluidFramework★ 4.9ksame name
- BetterTyped/react-zoom-pan-pinch★ 1.9ksame name
- lingyired/status-trio★ 1.8ksame name
180 more not listed
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 repository70 other files it gives its agents.
- AGENTS.mdAGENTS.md
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- postgresql-sql-engineeringSkill
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- The first 60 shown.
The file
We split this skill into the rules it gives an agent
9 rules. 0 are common, 3 are distinctive, and 6 are very specific to this project.
0
Common
Most of the 170 edited versions we read keep these.
3
Distinctive
This author's own choices. Worth a look.
6
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 8
Use this skill to make option generation explicit before choosing a path.
- Distinctive: line 38
Use brainstorming only after reproduction establishes evidence sufficient to compare hypotheses or solution paths.
- Distinctive: line 64
Keep results concise enough for downstream implementation.
- Very specific: line 105
BDD: Use brainstorming to clarify behavior options and acceptance examples, not to replace executable scenarios or tests.
- Very specific: line 108
DDD: Prefer existing domain language, boundaries, invariants, and policies when comparing options.
- Very specific: line 111
Hexagonal Architecture: When options differ by dependency direction, ports/adapters, use cases, or infrastructure isolation, load …
- Very specific: line 115
Clean Architecture: When options differ by use cases, interactors, presenters, interface adapters, or concentric policy/detail boundaries, …
- Very specific: line 118
Onion Architecture: When options differ by domain/application rings around a protected domain model, load onion-architecture after …
- Very specific: line 121
TDD: Use the validation plan to decide the first failing test or regression check.
“Common” is measured: kept by at least 6 in 10 of the 170 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Brainstorming
Use this skill to make option generation explicit before choosing a path. The goal is better engineering judgment, not more ceremony.
When to use
Load this skill when the task has meaningful uncertainty or more than one plausible path:
- ambiguous product or engineering requirements;
- architecture, domain modeling, API design, migration, refactor, or testing strategy decisions;
- debugging choices after systematic reproduction has produced credible hypotheses or solution paths to compare;
- planning that benefits from divergent thinking before convergence;
- decisions where maintainability, domain alignment, testability, simplicity, performance, security, operability, or migration cost may point in different directions.
When not to use
Skip brainstorming when it would add ceremony without changing the outcome:
- simple, mechanical, formatting-only, generated, or already-specified tasks;
- tasks with an obvious single correct implementation;
- small fixes where reading the code and making the narrow change is enough;
- situations where the next honest step is direct repository inspection, reproduction, tests, or validation rather than ideation.
Route active unexplained symptoms to
systematic-debugging before brainstorming.
Use brainstorming only after reproduction establishes evidence sufficient to
compare hypotheses or solution paths.
Workflow
- Frame the problem. Restate the goal, constraints, known facts, and desired outcome in repository or domain language.
- Separate evidence. List facts, assumptions, unknowns, and risks. Do not invent requirements or facts that are not grounded in the prompt, issue, repository docs, code, tests, or observed behavior.
- Generate options. Produce at least two credible candidate approaches before selecting one. Include a conservative option when appropriate.
- Compare tradeoffs. Evaluate maintainability, domain alignment, testability, simplicity, performance, security, operability, migration cost, reversibility, and fit with existing boundaries or coverage.
- Converge. Recommend one path, explain why it is better than the credible alternatives, and name any rejected option that remains tempting.
- Plan validation. Identify evidence that would validate or invalidate the recommendation: code to inspect, tests to add or run, docs to check, metrics, failure reproduction, or review gates.
- Transition. Turn the recommendation into an actionable next step, a small implementation sequence, or a handoff to the appropriate implementation, methodology, debugging, or review skill.
Output shape
Keep results concise enough for downstream implementation. Use this structure by default and omit non-useful subsections:
Problem framing
- Goal:
- Known facts:
- Constraints:
Assumptions, unknowns, and risks
- Assumptions:
- Unknowns:
- Risks:
Candidate options
1. Option A — ...
2. Option B — ...
3. Option C — ...
Tradeoff analysis
- Maintainability:
- Domain alignment:
- Testability:
- Simplicity:
- Performance/security/operability/migration cost:
Recommended approach
- Choose:
- Why:
- Rejected alternatives:
Validation plan
- Evidence to gather:
- Checks/tests/reviews:
Open questions
- Blocking only:Practice integration
- BDD: Use brainstorming to clarify behavior options and acceptance examples,
not to replace executable scenarios or tests. If the outcome needs durable
behavior contracts, load
behavior-driven-developmentorgherkinnext. - DDD: Prefer existing domain language, boundaries, invariants, and policies
when comparing options. Load
domain-driven-designwhen the model itself needs focused design. - Hexagonal Architecture: When options differ by dependency direction,
ports/adapters, use cases, or infrastructure isolation, load
hexagonal-architectureafter choosing whether the extra indirection is worth its cost. - Clean Architecture: When options differ by use cases, interactors,
presenters, interface adapters, or concentric policy/detail boundaries, load
clean-architectureafter deciding those responsibilities matter. - Onion Architecture: When options differ by domain/application rings around
a protected domain model, load
onion-architectureafter confirming the domain behavior justifies the layers. - TDD: Use the validation plan to decide the first failing test or regression
check. Load
test-driven-developmentwhen implementation should proceed by Red-Green-Refactor.
Behavior examples
Scenario: Ambiguous API design benefits from brainstorming
Given an agent sees two viable route or data-shape designs
When the tradeoffs affect domain boundaries, tests, or migration cost
Then the agent compares options before recommending an implementation pathScenario: A narrow mechanical fix skips brainstorming
Given the user asks for a clearly specified typo, formatting, or one-line bug fix
When code inspection shows the implementation path is obvious
Then the agent makes and verifies the narrow change without brainstorming ceremonyAnti-patterns
- Generating only one option and calling it brainstorming.
- Treating brainstorming as a substitute for reading code, docs, tests, or error output.
- Producing vague ideas with no implementation implications.
- Overweighting quick wins when long-term maintainability, security, or domain alignment matters.
- Ignoring existing boundaries, invariants, test coverage, or validation lanes.
- Using brainstorming to avoid making a justified recommendation.
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