agentleFS
Sagargupta16Sagargupta16/agent-brain/skills/ideate/SKILL.md

ideate

Skill2 starsChanged 11 days agoMITView on GitHub

Structured brainstorming for one of the user's repos or a new project. Inventory what exists (README, pages, TODO.md, issues, commits) so nothing is restated, then a ranked table of 10 to 20 concrete ideas with the gap each fills, effort S/M/L, the user served, unique vs table stakes, a reuse pointer into the user's own repos, and a 3-step next phase; accepted ideas go to TODO.md in its section format. Use when the user says "any more suggestions?", "new project idea, an app like X but not X", "among our apps which should get a mobile app?", "make it unique", or "whats next". Never starts implementing; ideas only until the user says do it.

36 other projects use a version of this.

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Most recently taken up by

Used with

Projects with it also use daily-arxiv, exp-eval 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.
  • LambenthanSkill

    daily-arxiv

    每日从 arXiv 拉取新论文,过滤相关性,auto-ingest 高优先级论文,检测 SOTA 更新

    Also in 5 projects that use this

  • LambenthanSkill

    exp-eval

    实验判决门:Review LLM 独立评判实验结果 → 4 种判决路径 → 自动更新 claims confidence、ideas status、graph edges

    Also in 5 projects that use this

  • skyllwtSkill

    exp-pilot-eval

    Pilot result evaluation — read pilot results, apply success criteria, update idea page (pilot_result, failure_reason if failed), generate PILOT_VERDICT_REPORT. Called by /ideate Phase 5 after /exp-pilot-run.

    Also in 4 projects that use this

  • skyllwtSkill

    exp-pilot-run

    Pilot experiment execution — read Pilot Spec YAML, write pilot code, run experiment(Confirm with the user before operation and require the applicant to conduct manual inspection), return results. Called by /ideate Phase 5. Does NOT modify wiki pages or judge pass/fail.

    Also in 4 projects that use this

  • phanghonghaoSkill

    poster

    HTML/CSS A4 海报生成。从沙龙/活动 Markdown 文件生成科技风 A4 海报 PDF/PNG。Use when user mentions: poster, 海报, 海报生成, make poster, generate poster, 活动海报, 沙龙海报.

    Also in 4 projects that use this

  • +6 more from Lambenthan
  • +1 more from skyllwt

The file

We split this skill into the rules it gives an agent

8 rules. 0 are common, 5 are distinctive, and 3 are very specific to this project.

  • 0

    Common

    Most of the 33 edited versions we read keep these.

  • 5

    Distinctive

    This author's own choices. Worth a look.

  • 3

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Very specific:

    Stop. do it, do 1 3 or "keep making the project better" hands the picked rows to normal coding on one branch.

    line 87
  2. Very specific:

    Never start implementing: no branch, no scaffold, no file edits outside TODO.md, until the user says do it or names rows.

    line 105
  3. Distinctive:

    Never pad with generic SaaS features (dark mode, notifications, "AI chatbot", gamification) unless tied to a gap in this repo's data or …

    line 107
  4. Distinctive:

    Never restate a feature that exists.

    line 109
  5. Distinctive:

    Never write "unique" or "never made before" without the step 6 query quoted.

    line 111
  6. Distinctive:

    Never exceed 20 ideas or offer three options where the user asked which.

    line 112
  7. Distinctive:

    Never rewrite or delete existing TODO.md sections.

    line 114
  8. Very specific:

    Never create a repo or commit (ship) unless asked.

    line 116

“Common” is measured: kept by at least 6 in 10 of the 33 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.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

ideate

Some asks want ideas rather than code: "what more features can we add to make this unique?", "any more suggestions?", "new project idea, an app like X but not X", "among our apps which should get a mobile app?". The usual failures: ideas that already exist in the repo, generic SaaS padding, and an agent that starts building. This skill ends at the table.

Read first

  • The repo: README.md, CHANGELOG.md, TODO.md if present, the pages or routes directory (frontend/src/pages, src/app, src/routes, or the FastAPI routers/), gh issue list --state open --limit 50, git log --oneline -20
  • The workspace TODO.md if the user keeps one: the backlog and its section format
  • Build vs install vs reuse: existing own code beats an installed tool beats new code; brain recall reuse and brain recall stack for prior decisions
  • A design skill, if installed, when the ideas are UI
  • Prior-art and competitor lookups go through web fetch or a search tool, never a browser automation tool

Procedure

  1. Scope: which repo, or "new project". An ambiguous name (two repos could match) gets one question; otherwise state the assumption and go.
  2. Inventory, and print the counts: N pages or routes, M open issues, K TODO items, last release date, the feature list from the README. Every idea is checked against this list before it is written down.
  3. Users: name the one to three user types the repo actually serves, from the README, not invented personas. Each idea maps to one.
  4. Generate 10 to 20 ideas. For each: one line what, one line why tied to a gap from step 2 (a missing page, an open issue, a TODO, a competitor feature found in step 6), effort (S under one evening, M a weekend, L multi-week), user served, reuse pointer (which of the user's repos already has the piece: a file parser, a chart component, an API client, a media store, an MCP server), and when the user said make it unique, a tag: unique (no tool found in step 6 does it) or table stakes (expected, not differentiating).
  5. Rank: score = impact (1 to 3) * reach (1 to 3) / effort (S 1, M 2, L 3); sort descending; ties broken by reuse (more reuse first). Print the score.
  6. Prior art for unique claims and for new project ideas: gh search repos "<two keywords>" --sort stars --limit 5 plus one fetch of the obvious competitor. "Never made before" is written only when the search came back empty or clearly different, with the query quoted.
  7. New project ideas: constrain to the user's stack, hosting and audience (read them from the workspace CLAUDE.md or brain recall stack; for example React + Vite or FastAPI, Expo for mobile, a static host or a serverless platform, mobile-first users). 5 to 10 ideas, same columns plus a prior-art column.
  8. "Which of our apps should get X": a decision table across the candidates (backend reusable, data model ready, daily-use motivation, needs native features, effort), then one recommendation with its tradeoff. If TODO.md already holds a parked entry for one candidate, cite it rather than re-deriving it.
  9. Next phase: three steps the user could answer with do it, each with the check that proves it done (a route exists, a test passes, a URL responds).
  10. Persist only on acceptance (yes, 1 3 5, add these, remember): append to the repo TODO.md if it exists, else to the workspace TODO.md, one section per idea, separated by ---:

    ## <Idea title>
    **Status**: Planned | Parked (<YYYY-MM-DD>) | Idea (<YYYY-MM-DD>)
    
    - <what>
    - <why, effort, user>
    - Decided <YYYY-MM-DD>: <the user's words on why it is in or out>

    Re-read the appended block and report its line range. No commit; ship does that when asked.

  11. Stop. do it, do 1 3 or "keep making the project better" hands the picked rows to normal coding on one branch; this skill's job ended at the table.

Output

inventory: 26 pages, 4 open issues, 6 TODO items, last release <YYYY-MM-DD>

| # | idea | gap it fills | effort | user | unique or table | reuse from | score |
| 1 | ... | open issue, no export | S | self-hosting user | table | <repo>/src/export.ts | 9.0 |

next phase: 1. <step> (check: ...) 2. ... 3. ...
appended: <path> lines a to b | nothing yet, waiting for the user's pick

Must not

  • Never start implementing: no branch, no scaffold, no file edits outside TODO.md, until the user says do it or names rows.
  • Never pad with generic SaaS features (dark mode, notifications, "AI chatbot", gamification) unless tied to a gap in this repo's data or users.
  • Never restate a feature that exists; the inventory check in step 2 is the gate, and a restated feature is a defect.
  • Never write "unique" or "never made before" without the step 6 query quoted.
  • Never exceed 20 ideas or offer three options where the user asked which; one recommendation with the tradeoff.
  • Never rewrite or delete existing TODO.md sections; append only, and flip a Status only when the user says decided.
  • Never create a repo or commit (ship) unless asked.

Non-goals

Building the idea (normal coding, then ship), scaffolding a repo, UI critique (a design skill, if installed), bug audits (code-review, repo-audit), cited research reports (a research skill, if installed).

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