Ideas: Capture & Integrate
SkillAI & modelsCapture and integrate improvement ideas for the shared Claude Code and Codex infrastructure. Use when recording an infrastructure enhancement for later review rather than implementing it immediately.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Ideas: Capture & Integrate skill
What this skill tells your AI
The instructions your AI receives, as published by flonat/flonat-research in skills/ideas/SKILL.md and read by ahel’s review.
An inbox for improvement ideas — the gap between
[LEARN]tags (immediate corrections) andskill-extract(full skill creation). Captures raw improvement ideas and periodically integrates the best ones into the system.
Two Modes
| Mode | Trigger | What it does |
|---|---|---|
| Capture | ideas capture [text] | Append a structured idea entry to log/ideas.md |
| Integrate | ideas integrate | Review unprocessed ideas and turn them into actions |
Mode 1: Capture
With argument: ideas capture [text]
Parse the text and append a structured entry to log/ideas.md.
Without argument: ideas capture
Ask interactively:
- "What's the idea?" (free text)
- "Where did this come from?" (current session / external repo / user feedback / reading)
Entry Format
## [YYYY-MM-DD] [category] Idea title
- **Quality:** [high] | [medium]
- **Source:** [session | external:repo-name | user-feedback | reading:source]
- **Proposed action:** One-sentence description of what to do
- **Details:** [the idea text, expanded if needed]
- **Status:** unprocessed
Auto-Classification
Classify each idea into one of these categories based on content:
| Category | Signal words / patterns |
|---|---|
[skill-design] | "new skill", "workflow for", "automate", "slash command" |
[rule] | "always", "never", "enforce", "prevent", "require" |
[workflow] | "process", "steps for", "how to handle", "protocol" |
[infrastructure] | "hook", "MCP", "settings", "permissions", "symlink" |
[research] | "method", "analysis", "paper", "experiment", "data" |
Quality Rating
| Rating | Criteria |
|---|---|
[high] | Specific, actionable, addresses a known friction point or recurring issue |
[medium] | Interesting but needs more thought, or addresses a minor convenience issue |
Skip [low] ideas — if it's not worth recording, don't record it.
After Capture
Confirm: "Idea captured in log/ideas.md. You have [N] unprocessed ideas — run ideas integrate when ready to act on them."
Mode 2: Integrate
Trigger: ideas integrate [since:YYYY-MM-DD] [dryrun]
Step 1: Read State
Read log/.ideas-state.json to find the last integration date. If since: argument is provided, use that instead. If no state file exists, process all entries.
Step 2: Gather Unprocessed Ideas
Read log/ideas.md and collect all entries with **Status:** unprocessed (optionally filtered by date).
Step 3: Classify Each Idea
For each unprocessed idea, classify as:
| Type | Description | Action |
|---|---|---|
| Direct proposal | Specific edit to a known file — can be implemented now | Present the edit for approval |
| Investigation | Needs research or design before implementation | Create a vault task |
| Duplicate | Already covered by an existing skill, rule, or convention | Mark as duplicate with reference |
| Declined | Not worth pursuing after reflection | Mark as declined with reason |
Step 4: Present for Approval
Show a summary table:
| # | Idea | Category | Quality | Proposed action | Classification |
|---|------|----------|---------|-----------------|---------------|
| 1 | ... | [rule] | [high] | ... | Direct proposal |
| 2 | ... | [skill-design] | [medium] | ... | Investigation |
Ask: "Which ideas should I act on? (all / numbers / skip)"
Step 5: Execute Approved Ideas
- Direct proposals: Make the edit, following break-the-glass rules for protected files
- Investigations: Create a vault task in the Tasks Tracker with:
- Task name: "Investigate: [idea title]"
- Source: "Ideas inbox"
- Priority: High for
[high]quality, Medium for[medium] - Description: Full idea text + proposed approach
Step 6: Update State
Update each processed entry's status in log/ideas.md:
**Status:** implemented (YYYY-MM-DD)— direct proposal was executed**Status:** task-created (YYYY-MM-DD)— vault task created for investigation**Status:** duplicate → [reference]— already exists**Status:** declined — [reason]— not worth pursuing
Write log/.ideas-state.json:
{
"last_integration": "YYYY-MM-DD",
"total_captured": N,
"total_implemented": N,
"total_pending": N
}
Dry Run Mode
When dryrun is specified, run steps 1-4 only — classify and present, but don't execute or update state. Useful for reviewing the backlog without committing to action.
Important Notes
- Ideas are not tasks — they're raw material that may or may not become actionable
- The capture threshold is deliberately low — if something seems worth noting, capture it
- Integration should happen periodically (weekly or when the backlog reaches 10+ ideas)
- This skill complements
[LEARN]tags (which record corrections) andskill-extract(which creates full skills) - Break-the-glass rules still apply — direct proposals that modify protected files need confirmation
Signals
- GitHub stars
- 133
- Forks
- 24
- Last commit
- Aug 2026
Advanced
- Catalog kind
- skill
- Gateway key
ideas- Source
- github.com/flonat/flonat-research