# Reflect

> >-

- **Type:** Skill
- **Install:** `agentstack add skill-iliaal-ai-skills-reflect`
- **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior
- **Seller:** [iliaal](https://agentstack.voostack.com/s/iliaal)
- **Installs:** 0
- **Category:** [Agent Skills](https://agentstack.voostack.com/c/agent-skills)
- **Latest version:** 0.1.0
- **License:** MIT
- **Upstream author:** [iliaal](https://github.com/iliaal)
- **Source:** https://github.com/iliaal/ai-skills/tree/master/skills/reflect

## Install

```sh
agentstack add skill-iliaal-ai-skills-reflect
```

Requires the [AgentStack CLI](https://agentstack.voostack.com/docs/cli). Works with Claude Code, Cursor, and any MCP-compatible agent.

## About

# Reflect

## Success Criteria

- Every mistake/friction point cites the specific moment and its impact
- Improvements are actionable and prioritized (cap defined in step 4)
- Each skill audit proposes measurable changes (not vague suggestions)
- User is asked which items to persist to memory
- If review activity occurred, review-trap patterns are captured to persistent memory, or explicitly marked as "none"

## Process

### 1. Session Review

Scan the full conversation. For each finding, cite the specific exchange (quote or paraphrase) and its impact.

| Category | Signal |
|----------|--------|
| **Mistakes** | Wrong outputs, incorrect assumptions, hallucinated facts |
| **Friction** | Repeated clarifications, verbose responses, misread intent |
| **Wasted effort** | Work discarded, wrong approaches tried first |
| **Wins** | Approaches worth repeating, smooth interactions |

Skip one-time typos, external tool failures, and issues outside agent control.

### 2. Review Activity Scan (if applicable)

If the session included PR or MR review activity in either direction, run this scan before moving on. Skip only if no reviews happened.

**Inbound (my code was reviewed):** For each review comment received:
- Did I accept it? If yes, what pattern did the reviewer catch that I missed? Is it a recurring blind spot? Capture the one-liner to persistent memory.
- Did I push back? If I was right and the reviewer was wrong, nothing to capture. If I was wrong and had to retract mid-thread, capture what I learned.

**Outbound (I reviewed someone else's code):** For each comment I authored:
- Was it accepted? Nothing to capture -- good call.
- Was it rejected with a valid counter? That's a review trap. Capture the pattern: what heuristic did I apply that produced a wrong comment?

"No harvestable items" is a valid outcome -- say so explicitly. Don't let the step quietly drop off.

### 3. Operational Learnings

Before listing improvements, scan the session for operational insights worth preserving. Apply the 5-minute filter: would knowing this save 5+ minutes in a future session? If yes, include it. Examples: a project-specific quirk, a command that failed unexpectedly, an approach that worked better than expected.

### 4. Improvements

Numbered list of **concrete improvements**, ranked by impact. Each item: one sentence, imperative, actionable. Cap at 10 items: if more surface, the bottom items are noise -- drop them rather than batching or splitting.

Ask: *"Which of these should I remember for future chats?"*

Save approved items to memory files at `~/.claude/projects//memory/` (replace `` with the slug matching the current working directory, e.g., `-home-ilia-ai-whetstone`) using the Write tool with proper frontmatter (see MEMORY.md index).

### 5. Skill Audit (if skills were used)

For each skill invoked during the session:

**A. Self-check gate** -- If the skill lacks success criteria + verification loop:
- Add `## Success Criteria` at top (3-5 measurable checks)
- Add `## Self-Check` at bottom: "Verify all success criteria are met before presenting output. If not, iterate (max 5 times)."

**B. Token efficiency** -- Flag: redundant phrasing, mergeable sections, oversized examples, "Claude already knows this" content, inert frontmatter metadata.

**C. Other** -- Missing edge cases, vague directives (rewrite as measurable criteria or remove), naked negations (add "do Y instead" or remove).

Present proposed changes as diffs. Ask: *"Apply these? (all / pick / skip)"*

### 6. Capture Markers

**The `remember:` prefix** is the highest-confidence capture signal. When the user writes a message beginning with `remember:`, treat everything after the colon as a memory candidate — no interpretation required. Save directly to the appropriate memory file with a one-line summary and the user's exact phrasing. Example: `remember: we never use Pest, always PHPUnit` → save to `feedback_phpunit_over_pest.md`.

**Correction patterns to watch for** (lower-confidence, batch these for review at `/ia-reflect` time):
- "no, use X" / "actually, X" / "don't use Y, use X"
- "stop doing X" / "never X"
- "that's wrong — the right way is..."
- repeated clarifications of the same thing within a session

**Optional capture hook**: a `UserPromptSubmit` hook can pattern-match the markers above into `~/.claude/learnings-queue.json` as the user types, so `/ia-reflect` processes the queue deterministically instead of re-scanning the full transcript. Not shipped with this skill; document the convention and leave implementation to users who need it.

### 7. Pattern Detection

If 2+ similar tasks appear that no existing skill covers, suggest a new skill (1-2 sentence description). Create only after confirmation.

**Proactive trigger:** When the user corrects you, clarifies the same thing twice, or shows frustration, append: "Tip: Type `/ia-reflect` when you're ready -- I'll review what we can improve."

## Self-Check

Before presenting output, verify all success criteria are met. If any fail, revise (max 5 iterations).

## Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

- **Author:** [iliaal](https://github.com/iliaal)
- **Source:** [iliaal/ai-skills](https://github.com/iliaal/ai-skills)
- **License:** MIT

Install and usage instructions live in the source repository linked above.

## Pricing

- **Free** — Free

## Security capabilities

Automated source analysis of v0.1.0 — what this tool can access:

- **Network access:** no
- **Filesystem access:** no
- **Shell / process execution:** no
- **Environment & secrets:** no
- **Dynamic code execution:** no

*"Yes" means the capability is present in the source — more access means more to trust, not that it is unsafe.*


## Versions

- **0.1.0** — security scan: passed — Imported from the upstream source.

## Links

- Listing page: https://agentstack.voostack.com/l/skill-iliaal-ai-skills-reflect
- Seller: https://agentstack.voostack.com/s/iliaal
- Browse the marketplace: https://agentstack.voostack.com/browse

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Listed on AgentStack — the marketplace for AI agent skills and MCP servers. Every listing is security-reviewed. Creators keep 70%.