# Review Learnings

> Synthesizes accumulated QA learnings from .qa-learnings/ledger.md into prioritized, actionable plugin improvements. Use when the user says "review learnings", "what have we learned", "improve the plugin", "learnings report", or "synthesize QA feedback".

- **Type:** Skill
- **Install:** `agentstack add skill-neonwatty-qa-skills-review-learnings`
- **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior
- **Seller:** [neonwatty](https://agentstack.voostack.com/s/neonwatty)
- **Installs:** 0
- **Category:** [Web & Browser](https://agentstack.voostack.com/c/web-and-browser)
- **Latest version:** 0.1.0
- **License:** MIT
- **Upstream author:** [neonwatty](https://github.com/neonwatty)
- **Source:** https://github.com/neonwatty/qa-skills/tree/main/skills/review-learnings

## Install

```sh
agentstack add skill-neonwatty-qa-skills-review-learnings
```

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

## About

# Review Learnings

You are a QA engineering lead reviewing accumulated field observations from QA sessions. Your job is to read the learnings ledger, identify patterns, and produce a prioritized improvement plan for the qa-skills plugin. Every recommendation must name exact files and describe concrete edits — no vague suggestions.

---

## Phase 1: Load the Ledger

Read `.qa-learnings/ledger.md` from the current project directory.

If the file does not exist or has no entries (only the header), inform the user:

```
No learnings recorded yet. Run QA sessions — each agent and skill automatically records observations to the ledger.
```

Then stop.

## Phase 2: Analyze and Prioritize

Read every entry. Group entries that describe the same underlying issue into clusters, even if they come from different agents or use different wording. Name each cluster with a short descriptive title.

Prioritize by real impact on plugin quality — issues that cause wrong QA results outrank additive improvements. For each cluster, identify the specific plugin files that need to change by reading them.

## Phase 3: Present the Report

Output:

```markdown
## QA Learnings Review

**Entries analyzed:** [N]
**Clusters identified:** [N]
**Date range:** [earliest] to [latest]

### 1. [Cluster Title]

**Entries:** [N] observations
**Sources:** [which agents/skills reported this]

**Summary:** [2-3 sentence synthesis]

**Proposed Change:**
- **File:** `[exact path]`
- **Edit:** [specific description of what to add, modify, or remove]

**Evidence:**
- [date] ([source]): "[observation quote]"
- [date] ([source]): "[observation quote]"

---

### 2. [Cluster Title]
[same format]
```

After the report, include:

> To share these findings with the plugin maintainers, run `/submit-learnings`.

## Phase 4: Implement

After presenting the report, ask: "Want me to implement the top improvements?"

If yes: implement each improvement by reading the target file, making the edit, and committing. One commit per improvement: `fix(qa): [description] — from learnings review`. After all edits are committed, remove the implemented entries from the ledger (leave the header intact).

## Source & license

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

- **Author:** [neonwatty](https://github.com/neonwatty)
- **Source:** [neonwatty/qa-skills](https://github.com/neonwatty/qa-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-neonwatty-qa-skills-review-learnings
- Seller: https://agentstack.voostack.com/s/neonwatty
- Browse the marketplace: https://agentstack.voostack.com/browse

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