---
title: "Reflection Coach - Air Market"
description: "An agent has been doing work, and something went badly or just not as well as you hoped, and you want it handled better next time. This looks over what the agent recently did and comes back with a su…"
canonical: "https://airmarket.ai/app/reflection-coach"
---

[Air Market](/) / [Automation](/category/automation) / Reflection Coach

Skill by [Paperclip](/@paperclipai)

# Reflection Coach

Make your agents better with fixes drawn from their own record

## What this does

An agent has been doing work, and something went badly or just not as well as you hoped, and you want it handled better next time. This looks over what the agent recently did and comes back with a suggestion for one small change to its instructions that would help, along with the reasons taken from what actually happened. It only suggests. Nothing is altered until you agree.

### Top 3 things it does for you

- Review an agent's recent execution record
- Propose the smallest change that will last
- Show the evidence behind each suggestion

## Information

**Reflection Coach at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [Paperclip](/@paperclipai) |
| Category | [Automation](/category/automation) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 12 KB |
| Licence | MIT |
| Repository | [paperclipai/paperclip](https://github.com/paperclipai/paperclip/tree/b18b0fc39bb35b8596e6f2418a8100317e3ab5fe/packages/skills-catalog/catalog/bundled/paperclip-operations/reflection-coach) |
| GitHub stars | 112,490 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Reflection Coach and flagged nothing. AIR's verdict: **safe**.

**What Reflection Coach's check was run against**

|  |  |
| --- | --- |
| Commit | b18b0fc39bb35b8596e6f2418a8100317e3ab5fe |
| Content hash | b9392c7fc1cf61b5d21fcc317a2980113fb794d3a8477b1519a2e963ee338fca |
| Files read | [Browse the files at this exact commit](https://github.com/paperclipai/paperclip/blob/b18b0fc39bb35b8596e6f2418a8100317e3ab5fe/packages/skills-catalog/catalog/bundled/paperclip-operations/reflection-coach/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Reflection Coach](/security/reflection-coach)

## About Reflection Coach

This reads through another agent's recent execution record and reflects on what happened. From that it produces a proposal: the smallest adjustment that will hold up over time rather than paper over today's problem.

The proposal can be a change to an instruction, to a skill, or to how a tool is described. Every proposal is backed by evidence from the record itself, so what lands in front of you is reasoning, not hunch.

It stops there. Proposals are coaching, never hot-swaps: nothing gets replaced on the spot, and you decide what, if anything, to accept.

## What's inside

- SKILL.md - instructions

## Questions

### Is Reflection Coach safe to install?

AIR scanned this exact version of Reflection Coach and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit b18b0fc39bb3, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/reflection-coach.

### How do I install Reflection Coach?

Open https://airmarket.ai/app/reflection-coach on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/paperclipai/paperclip/tree/b18b0fc39bb35b8596e6f2418a8100317e3ab5fe/packages/skills-catalog/catalog/bundled/paperclip-operations/reflection-coach. Install from that link, not the branch.

## Related on Air Market

- [More Automation listings](/category/automation)
- [Everything by Paperclip](/@paperclipai)

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Canonical URL: <https://airmarket.ai/app/reflection-coach>