self-improving-agent SKILL.md skillA

self-improving-agent from chainlesschain/chainlesschain is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add chainlesschain/chainlesschain/self-improving-agent@v1.2.0

Pins v1.2.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
chainlesschain/chainlesschain
Path
desktop-app-vue/src/main/ai-engine/cowork/skills/builtin/self-improving-agent/SKILL.md
Versions recorded
5
Latest version
v1.2.0, committed Sep 20, 2026
First version recorded
Jun 3, 2026
Size
2,905 bytes
Repository stars
11
License
a license file GitHub does not identify

自动学习改进,记录错误和修正 - Auto-learn from mistakes, track errors and corrections, analyze patterns, and improve responses over time.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Self-Improving Agent

Auto-learn from mistakes, track errors and corrections, and improve over time.

## Usage

```
/self-improving-agent record-error <error_description> fix: <correction>
/self-improving-agent analyze-patterns
/self-improving-agent suggest-improvements
/self-improving-agent show-history [--limit N]
/self-improving-agent clear-history
```

## Actions

| Action | Description |
| --- | --- |
| `record-error` | Record an error with its correction for future learning |
| `analyze-patterns` | Analyze recorded errors for recurring patterns |
| `suggest-improvements` | Generate improvement suggestions based on history |
| `show-history` | Display recorded error/correction history |
| `clear-history` | Clear all recorded history |

## Examples

- Record a bug fix: `/self-improving-agent record-error "null pointer in user service" fix: "added optional chaining"`
- View patterns: `/self-improving-agent analyze-patterns`
- Get tips: `/self-improving-agent suggest-improvements`

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add chainlesschain/chainlesschain/self-improving-agent@sha256:b1a2d499247fae39

The line at the top of this page pins the label v1.2.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_6xjzyzxswvsjwckb.svg)](https://markdownregistry.com/a/art_6xjzyzxswvsjwckb)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Jun 3, 2026 and Sep 20, 2026, about one every 27 days.

versioncommittedcommitsizeaudit
v1.2.0 latest2026-09-20 edd49e1 2,905 BA view · diff
v1.2.02026-08-28 97d7cee 2,889 BA view · diff
v1.2.02026-08-28 39b3936 2,872 BA view · diff
v1.2.02026-08-28 c29953e 2,872 BA view · diff
v1.2.02026-06-03 3b0b2dc 2,727 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (2905 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

chainlesschain/chainlesschain · 11 stars · license a license file GitHub does not identify · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_6xjzyzxswvsjwckb
GET https://markdownregistry.com/api/v1/resolve?ref=chainlesschain/chainlesschain/self-improving-agent
GET https://markdownregistry.com/api/v1/blob/b1a2d499247fae396c18d090094f59c9a8f342126cdb49c57b95af52ec19fa7a

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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