chainlesschain/chainlesschain · desktop-app-vue/src/main/ai-engine/cowork/skills/builtin/self-improving-agent/SKILL.md

self-improving-agent skillA

self-improving-agent is agent-read markdown (skill) from chainlesschain/chainlesschain: 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.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add chainlesschain/chainlesschain/self-improving-agent@v1.2.0
Exact content
mdr add chainlesschain/chainlesschain/self-improving-agent@sha256:5ca561ac3f157eef

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

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

0 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
v1.2.0 latest2026-08-28 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. Deterministic, no model, 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 (2889 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 NOASSERTION · pushed 2026-09-18 · 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/5ca561ac3f157eef60227aecb23cde9cc23711f490023acc76f66da9fd5ed8c9

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.