self-improving-agent SKILL.md skillA
self-improving-agent from borghei/claude-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add borghei/claude-skills/self-improving-agent@v2.1.0Pins v2.1.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- borghei/claude-skills
- Path
engineering/self-improving-agent/SKILL.md- Versions recorded
- 5
- Latest version
- v2.1.0, committed Jun 22, 2026
- First version recorded
- Mar 30, 2026
- Size
- 8,418 bytes
- Repository stars
- 1,075
- License
- a license file GitHub does not identify
Patterns for AI agents that learn from their own execution, detect failure modes, and improve autonomously. Use when building agents that get better over time, managing auto- memory, or designing self-correcting feedback loops.
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 - Autonomous Learning Patterns Architectural patterns for AI agents that get better with use. Most agents are stateless -- they repeat mistakes because they cannot learn from their own execution. This skill closes that gap with patterns for feedback capture, memory curation, skill extraction, and regression detection. Key insight: auto-memory captures everything, but **curation** turns noise into knowledge. ## Core Capabilities - **Memory curation** — a layered memory stack (CLAUDE.md → MEMORY.md → session), review protocol, and promotion criteria for graduating learnings into enforced rules. - **Feedback loops** — outcome classification, signal extraction, and a capture template that turn every task result into a structured learning. - **Regression detection** — metrics, thresholds, and a response protocol that flags performance degradation within a few sessions. - **Skill extraction** — criteria and a 4-step process to graduate proven patterns into standalone skill packages. - **Meta-learning** — adaptive capture strategy and anti-pattern detection so the agent learns *what* is worth learning. …
Read the whole file at its exact version.
How to install
mdr add borghei/claude-skills/self-improving-agent@sha256:2bedb981a1849aa9The line at the top of this page pins the label v2.1.0, 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.
[](https://markdownregistry.com/a/art_lmvgrclts64vmqxx)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Mar 30, 2026 and Jun 22, 2026, about one every 21 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v2.1.0 latest | 2026-06-22 | 65b93aa | 8,418 B | A | view · diff |
| v2.1.0 | 2026-06-17 | 8980a67 | 7,723 B | A | view · diff |
| v2.0.0 | 2026-06-17 | 0c19211 | 22,302 B | A | view · diff |
| v2.0.0 | 2026-04-02 | d83e68b | 22,440 B | A | view · diff |
| v1.0.0 | 2026-03-30 | 6b5a5d8 | 20,656 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (8418 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
borghei/claude-skills · 1,075 stars · license a license file GitHub does not identify · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_lmvgrclts64vmqxx GET https://markdownregistry.com/api/v1/resolve?ref=borghei/claude-skills/self-improving-agent GET https://markdownregistry.com/api/v1/blob/2bedb981a1849aa95193bb37ab6bdb7c02ed15017b78c62586f222a38a98b7ca
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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