sips-selfloop SKILL.md skillA
sips-selfloop from rasputinkaiser/self-improvement-plugin is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add rasputinkaiser/self-improvement-plugin/sips-selfloop@git:20260720.dcc8fa1Pins git:20260720.dcc8fa1 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- rasputinkaiser/self-improvement-plugin
- Path
skills/sips-selfloop/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260720.dcc8fa1, committed Jul 20, 2026
- Size
- 2,104 bytes
- Repository stars
- 8
- License
- MIT
Start, inspect, or continue a persistent SIPS self-improvement loop. Use when the user asks for /selfloop, wants the agent to iteratively improve itself, or wants a goal dedicated only to SIPS and agent capability.
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
# SIPS Selfloop Start or control the persistent loop with `python3 scripts/goal_state.py selfloop-set "<focus>"` from the SIPS plugin root, following `commands/selfloop.md`. Use the `homebase_selfloop` MCP tool instead when the live server exposes it. For each active cycle, establish a measured baseline, select one evidence-backed self-improvement target, checkpoint, make the smallest useful change, verify the gain against the baseline, and record the outcome. Restrict work to SIPS or the agent's reasoning, tools, memory, verification, context efficiency, autonomy, and self-correction. Do not substitute unrelated product work or cosmetic churn. After a proven gain, run `python3 scripts/goal_state.py selfloop-record improved "<proof-bearing summary>"` (or `homebase_selfloop` with action `record` when exposed), then record any durable lesson through SIPS Memory Fabric. Continue immediately while the goal is active. Two independent plateau cycles may complete the current objective. A real external block pauses the loop; an explicit stop clears it. ## Cost-bounded planning and review For a planning or research-heavy cycle, use one drafting pass, one independent …
Read the whole file at its exact version.
How to install
mdr add rasputinkaiser/self-improvement-plugin/sips-selfloop@sha256:31aa2fee72284a2aThe line at the top of this page pins the label git:20260720.dcc8fa1, 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_jfi5ambolca4jusj)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jul 20, 2026.
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 (2104 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
rasputinkaiser/self-improvement-plugin · 8 stars · license MIT · pushed 2026-09-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_jfi5ambolca4jusj GET https://markdownregistry.com/api/v1/resolve?ref=rasputinkaiser/self-improvement-plugin/sips-selfloop GET https://markdownregistry.com/api/v1/blob/31aa2fee72284a2a51b03971c80ccf6c71f33815ceafb3138819fd47623071e8
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.