sips-context-distiller SKILL.md skillA
sips-context-distiller 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-context-distiller@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-context-distiller/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260720.dcc8fa1, committed Jul 20, 2026
- Size
- 670 bytes
- Repository stars
- 8
- License
- MIT
Extract bounded, source-linked context from large files or many inputs. Use when context is too large, files are oversized, or a task needs concise excerpts.
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 Context Distiller Use `homebase_context_scan` to find context-drain risks and `homebase_distill_context` to extract bounded excerpts from the relevant files. Keep excerpts source-linked with paths and line references where possible. Mark omissions explicitly; a distilled packet is working context, not full-file proof. If exact behavior matters, follow the distilled packet by reading the precise source lines before editing or making a final claim.
Read the whole file at its exact version.
How to install
mdr add rasputinkaiser/self-improvement-plugin/sips-context-distiller@sha256:aaa7d143b6e6b319The 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_ouotjioia5nhispu)
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 (670 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_ouotjioia5nhispu GET https://markdownregistry.com/api/v1/resolve?ref=rasputinkaiser/self-improvement-plugin/sips-context-distiller GET https://markdownregistry.com/api/v1/blob/aaa7d143b6e6b319a672046fc9dc6e321a725b23bb44be828075876fae40a662
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.