mlcyclops/lucidagentide · .agents/skills/semantic-compression/SKILL.md

semantic-compression skillA

semantic-compression is agent-read markdown (skill) from mlcyclops/lucidagentide: Aggressively remove grammatical scaffolding LLMs reconstruct while preserving meaning-carrying content. Output may be fragments. Use when compressing text for prompts, reducing token count, preparing context for LLM input, or making documentation more token-efficient. Applies LLM-aware compression rules that delete predictable grammar while preserving semantics..

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 mlcyclops/lucidagentide/semantic-compression@git:20260618.7992a9c
Exact content
mdr add mlcyclops/lucidagentide/semantic-compression@sha256:d71b1d40cac60ff6

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_2bnokom34y6txtbt.svg)](https://markdownregistry.com/a/art_2bnokom34y6txtbt)

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Versions

versioncommittedcommitsizeaudit
git:20260618.7992a9c latest2026-06-18 7992a9c 3,711 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 (3711 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

mlcyclops/lucidagentide · 18 stars · license NOASSERTION · pushed 2026-09-17 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_2bnokom34y6txtbt
GET https://markdownregistry.com/api/v1/resolve?ref=mlcyclops/lucidagentide/semantic-compression
GET https://markdownregistry.com/api/v1/blob/d71b1d40cac60ff670ea0abf8d0e77435fa3b4edad425976db47e70a20ffaa2d

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