semantic-compression SKILL.md skillA
semantic-compression from mlcyclops/lucidagentide is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mlcyclops/lucidagentide/semantic-compression@git:20260618.7992a9cPins git:20260618.7992a9c in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mlcyclops/lucidagentide
- Path
.agents/skills/semantic-compression/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260618.7992a9c, committed Jun 18, 2026
- Size
- 3,711 bytes
- Repository stars
- 27
- License
- a license file GitHub does not identify
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.
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
# Semantic Compression LLMs reconstruct grammar from content words. Remove predictable glue; keep semantic payload. Prefer fragments over sentences. ## Aggressive Stance - Output can be noun/verb stacks, list fragments, or label:value phrases. - Default to deletion; keep function words only when loss changes meaning. - Prefer base verb forms; drop tense/aspect unless timeline is critical. ## Deletion Tiers **Tier 1 — Always delete (even if fragments):** - Articles: a, an, the - Copulas: is, are, was, were, am, be, been, being - Expletive subjects: "There is/are...", "It is..." - Complementizer: that (as clause marker) - Pure intensifiers: very, quite, rather, really, extremely, somewhat - Filler phrases: "in order to" → to, "due to the fact that" → because, "in terms of" → delete - Infinitive "to" before verbs (unless it prevents noun/verb confusion) - Conjunctions when list/contrast obvious: and, or, but **Tier 2 — Delete unless meaning changes:** - Auxiliary verbs: have/has/had, do/does/did, will/would (keep if tense/aspect matters) - Modal verbs: can/could/may/might/should (keep when obligation/permission/possibility is critical; always keep must/must not) …
Read the whole file at its exact version.
How to install
mdr add mlcyclops/lucidagentide/semantic-compression@sha256:d71b1d40cac60ff6The line at the top of this page pins the label git:20260618.7992a9c, 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_2bnokom34y6txtbt)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jun 18, 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 (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
mlcyclops/lucidagentide · 27 stars · license a license file GitHub does not identify · pushed 2026-11-03 · 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
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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