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Md Compressor

skill-hashlips-agent-skills-md-compressor · by HashLips

Compresses Markdown to minimal token form while preserving facts and agent-executable intent; duplicates sources first and compresses skill packages (SKILL.md plus reference MD). Use when reducing context cost in docs, skills, or prompts at light, medium, heavy, or extreme compression.

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Install

$ agentstack add skill-hashlips-agent-skills-md-compressor

✓ scanned · ✓ verified — works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

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About

MD Compressor

Shrink Markdown to the smallest workable form for agents. Never edit originals — duplicate first, compress the copy only.

End Goal

The machine must still know what to do after compression — at every level, including extreme.

  • Always preserve: actionable requirements, constraints, steps, decisions, numbers, commands, paths (per level rules), and skill triggers (name, usable description).
  • May be reduced as levels increase: tone, encouragement, examples, edge-case color, and duplicate explanations — some context and “feel” can be lost; that is an expected tradeoff.
  • Never acceptable: an agent reading only the compressed copy cannot determine what action to take, what order to do it in, or what must not be violated.
  • If executability is at risk: keep the longer form, revert that fragment, or step down one compression level for that line or file.

Heavier compression = fewer tokens, not a different skill. When reporting results, note that heavy / extreme copies may omit nuance but must remain agent-executable.

Non-Negotiable Safety

  1. Duplicate before compress — copy the target skill folder or MD file; write all compressed output into the copy.
  2. Source stays intact — do not save compression edits to the original path.
  3. Confirm target — state source path, copy path, and compression level before editing.

Core Rules

  1. Facts are immutable — requirements, constraints, numbers, paths, commands, and decisions stay exact.
  2. Level is explicit — default light unless the user asks for medium, heavy, or extreme.
  3. Skill = whole package — compress SKILL.md and every .md under references/ in the duplicated folder; copy non-text assets unchanged.
  4. Text only — compress Markdown and plain text; skip binaries, images, and non-text assets.
  5. No semantic drift — if shortening risks changing meaning or what the agent should do, keep the longer form.
  6. Agent-executable over minimal — prefer tokens saved only when the compressed copy still answers: what to do, in what order, under what constraints.
  7. Valid skill output — preserve YAML frontmatter keys (name, description); keep description trigger-clear even when shortened.

Compression Levels

| Level | Goal | Human-readable | | --- | --- | --- | | light | Tight sentences; keep structure and punctuation | Yes | | medium | Light + abbreviations, symbol swaps, denser lists | Mostly | | heavy | Minimum tokens; machine-parseable over readable | Optional | | extreme | Heavy + whitespace strip + short ref filenames and links | No |

Level definitions: [references/compression-levels.md](references/compression-levels.md).

Workflow

  1. Intake — single file, folder, or skill package; pick light, medium, heavy, or extreme.
  2. Duplicate — [references/safe-copy-workflow.md](references/safe-copy-workflow.md).
  3. Scope files — skill packages: [references/skill-package-handling.md](references/skill-package-handling.md).
  4. Compress — per-file pass: [references/compression-workflow.md](references/compression-workflow.md).
  5. QA — [references/quality-checklist.md](references/quality-checklist.md).

Output Contract

  • First line of each compressed file body: Compression: light|medium|heavy|extreme (after frontmatter when present).
  • light / medium / heavy: output remains valid Markdown (heavy may be dense but parseable).
  • extreme: whitespace-stripped; may be a few very thin lines — facts and literals intact; agent-parseable over human-readable.
  • extreme (skill packages): may rename references/*.md to short names and rewrite all internal links; see [references/extreme-path-shortening.md](references/extreme-path-shortening.md).
  • Preserve heading hierarchy unless flattening is lossless (light/medium); heavy/extreme may collapse when intent is unchanged.
  • Keep external URLs, CLI paths, and fenced code literals intact; internal ref paths may shorten at extreme only.
  • Add a one-line abbreviation legend at top only when heavy/extreme uses non-map shorthand (omit legend at extreme if it costs more tokens than it saves).

Reference Index

  • Duplicate-first safety and naming: [references/safe-copy-workflow.md](references/safe-copy-workflow.md)
  • Light / medium / heavy / extreme behavior: [references/compression-levels.md](references/compression-levels.md)
  • Skill folder scope and frontmatter: [references/skill-package-handling.md](references/skill-package-handling.md)
  • Per-file compression order: [references/compression-workflow.md](references/compression-workflow.md)
  • Canonical abbreviations: [references/abbreviation-map.md](references/abbreviation-map.md)
  • Symbol and punctuation by level: [references/symbol-and-punctuation-policy.md](references/symbol-and-punctuation-policy.md)
  • Extreme path shortening: [references/extreme-path-shortening.md](references/extreme-path-shortening.md)
  • Final QA: [references/quality-checklist.md](references/quality-checklist.md)

When To Use This Skill

  • Shrinking verbose Markdown or full skill packages for lower context cost.
  • Testing how small a skill can get while staying agent-usable.
  • Preparing dense handoff or archive copies without touching source skills.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.