Technical Response Compression
Shorter technical answers with adjustable brevity, exact commands, and the caveats needed to stay correct.
Before & after
Same prompt, same agent — the only difference is the skill.
I can definitely help you trim down the response and remove unnecessary language. To make sure I do this effectively, I'd want to understand what kind of content you're working with and what tone you're aiming for. Some filler language is important for clarity and politeness, so I'd want to be careful not to remove too much. Different contexts might need different levels of compression—a technical document might allow more aggressive trimming than a customer-facing message, for example. If you share the response you want compressed, I can suggest which parts to cut while keeping the meaning intact. What level of brevity are you targeting?
COMPRESSION APPLIED: 72% token reduction
ORIGINAL LENGTH: 487 tokens
COMPRESSED LENGTH: 137 tokens
METHOD: Caveman mode (maximum technical density)
REMOVED PHRASES:
→ "I can definitely help you"
→ "To make sure I understand"
→ "In my opinion"
→ "It's worth noting that"
→ "As I mentioned earlier"
→ "This is important because"
→ All hedging qualifiers ("might", "seems to", "could potentially")
→ Transitional softeners ("Actually", "Interestingly", "That said")
RETAINED:
→ All technical facts and data
→ Code examples and syntax
→ Specific numbers and metrics
→ Action items and next steps
→ Warnings about edge cases
TONE SHIFT: Terse but still technically accurate
BEST FOR: CLI reference, debugging sessions, token-budget sprints
WARNING: Reads blunt to non-technical audiences
EXAMPLE TRANSFORMATION:
BEFORE (53 tokens): "I would recommend, if possible, that you consider looking at the documentation for the API endpoint in question, as it might contain some helpful information about rate limiting and error handling."
AFTER (11 tokens): "Check API docs—rate limits and error handling section."
TONE INTENSITY: Adjustable (3 modes: light, medium, maximum)About this skill
“Just give me the fix” should not produce three paragraphs of setup. Compress technical answers into the diagnosis, action, and essential caveats, with adjustable brevity for fast coding sessions.
What it does
- Offers compact, terse, and maximum compression modes without forcing broken grammar.
- Removes repeated context, ceremonial openings, duplicate explanations, and closing recaps.
- Preserves executable commands, exact identifiers, units, negation, and prerequisites.
- Keeps suspected causes distinct from confirmed findings and proposed changes distinct from completed work.
- Sizes the response to the request, from one command to a complete implementation report.
- Checks whether compression accidentally removed a necessary step or changed the technical meaning.
What you get
Direct technical answers and shortened rewrites that retain the information needed to use them. The default structure leads with the answer or fix, followed only by the explanation, verification, or limitation that matters.
Best for
Developers using Claude Code for iterative debugging, implementation, and code review who want less reading and fewer output tokens without losing correctness.
SKILL.md preview
---
name: technical-response-compression
description: >-
Compress technical responses and technical documents using adjustable brevity modes and a semantic preservation check that retains executable details, prerequisites, evidence, requirements, and material uncertainty. Use when the user says "just give me the fix", "keep answers short", "stop repeating my question", "your responses are too verbose", "use fewer tokens", "compress this explanation", "maximum brevity", "condense this documentation", "turn this into a quick reference", "cut this doc down to N pages or words", or "my coding sessions keep getting buried in explanations".
---
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