Works with the AI tools you already use
Claude Code
Cursor
Codex CLI
GitHub Copilot
Gemini CLI+20 moreClaude CodeCursorCodex CLIGitHub CopilotGemini CLI
OpenClaw
Manus
Grok+17 agentsOpti
A high-density structured response protocol for radical information compression and mandatory artifact generation.
$1500
Opti
Example session with this skill installed
free(n): Design a minimal nanocraft g-force sensor payload with ADC calibration
- Read your context and instructions
- Compiled the opti
n=1 | Exchange 01
DESC: Nanocraft G-Force/ADC
EVAL: [Density High]
RESULT: 0 -> COMPUTING
01. SENSOR ARRAY
Low-mass piezoresistive MEMS bridge outputting mV/g.
02. ADC CHAIN
16-bit Sigma-Delta with Vref stable at 2.5V.
03. CALIBRATION
WHY: Compensates for zero-g bias.
ARTIFACT
uint16_t cal = read_raw(); // static
g_force = (raw - cal) * scale;
Connects securely to your tools. The creator never sees your data.
What you get
About this skill
The problem
Standard LLM responses are often bloated with conversational filler, hedging, and redundant restatements. Developers lose time parsing paragraphs of text to find the actual code or technical data they need.
What it does
- Enforces radical 90% text compression, stripping away all non-essential language.
- Tracks session state using a mandatory log header for every exchange.
- Structures answers into dense, numbered topics with a strict 25-word limit per point.
- Guarantees a production-ready artifact (code, spec, or formula) for every three topics discussed.
- Automatically increases information density through an internal feedback loop as the conversation progresses.
Frameworks & tools
Native support for Claude Projects, ChatGPT Custom GPTs, and Grok Skills. Compatible with any LLM via system instructions.
Why this beats prompting it yourself
Manual prompts for brevity often fail as the context window grows. This skill uses a formal state-tracking protocol and incremental "density pressure" to ensure the model never regresses into verbose chat patterns.
Use cases
- Extracting dense technical specifications from vague architectural ideas.
- Rapidly generating code snippets and checklists without chatty introductions.
- Maintaining tight, logical state tracking across long-running technical deep dives.
- Building high-density knowledge bases where only essential data is captured.
How to install
Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.
- 1
Download the ZIP
Free skills download straight away. Paid skills unlock right after purchase.
- 2
Unzip into your skills folder
Every agent reads skills from one folder on your machine. Drop the unzipped folder in there.
- 3
Ask your agent to use it
Restart the agent if it was already running. It picks the skill up automatically - no config needed.
Skills folder by agent
Click the path to copy it. Create the folder if it does not exist yet.
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