Compression
thedaviddias/Front-End-Checklist
A skill your agent uses when auditing slow page loads, heavy assets, or rendering delays related to Enable text-based compression.
Apply semantic logic compression (Ovchinnikov method) when crafting prompts for LLMs or describing complex conditional logic.
Custom licenceAuto-check passed
Install Semantic Compression
$ npx skills add Warp-net/warpnet --skill semantic-compression -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Warp-net/warpnet semantic-compression --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Warp-net/warpnet.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/semantic-compression .claude/skills/semantic-compression && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "semantic-compression" agent skill from https://github.com/Warp-net/warpnet/tree/main/.claude/skills/semantic-compression into .claude/skills/semantic-compression/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "semantic-compression", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Warp-net/warpnet/tree/main/.claude/skills/semantic-compressionType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Warp-net/warpnet --skill semantic-compression -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Warp-net/warpnet semantic-compression --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Warp-net/warpnet.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/semantic-compression .agents/skills/semantic-compression && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "semantic-compression" agent skill from https://github.com/Warp-net/warpnet/tree/main/.claude/skills/semantic-compression into .agents/skills/semantic-compression/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "semantic-compression", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Warp-net/warpnet --skill semantic-compression -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Warp-net/warpnet semantic-compression --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Warp-net/warpnet.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/semantic-compression .cursor/skills/semantic-compression && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "semantic-compression" agent skill from https://github.com/Warp-net/warpnet/tree/main/.claude/skills/semantic-compression into .cursor/skills/semantic-compression/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "semantic-compression", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Warp-net/warpnet.git --path .claude/skills/semantic-compression--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Warp-net/warpnet --skill semantic-compression -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Warp-net/warpnet semantic-compression --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Warp-net/warpnet.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/semantic-compression .gemini/skills/semantic-compression && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "semantic-compression" agent skill from https://github.com/Warp-net/warpnet/tree/main/.claude/skills/semantic-compression into .gemini/skills/semantic-compression/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "semantic-compression", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Warp-net/warpnet semantic-compressionInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Warp-net/warpnet --skill semantic-compression -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Warp-net/warpnet.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/semantic-compression .github/skills/semantic-compression && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "semantic-compression" agent skill from https://github.com/Warp-net/warpnet/tree/main/.claude/skills/semantic-compression into .github/skills/semantic-compression/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "semantic-compression", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Warp-net/warpnet --skill semantic-compression -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Warp-net/warpnet semantic-compression --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Warp-net/warpnet.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/semantic-compression .opencode/skills/semantic-compression && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "semantic-compression" agent skill from https://github.com/Warp-net/warpnet/tree/main/.claude/skills/semantic-compression into .opencode/skills/semantic-compression/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "semantic-compression", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
semantic-compression- GitHub stars
- 157
- Token cost
- ~1.1k tokens
- SKILL.md length
- 351 words
- Files
- 1
- Skills in repo
- 6
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Apply semantic logic compression (Ovchinnikov method) when crafting prompts for LLMs or describing complex conditional logic.
- Works in 2 steps: Logical Operators → Structural Markers & Modifiers
- The user asks to: write
- SKILL.md covers When to apply, Core symbol set, Compression process and Output format, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Semantic Compression is an agent skill from Warp-net/warpnet. Apply semantic logic compression (Ovchinnikov method) when crafting prompts for LLMs or describing complex conditional logic. Use this skill whenever the user asks to: write or optimise a prompt for an LLM, compress or rewrite a task description, describe multi-condition business logic (if/and/or/not chains), or asks why an LLM misunderstood their instructions. Also trigger when the user says ‘compress the logic’, ‘write a prompt for’, ‘the LLM doesn't understand’, ‘simplify the conditions’, or similar intents…
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: Warpnet is a decentralized, peer-to-peer social network/media inspired by Twitter, built with Go. It runs without central servers, using Noise protocol for inter-node…
When your agent uses it
- The user asks to: write
- Optimise a prompt for an LLM
- Rewrite a task description
- Describe multi-condition business logic (if/and/or/not chains)
Example prompts
- “/semantic-compression”
Requirements
- Python 3
Workflow steps
2 steps, taken from the step headings in SKILL.md.
- Logical Operators
- Structural Markers & Modifiers
What it can do on your machine
Read from SKILL.md and the folder at commit da3b67b. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are write).
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Semantic Compression loads about 1.1k tokens when it runs. Until then it costs about 167 tokens; SKILL.md has 351 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 351 words (~1,118 tokens).
“Convert natural language logic into structured symbolic form that LLMs parse more reliably. This is NOT summarization — it preserves all conditions while making structure explicit.”
- name
- semantic-compression
Files
Just SKILL.md in .claude/skills/semantic-compression of Warp-net/warpnet.
Open the folder on GitHubat commit da3b67b
Compare with similar skills
Semantic Compression next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Semantic Compression this skillWarp-net/warpnet | 157 | — | ~1.1k | Automated safety check: Pass | Custom licence | |
| Compressionthedaviddias/Front-End-Checklist | 74k | — | ~421 | Automated safety check: Pass | MIT | |
| Spk Doctrine Semantic Compressionspec-kitty/spec-kitty | 1.7k | — | ~230 | Automated safety check: Pass | MIT | |
| CraftLeoYeAI/openclaw-master-skills | 2.2k | — | ~4.3k | Automated safety check: Pass | MIT | |
| Semantic Liststhedaviddias/Front-End-Checklist | 74k | — | ~504 | Automated safety check: Pass | MIT | |
| Image Compressionthedaviddias/Front-End-Checklist | 74k | — | ~405 | Automated safety check: Pass | MIT |
Similar skills
Spk Doctrine Semantic Compression
spec-kitty/spec-kitty
Invoke Randy Reducer and semantic-compression doctrine for behavior-preserving code reduction.
Craft
LeoYeAI/openclaw-master-skills
Read and write Craft documents via the Craft Connect API. An agent skill from LeoYeAI/openclaw-master-skills.
Semantic Lists
thedaviddias/Front-End-Checklist
A skill your agent uses when reviewing rendered HTML, interactive components, or design-system patterns related to Use semantic list elements.
Image Compression
thedaviddias/Front-End-Checklist
A skill your agent uses when reviewing image assets, markup, and CDN or build transforms related to Compress images without quality loss.
Logical Properties
thedaviddias/Front-End-Checklist
A skill your agent uses when reviewing stylesheets, component styles, and responsive behavior related to Use CSS logical properties for i18n and RTL support.
More from Warp-net/warpnet
Warpdroid UI Test
Warp-net/warpnet
A skill your agent uses whenever a warpdroid (Android client) change or bug needs to be verified by actually driving the app's visual UI — any task phrased as "test the warpdroid UI", "click through…
Warpnet Claude Node
Warp-net/warpnet
A skill your agent uses to stand up, log into, or tear down your own Warpnet node — the Claude account on the NODESEED=claude node, running from Dockerfile.remote on testnet.
Warpnet Debug Backend
Warp-net/warpnet
A skill your agent uses when a Warpnet bug lives in the Go node/backend — the fat/member/remote node, its handlers, storage, or libp2p layer.
Warpnet Testnet Verify
Warp-net/warpnet
A skill your agent uses whenever a Warpnet change needs to be verified by actually running it in the testnet network — any task phrased as "test this in testnet", "verify the feature works", "check…
Warpnet Add Handler
Warp-net/warpnet
A skill your agent uses whenever the task is to add a new feature to Warpnet that crosses layers — anything described as a "new endpoint", "new route", "new RPC", "new event", "new path", or any…
Questions about Semantic Compression
What does Semantic Compression do?
Apply semantic logic compression (Ovchinnikov method) when crafting prompts for LLMs or describing complex conditional logic. Semantic Compression is an agent skill from Warp-net/warpnet. Apply semantic logic compression (Ovchinnikov method) when crafting prompts for LLMs or describing complex conditional logic.
When should I use Semantic Compression?
Semantic Compression fits situations like: the user asks to: write; optimise a prompt for an LLM; rewrite a task description; describe multi-condition business logic (if/and/or/not chains).
How do I install Semantic Compression in Claude Code?
Run `npx skills add Warp-net/warpnet --skill semantic-compression -a claude-code`. Or copy the skill folder (.claude/skills/semantic-compression in Warp-net/warpnet) into .claude/skills/semantic-compression in your project. Claude Code loads it when a task matches its description.
How do I install Semantic Compression in Codex?
Run `npx skills add Warp-net/warpnet --skill semantic-compression -a codex`. Or copy the skill folder (.claude/skills/semantic-compression in Warp-net/warpnet) into .agents/skills/semantic-compression in your project. Codex loads it when a task matches its description.
Can I use Semantic Compression in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Warp-net/warpnet --skill semantic-compression -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/semantic-compression, .gemini/skills/semantic-compression, .github/skills/semantic-compression and .opencode/skills/semantic-compression in your project.
What does Semantic Compression need to run?
SKILL.md names no scripts, command-line tools or credentials: Semantic Compression is instructions for the agent only. Our summary lists: Python 3.
Does Semantic Compression access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Semantic Compression safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Semantic Compression use?
Semantic Compression has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Semantic Compression use?
About 1.1k tokens (SKILL.md is roughly 4.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Semantic Compression?
Skills that share tags, products or a category with Semantic Compression: Compression (thedaviddias/Front-End-Checklist, 74k stars), Spk Doctrine Semantic Compression (spec-kitty/spec-kitty, 1.7k stars), Craft (LeoYeAI/openclaw-master-skills, 2.2k stars) and Semantic Lists (thedaviddias/Front-End-Checklist, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Semantic Compression?
Warp-net (a GitHub organization) maintains it in Warp-net/warpnet, which has 157 GitHub stars. The repository holds 6 skills in this directory. The repository was last updated on October 7, 2026.
Source: Warp-net/warpnet on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.