Levyra Context Efficiency
LUC4N3X/Levyra-deepsound
A skill your agent uses for genuinely high-volume Levyra work such as builds, tests, lint, logs, broad searches, dependency output, Git/GitHub or CodeRabbit inspection, CI diagnostics, agent setup…
Reduce token waste by 40-60% through anti-sycophancy rules, tool-call budgets, one-pass coding, task profiles, and read-before-write enforcement.
Install Token Efficiency
$ npx skills add rohitg00/pro-workflow --skill token-efficiency -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install rohitg00/pro-workflow token-efficiency --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/rohitg00/pro-workflow.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/token-efficiency .claude/skills/token-efficiency && 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 "token-efficiency" agent skill from https://github.com/rohitg00/pro-workflow/tree/main/skills/token-efficiency into .claude/skills/token-efficiency/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "token-efficiency", 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/rohitg00/pro-workflow/tree/main/skills/token-efficiencyType 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 rohitg00/pro-workflow --skill token-efficiency -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install rohitg00/pro-workflow token-efficiency --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/rohitg00/pro-workflow.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/token-efficiency .agents/skills/token-efficiency && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "token-efficiency" agent skill from https://github.com/rohitg00/pro-workflow/tree/main/skills/token-efficiency into .agents/skills/token-efficiency/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "token-efficiency", 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 rohitg00/pro-workflow --skill token-efficiency -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install rohitg00/pro-workflow token-efficiency --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/rohitg00/pro-workflow.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/token-efficiency .cursor/skills/token-efficiency && 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 "token-efficiency" agent skill from https://github.com/rohitg00/pro-workflow/tree/main/skills/token-efficiency into .cursor/skills/token-efficiency/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "token-efficiency", 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/rohitg00/pro-workflow.git --path skills/token-efficiency--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 rohitg00/pro-workflow --skill token-efficiency -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install rohitg00/pro-workflow token-efficiency --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/rohitg00/pro-workflow.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/token-efficiency .gemini/skills/token-efficiency && 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 "token-efficiency" agent skill from https://github.com/rohitg00/pro-workflow/tree/main/skills/token-efficiency into .gemini/skills/token-efficiency/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "token-efficiency", 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 rohitg00/pro-workflow token-efficiencyInstalls 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 rohitg00/pro-workflow --skill token-efficiency -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/rohitg00/pro-workflow.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/token-efficiency .github/skills/token-efficiency && 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 "token-efficiency" agent skill from https://github.com/rohitg00/pro-workflow/tree/main/skills/token-efficiency into .github/skills/token-efficiency/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "token-efficiency", 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 rohitg00/pro-workflow --skill token-efficiency -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install rohitg00/pro-workflow token-efficiency --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/rohitg00/pro-workflow.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/token-efficiency .opencode/skills/token-efficiency && 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 "token-efficiency" agent skill from https://github.com/rohitg00/pro-workflow/tree/main/skills/token-efficiency into .opencode/skills/token-efficiency/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "token-efficiency", 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
token-efficiency- GitHub stars
- 2.9k
- Used in
- 1 other repo
- Token cost
- ~1k tokens
- SKILL.md length
- 503 words
- Files
- 1
- Skills in repo
- 41
- Repo updated
- First seen
- Licence
- None found
At a glance
Reduce token waste by 40-60% through anti-sycophancy rules, tool-call budgets, one-pass coding, task profiles, and read-before-write enforcement.
- Works in 7 steps: Read all relevant files including tests… → Understand what tests assert before coding → Write complete solution in one pass —… → …
- Tasks that involve LLM cost and token optimization
- SKILL.md covers Trigger, Anti-Sycophancy Rules, Tool-Call Budgets and One-Pass Coding Discipline, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Token Efficiency is an agent skill from rohitg00/pro-workflow. Reduce token waste by 40-60% through anti-sycophancy rules, tool-call budgets, one-pass coding, task profiles, and read-before-write enforcement. Inspired by drona23/claude-token-efficient.
Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Development, covering LLM cost and token optimization. The repository describes itself as: Claude Code learns from your corrections: self-correcting memory that compounds over 50+ sessions. Context engineering, parallel worktrees, agent teams, and 17 battle-tested…
When your agent uses it
- Tasks that involve LLM cost and token optimization
Example prompts
- “/token-efficiency”
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- Read all relevant files including tests first
- Understand what tests assert before coding
- Write complete solution in one pass — not incrementally
- Run tests once — if pass, STOP immediately
- If fail: read the error, fix once, retest
- Never iterate more than twice on the same failure — rethink approach
- Never refactor, improve, or polish passing code
What it can do on your machine
Read from SKILL.md and the folder at commit 86d5f27. 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.
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
github.com
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
Token Efficiency loads about 1k tokens when it runs. Until then it costs about 52 tokens; SKILL.md has 503 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 503 words (~1,019 tokens).
“Reduce output token waste and prevent iteration cycles that consume context.”
- name
- token-efficiency
Files
Just SKILL.md in skills/token-efficiency of rohitg00/pro-workflow.
Open the folder on GitHubat commit 86d5f27
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in rohitg00/pro-workflow, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Token Efficiency 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 |
|---|---|---|---|---|---|---|
| Token Efficiency this skillrohitg00/pro-workflow | 2.9k | 1 repos | ~1k | Automated safety check: Pass | None | |
| Levyra Context EfficiencyLUC4N3X/Levyra-deepsound | 531 | — | ~1.3k | Automated safety check: Notes | GPL-3.0 | |
| LobeHub Alint Rule Set Maintenancelobehub/lobehub | 83k | — | ~1.9k | Automated safety check: Pass | Custom licence | |
| Docs Impact Classifiermicrosoft/apm | 4k | — | ~1.8k | Automated safety check: Pass | MIT | |
| CostHouseofmvps/ultraship | 123 | — | ~1.1k | Automated safety check: Notes | MIT | |
| Skill Reviewermicrosoft/GitHub-Copilot-for-Azure | 255 | — | ~482 | Automated safety check: Pass | MIT |
Similar skills
LobeHub Alint Rule Set Maintenance
lobehub/lobehub
Maintains LobeHub's model-backed alint rule set: writing rules, removing false positives against real code, deciding warn versus error and tracking token cost.
- Official
Docs Impact Classifier
microsoft/apm
A skill your agent uses to classify the documentation impact of a pull request diff, returning one of three verdicts -- no-change, in-place edit, or structural change -- with bounded LLM cost.
Cost
Houseofmvps/ultraship
AI Build Cost Tracker — track how much AI is costing you per feature.
- Official
Skill Reviewer
microsoft/GitHub-Copilot-for-Azure
Review skill PRs with structured severity-rated feedback covering token budgets, routing conflicts, and repo conventions.
Speckit Token Budget Compact
haru/redmine_ai_helper
Compact one or more Spec-Driven Development artifacts in place to reduce token cost on subsequent /speckit.
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Related
Questions about Token Efficiency
What does Token Efficiency do?
Reduce token waste by 40-60% through anti-sycophancy rules, tool-call budgets, one-pass coding, task profiles, and read-before-write enforcement. Token Efficiency is an agent skill from rohitg00/pro-workflow. Reduce token waste by 40-60% through anti-sycophancy rules, tool-call budgets, one-pass coding, task profiles, and read-before-write enforcement.
When should I use Token Efficiency?
Token Efficiency fits situations like: tasks that involve LLM cost and token optimization.
How do I install Token Efficiency in Claude Code?
Run `npx skills add rohitg00/pro-workflow --skill token-efficiency -a claude-code`. Or copy the skill folder (skills/token-efficiency in rohitg00/pro-workflow) into .claude/skills/token-efficiency in your project. Claude Code loads it when a task matches its description.
How do I install Token Efficiency in Codex?
Run `npx skills add rohitg00/pro-workflow --skill token-efficiency -a codex`. Or copy the skill folder (skills/token-efficiency in rohitg00/pro-workflow) into .agents/skills/token-efficiency in your project. Codex loads it when a task matches its description.
Can I use Token Efficiency 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 rohitg00/pro-workflow --skill token-efficiency -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/token-efficiency, .gemini/skills/token-efficiency, .github/skills/token-efficiency and .opencode/skills/token-efficiency in your project.
What does Token Efficiency need to run?
SKILL.md names no scripts, command-line tools or credentials: Token Efficiency is instructions for the agent only.
Does Token Efficiency access the network?
SKILL.md names 1 domain. As links in the text: github.com. This is read from the text; nothing was executed.
Is Token Efficiency 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 Token Efficiency use?
No licence was found for Token Efficiency or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Token Efficiency use?
About 1k tokens (SKILL.md is roughly 4.1k 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 Token Efficiency?
Skills that share tags, products or a category with Token Efficiency: Levyra Context Efficiency (LUC4N3X/Levyra-deepsound, 531 stars), LobeHub Alint Rule Set Maintenance (lobehub/lobehub, 83k stars), Docs Impact Classifier (microsoft/apm, 4k stars) and Cost (Houseofmvps/ultraship, 123 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Token Efficiency?
rohitg00 (a GitHub user) maintains it in rohitg00/pro-workflow, which has 2,906 GitHub stars. The repository holds 41 skills in this directory. The repository was last updated on September 29, 2026.
Source: rohitg00/pro-workflow on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.