token-efficiency SKILL.md skillA
token-efficiency from hhu3637kr/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add hhu3637kr/skills/token-efficiency@git:20260616.652036bPins git:20260616.652036b in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- hhu3637kr/skills
- Path
token-efficiency/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260616.652036b, committed Jun 16, 2026
- First version recorded
- Jun 16, 2026
- Size
- 3,486 bytes
- Repository stars
- 146
- License
- none declared
Cross-platform token audit and optimization for AI coding agents (Cursor, Codex, Claude Code, Hermes, Windsurf, Cline, OpenClaw, Gemini CLI, Aider). Scans always-on context, MCP tools, skills; ranks ROI fixes; installs L0-L3 rules; shrinks large tool outputs. Use for save tokens, token audit, context bloat, MCP prune, reduce API cost, agent efficiency, payload shrink.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Token Efficiency v0.3.1 **Prime directive:** Audit before adding rules. Rules are fixed tax too. **Capability promise:** Save waste, not intelligence. Guardrails ship with every rule install. ## 学员 / 讲师 ```bash # 讲师打包 python3 scripts/package_release.py # → dist/token-efficiency-0.3.1.zip # 学员解压后 bash install.sh python3 scripts/setup_student.py ``` 文档：`docs/学员安装指南.md` · `docs/能力保障说明.md` · `docs/架构说明.md` ## Quick commands ```bash # Install skill globally (once) bash install.sh # or: python3 scripts/install_skill.py --write # Audit + optional ledger python3 scripts/audit.py --project . --with-ledger # Fix auto-invoke skills (L0) python3 scripts/fix_skills.py --list python3 scripts/fix_skills.py --write --keep skill-a,skill-b # Compress bloated CLAUDE.md (L0) python3 scripts/compress.py CLAUDE.md --write # Shrink large tool output (L2) python3 scripts/shrink.py build.log --vault -o build.log.shrunk # Before/after savings report python3 scripts/perf.py --save-baseline python3 scripts/perf.py --compare-baseline # Install rules to project python3 scripts/install.py --write --agents cursor,claude-code,hermes,openclaw,codex --levers 1,2,3 ``` …
Read the whole file at its exact version.
How to install
mdr add hhu3637kr/skills/token-efficiency@sha256:83e9847843d82f6dThe line at the top of this page pins the label git:20260616.652036b, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_peqjmuko6jvdk2yi)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, all committed on Jun 16, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260616.652036b latest | 2026-06-16 | 652036b | 3,486 B | A | view · diff |
| git:20260616.eb2e283 | 2026-06-16 | eb2e283 | 2,738 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (3486 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
hhu3637kr/skills · 146 stars · license none declared · pushed 2026-11-06 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_peqjmuko6jvdk2yi GET https://markdownregistry.com/api/v1/resolve?ref=hhu3637kr/skills/token-efficiency GET https://markdownregistry.com/api/v1/blob/83e9847843d82f6dc195063ceeef41032d8092eb60f1f49d654e4b18c01e3e2b
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
More from hhu3637kr/skills
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