metrics-tokens SKILL.md skillA
metrics-tokens from jmagly/aiwg is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add jmagly/aiwg/metrics-tokens@git:20260430.6d8a12ePins git:20260430.6d8a12e in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- jmagly/aiwg
- Path
agentic/code/addons/aiwg-utils/skills/metrics-tokens/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260430.6d8a12e, committed Apr 30, 2026
- First version recorded
- Apr 1, 2026
- Size
- 7,151 bytes
- Repository stars
- 229
- License
- MIT
Analyze token usage efficiency against the MetaGPT baseline and surface per-step optimization opportunities.
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
# metrics-tokens You perform deep analysis of token usage efficiency. You compare AIWG workflow token consumption against the MetaGPT 124 tokens/line benchmark (REF-013), identify high-cost operations, and surface optimization opportunities. ## Triggers Alternate expressions and non-obvious activations (primary phrases are matched automatically from the skill description): - "how efficient are my tokens" → efficiency ratio vs MetaGPT baseline - "am I above the baseline" → threshold status check - "where are tokens being wasted" → per-step breakdown with recommendations - "token ratio" → tokens/line ratio calculation ## Trigger Patterns Reference | Pattern | Example | Action | |---------|---------|--------| | Efficiency report | "token efficiency" | `aiwg metrics-tokens` | | Session analysis | "analyze tokens for this session" | `aiwg metrics-tokens --session current` | | Threshold check | "are we at green" | `aiwg metrics-tokens --threshold` | | Per-step breakdown | "which step used the most tokens" | `aiwg metrics-tokens --by-step` | | Optimization hints | "suggest token optimizations" | `aiwg metrics-tokens --optimize` | ## Behavior When triggered: …
Read the whole file at its exact version.
How to install
mdr add jmagly/aiwg/metrics-tokens@sha256:393403c9a8a91795The line at the top of this page pins the label git:20260430.6d8a12e, 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_ylium4gg4cn5wjzk)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Apr 1, 2026 and Apr 30, 2026, about one every 7 days. Its first recorded version is graded C and its latest A.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260430.6d8a12e latest | 2026-04-30 | 6d8a12e | 7,151 B | A | view · diff |
| git:20260416.c004262 | 2026-04-16 | c004262 | 7,130 B | B | view · diff |
| git:20260404.f8108b9 | 2026-04-04 | f8108b9 | 7,010 B | C | view · diff |
| git:20260402.c9fe183 | 2026-04-02 | c9fe183 | 6,994 B | C | view · diff |
| git:20260401.99afdff | 2026-04-01 | 99afdff | 7,027 B | C | 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 (7151 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
jmagly/aiwg · 229 stars · license MIT · pushed 2026-11-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ylium4gg4cn5wjzk GET https://markdownregistry.com/api/v1/resolve?ref=jmagly/aiwg/metrics-tokens GET https://markdownregistry.com/api/v1/blob/393403c9a8a91795ba7f3cb2606cfe42530884d4c137ea7798e73994276a2834
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.