metrics-tokens skillA
metrics-tokens is agent-read markdown (skill) from jmagly/aiwg: Analyze token usage efficiency against the MetaGPT baseline and surface per-step optimization opportunities.
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
How to install
mdr add jmagly/aiwg/metrics-tokens@git:20260430.6d8a12emdr add jmagly/aiwg/metrics-tokens@sha256:393403c9a8a91795Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_ylium4gg4cn5wjzk)
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Versions
| 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 · 211 stars · license MIT · pushed 2026-09-18 · 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
Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.