huggingface-trackio SKILL.md skillA
huggingface-trackio from metaspartan/cybara is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add metaspartan/cybara/huggingface-trackio@git:20260730.e75ee1aPins git:20260730.e75ee1a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- metaspartan/cybara
- Path
plugins/huggingface-workflows/skills/huggingface-trackio/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260730.e75ee1a, committed Jul 30, 2026
- Size
- 1,514 bytes
- Repository stars
- 32
- License
- MIT
Instrument, monitor, compare, and diagnose machine-learning experiments with Trackio metrics, alerts, dashboards, and structured exports.
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
# Hugging Face Trackio
Use Trackio to make training state observable and reproducible.
## Instrumentation
```python
import trackio
trackio.init(project="project-name", config={"learning_rate": 0.0001})
trackio.log({"loss": 0.1, "learning_rate": 0.0001, "step": 1})
trackio.finish()
```
Use `report_to="trackio"` when the selected trainer supports it. For remote training, configure a durable Space or other supported synchronization target so metrics survive the job.
## Required signals
- train and evaluation loss
- task-specific evaluation metrics
- learning rate and step or epoch
- examples or tokens processed per second
- GPU memory or system utilization when available
- configuration, model revision, dataset revision, and seed
- alerts for NaN/Inf values, loss divergence, stalled progress, and failed persistence
Use structured CLI output when retrieving metrics for an agent. Compare runs only after verifying that their model, data, method, and evaluation settings are compatible.
…Read the whole file at its exact version.
How to install
mdr add metaspartan/cybara/huggingface-trackio@sha256:fb33f1ac4ce5314bThe line at the top of this page pins the label git:20260730.e75ee1a, 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_ynvrv6fzodp3s3nd)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jul 30, 2026.
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 (1514 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
metaspartan/cybara · 32 stars · license MIT · pushed 2026-10-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ynvrv6fzodp3s3nd GET https://markdownregistry.com/api/v1/resolve?ref=metaspartan/cybara/huggingface-trackio GET https://markdownregistry.com/api/v1/blob/fb33f1ac4ce5314bb70052226a76826cd66d66c90db89036517d973a20406aef
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.