focus-forensics SKILL.md skillA
focus-forensics from legioncodeinc/vibe-coding-tools is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add legioncodeinc/vibe-coding-tools/focus-forensics@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- legioncodeinc/vibe-coding-tools
- Path
plugins/littlebird-toolkit/skills/focus-forensics/SKILL.md- Versions recorded
- 2
- Latest version
- v1.0.0, committed Oct 15, 2026
- First version recorded
- Sep 23, 2026
- Size
- 35,677 bytes
- Repository stars
- 94
- License
- a license file GitHub does not identify
Analyze weekly attention from Littlebird capture. Use for context switching, interruptions, or focus-pattern reviews. Read README.md for the guide map.
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
# Focus Forensics Shows the user the structure of their own week: where work held together, where it broke apart, which hours were most broken up, what kept reappearing next to something they said they were not doing, and how all of that changed since last week. It does not tell them how many hours they lost, because it cannot know that and neither can anything else built on periodic screen capture. ## Purpose Littlebird takes periodic snapshots of the screen. It is not a continuous time tracker. Between any two snapshots nothing is observed: not whether the user was at the machine, not whether the visible window was the focused one, not what happened in the gap. That single fact determines the whole design. A skill built on this instrument can count transitions, measure runs in consecutive snapshots, compare hour against hour within one person, name recurring topics, do arithmetic on a real calendar, and compare this week to last week. It cannot produce a time ledger, and a report that says "you lost 6 hours to context switching" is asserting something the instrument never measured. The evidence is not marginal on this point. Even full continuous OS-level window logging …
Read the whole file at its exact version.
How to install
mdr add legioncodeinc/vibe-coding-tools/focus-forensics@sha256:4f32011ce73779ecThe line at the top of this page pins the label v1.0.0, 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_3lmmhihe35renovc)
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Versions
The registry has recorded 2 versions of this file, between Sep 23, 2026 and Oct 15, 2026, about one every 22 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.0.0 latest | 2026-10-15 | 6c4ba35 | 35,677 B | A | view · diff |
| v1.0.0 | 2026-09-23 | a1a47a2 | 35,658 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 (35677 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
legioncodeinc/vibe-coding-tools · 94 stars · license a license file GitHub does not identify · pushed 2026-10-18 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_3lmmhihe35renovc GET https://markdownregistry.com/api/v1/resolve?ref=legioncodeinc/vibe-coding-tools/focus-forensics GET https://markdownregistry.com/api/v1/blob/4f32011ce73779ecb36d3418365b9e4e120a75f1e8097ccc7da288729281e79b
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.