teams_tune SKILL.md skillA
teams_tune from sfc-gh-eraigosa/dotfiles is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add sfc-gh-eraigosa/dotfiles/teams_tune@git:20260707.3f46d49Pins git:20260707.3f46d49 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- sfc-gh-eraigosa/dotfiles
- Path
src/teams-tune/skill/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260707.3f46d49, committed Jul 7, 2026
- First version recorded
- Jun 2, 2026
- Size
- 3,450 bytes
- Repository stars
- 53
- License
- Apache-2.0
Improve AI-team routing accuracy. Use when the routing eval misroutes tasks, when adding or editing team members, or when you want to raise team/member top-1 accuracy toward the >=90% gate. Tunes the SOURCE persona frontmatter (use_when/avoid_when/keywords/file_globs), never the generated agents.
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
# Teams Tune — self-improve AI team routing
Closes the loop from the routing **eval** back to the **source** persona files so the
AI teams route tasks to the right team and member with ≥90% top-1 accuracy.
Shared by Claude Code and Antigravity CLI (linked via `sync-skills`). It edits only the
source of truth in `ai/teams/`; generated agents are always re-derived.
## When to use
- The routing eval (`ai/teams/eval/route-eval.sh`) reports team or member accuracy < 90%.
- You added/edited a team member and want to confirm it doesn't steal others' tasks.
- You're reviewing PR #-level routing quality before merge.
## Inputs / tools (all in this repo)
- `ai/teams/eval/route-eval.sh` — scores routing; `--check` validates the dataset only.
- `ai/teams/eval/cases.yaml` — labeled `task → {team, member|squad}` dataset.
- `ai/teams/validate.sh` — source consistency (run after every edit).
- `ai/teams/gen-index.sh` — regenerate INDEX/`/team`/nav after edits.
- `opt/scripts/system/install_ai_teams.sh` (alias `sync-teams`) — re-emit native agents.
## The tuning loop
1. **Baseline.** Run the eval against each runner you have creds for:
…Read the whole file at its exact version.
How to install
mdr add sfc-gh-eraigosa/dotfiles/teams_tune@sha256:ec7939476987ede8The line at the top of this page pins the label git:20260707.3f46d49, 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_ayjpqlukcnnkjesq)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Jun 2, 2026 and Jul 7, 2026, about one every 35 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260707.3f46d49 latest | 2026-07-07 | 3f46d49 | 3,450 B | A | view · diff |
| git:20260602.dd1945a | 2026-06-02 | dd1945a | 3,436 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 (3450 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
sfc-gh-eraigosa/dotfiles · 53 stars · license Apache-2.0 · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ayjpqlukcnnkjesq GET https://markdownregistry.com/api/v1/resolve?ref=sfc-gh-eraigosa/dotfiles/teams_tune GET https://markdownregistry.com/api/v1/blob/ec7939476987ede84ce01cef3de3d47d66a355a4bbec2ccaec7fd8298c2174e8
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.