Train and integrate local wake words and short commands SKILL.md skillA
Train and integrate local wake words and short commands from howdeploy/deploychan_mcp is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add howdeploy/deploychan_mcp/Train and integrate local wake words and short commands@git:20261027.32ab82fPins git:20261027.32ab82f in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- howdeploy/deploychan_mcp
- Path
content/skills/local-voice-command-training/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261027.32ab82f, committed Oct 27, 2026
- First version recorded
- Oct 27, 2026
- Size
- 4,216 bytes
- Repository stars
- 21
- License
- MIT
Train or repair a small device-local wake/command detector with shared acoustic computation, real examples, independent evaluation and correct activation/body routing. Use for finite command vocabularies, not general speech transcription.
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
# Local wake and command work Use the user's chosen word, device and interaction contract. For the rationale and case matrix retrieve `local-wake-word-and-command-training` from Deploychan MCP; upstream [microWakeWord](https://github.com/kahrendt/microWakeWord) covers wake-model training, while any multi-command head/router extension must be implemented separately. For KISA's actual Mini 1 stack also retrieve `yandex-mini1-reference-stack` before choosing the runtime or capture method. It specifies the side-by-side ARM TFLite Micro runner, Quasar :9850 `vqe_0` subscription, supervisor lifecycle and artifact inventory. Do not assume a downloadable runner is included, propose a Kaldi `.nnet` as a compatible substitute, or remove native audio services to free ALSA for this path. ## Diagnose before requesting another recording Read frontend shape/rate, label order, actual model path, native runtime, supervisor and crop/endpoint logic. Determine whether inference is on the speaker or host. Trace one failed phrase from audio through candidate scores to execution/dictation. Check wake consumption, pre-roll, body-window boundaries, confidence/margin, pause …
Read the whole file at its exact version.
How to install
mdr add howdeploy/deploychan_mcp/Train and integrate local wake words and short commands@sha256:0f66c90415f286e0The line at the top of this page pins the label git:20261027.32ab82f, 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_pjf2obryqonvguqi)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, all committed on Oct 27, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261027.32ab82f latest | 2026-10-27 | 32ab82f | 4,216 B | A | view · diff |
| git:20261027.7bb973c | 2026-10-27 | 7bb973c | 3,796 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 (4216 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
howdeploy/deploychan_mcp · 21 stars · license MIT · pushed 2026-10-28 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_pjf2obryqonvguqi GET https://markdownregistry.com/api/v1/resolve?ref=howdeploy/deploychan_mcp/Train and integrate local wake words and short commands GET https://markdownregistry.com/api/v1/blob/0f66c90415f286e0bc3ec7cb38b5093d564dd846566c71532dac955378392d62
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.