immich/skills/immich-ml/SKILL.md
Immich photo management with CUDA ML backend for face recognition and smart search. Includes PostgreSQL, Redis, and the immich-ml service. MUST be invoked before building, deploying, configuring, or troubleshooting the immich-ml image.
npx skillsauth add overthinkos/overthink-plugins immich-mlInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Immich photo management with GPU-accelerated machine learning for face recognition and smart search.
| Property | Value | |----------|-------| | Base | fedora | | Layers | agent-forwarding, nodejs, cuda, python-ml, supervisord, postgresql, vectorchord, redis, immich, immich-ml | | Platforms | linux/amd64 | | Ports | 2283 | | Registry | ghcr.io/overthinkos |
fedora (quay.io/fedora/fedora:43)pixi → python → supervisord (transitive)nodejs — Node.js runtime + pnpmcuda — CUDA toolkit, cuDNNpython-ml — ML Python environmentpostgresql — database on :5432vectorchord — VectorChord vector similarity extensionredis — cache on :6379immich — Immich server on :2283immich-ml — ML backend on :3003| Port | Service | Protocol | |------|---------|----------| | 2283 | Immich web UI + API | HTTP |
| Name | Path | Purpose | |------|------|---------| | library | ~/.immich/library | Photo/video storage | | cache | ~/.immich/cache | Thumbnail cache | | import | ~/.immich/import | Photo import directory | | external | ~/.immich/external | External library (no-copy) | | pgdata | ~/.postgresql | PostgreSQL data | | models | ~/.immich/models | ML models |
ov image build immich-ml
ov config setup immich-ml
ov start immich-ml
# Open http://localhost:2283
/ov-immich:immich — Immich server, db init, library/cache volumes/ov-immich:immich-ml — ML backend for face recognition and smart search/ov-distros:cuda — GPU support/ov-languages:python-ml — ML Python environment/ov-infrastructure:postgresql — database backend/ov-infrastructure:vectorchord — VectorChord for smart search/ov-infrastructure:redis — session/cache backend/ov-immich:immich — CPU-only (no ML, no face recognition)/ov-distros:nvidia — GPU base without Immichcachyos.immich-ml is the CachyOS GPU sibling in the
overthinkos/cachyos submodule (built on the cachyos.nvidia GPU base). See
/ov-distros:cachyos.After ov start:
ov status immich-ml — container runningov service status immich-ml — all services RUNNINGcurl -s -o /dev/null -w '%{http_code}' http://localhost:2283 — Immich HTTP returns 200curl -s -o /dev/null -w '%{http_code}' http://localhost:3003 — ML backend HTTP returns 200Latest ov eval live immich-ml run: 61 passed, 0 failed, 2 skipped.
The 2 skips are redis-responds and redis-port-open — they reference
${HOST_PORT:6379} which isn't mapped on this image (redis is internal
to the pod). Correct skip behavior; no authoring action needed.
Covers postgres binaries + pg_isready, valkey-compat-redis package
(Fedora 43 rename — see /ov-infrastructure:redis), pytorch + vllm importable
in python-ml pixi env, nodejs + cuda, Immich server dist/main.js,
DB migrate script, geodata init SQL, ML venv + immich_ml/ module.
Deploy-scope: port 2283 host-reachable, /api/server/ping returns 200
with pong, internal ML endpoint reachable via in-container
curl http://127.0.0.1:3003/ping. Image-scope: supervisorctl orchestrates
postgresql + redis + immich-server + immich-ml all RUNNING.
/ov-immich:immich, /ov-immich:immich-ml, /ov-infrastructure:postgresql,
/ov-infrastructure:vectorchord, /ov-infrastructure:redis, /ov-distros:nvidia,
/ov-distros:cuda, /ov-languages:python-ml, /ov-coder:nodejs,
/ov-infrastructure:supervisord, /ov-infrastructure:dbus-layer, /ov-tools:ov,
/ov-distros:agent-forwarding/ov-eval:eval — framework + runtime variable rules (why skips happen)/ov-core:ov-config — deploy setup (pg password secret, volume backing)/ov-immich:immich — non-ML variantMUST be invoked when the task involves the immich-ml image, Immich ML features, or GPU-accelerated photo management. Invoke this skill BEFORE reading source code or launching Explore agents.
/ov-image:image — image family umbrella (image: entries in overthink.yml, build/validate/inspect/list)/ov-build:build — build.yml vocabulary (distros, builders, init-systems)development
Claude Code multi-agent support in Overthink — sub-agents, dynamic workflows, and agent teams, and how each drives the existing `ov eval` disposable beds to test and verify. MUST be invoked before authoring or invoking an ov sub-agent / dynamic workflow / agent team, wiring agent-lifecycle hooks, or asking "which primitive should drive the R10 beds?".
tools
Mounts a virtiofs share tagged `workspace` at /workspace inside a VM guest via a systemd .mount unit. Use when a kind:vm entity shares a host directory into the guest and you need it auto-mounted (and re-mounted at every boot).
development
MUST be invoked before any work involving: the `kind: android` schema kind, a `target: android` deploy, the `apk:` layer package format (installing Android apps declaratively), AndroidDeployTarget, an in-pod emulator OR a remote/physical adb-endpoint device, or nested `pod → android` deployment. The first-class Android device + app surface that sits above `ov eval adb`/`appium`.
tools
Use when committing, branching, pushing, merging, tagging, creating PRs, or approving/merging PRs with gh — the feat/-branch, R10-gated, never-force-push landing workflow across the main repo + the plugins submodule + image/<distro> submodules. Covers sync-to-upstream, branch/worktree pruning, the fork+PR path for contributors without write access, and cross-repo @github landing order.