菜单
YOLO + FB chooser (Frame B), Sapiens2 Pose, and GUI→CLI terminal mirror for vailá video-AI tools. Use when reopening Cursor CLI, wiring GUI buttons, printing copy-paste CLI from Tkinter runs, or continuing work on vaila.py yolotrackerpose / vaila_sam / vaila_sapiens / yolov26track / yolotrain.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Resume work on the FIFA Skeletal Tracking Light 2026 challenge using vailá modules (SAM 3, soccer pitch keypoints, calibration, per-frame DLT). Use whenever the user reopens the project after closing the terminal, asks "where did we stop on FIFA?", or wants the next concrete commands to run from `~/data/vaila` with `.venv` already created.
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
Cria novas skills do zero. Use quando o usuário quer criar uma skill, fazer uma skill, definir uma nova automação, ou transformar um workflow em skill. Também use para modificar ou melhorar skills existentes.
Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating new PDFs, filling PDF forms, encrypting/decrypting PDFs, extracting images, and OCR on scanned PDFs to make them searchable. If the user mentions a .pdf file or asks to produce one, use this skill.
Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions "deck," "slides," "presentation," or references a .pptx filename, regardless of what they plan to do with the content afterward. If a .pptx file needs to be opened, created, or touched, use this skill.
Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit or optimize an existing skill, run evals to test a skill, benchmark skill performance, or optimize a skill's description for better triggering accuracy.
| name | yolo-fb-gui-cli |
| description | YOLO + FB chooser (Frame B), Sapiens2 Pose, and GUI→CLI terminal mirror for vailá video-AI tools. Use when reopening Cursor CLI, wiring GUI buttons, printing copy-paste CLI from Tkinter runs, or continuing work on vaila.py yolotrackerpose / vaila_sam / vaila_sapiens / yolov26track / yolotrain. |
Use when the user works on Frame B → YOLO + FB, wants terminal commands equivalent to GUI clicks, or resumes after closing the terminal in Cursor CLI.
Companion docs:
docs/vaila_buttons/yolo-fb.md — chooser table + launcher CLIAGENTS.md § Conventions (GUI→CLI mirror) + § History (v0.3.72, v0.3.76)docs/sessions/2026-07-06-yolo-fb-gui-cli-mirror.md — implementation logdocs/sessions/2026-07-07-sapiens-output-dir-fix.md — one processed_sapiens_* per run (v0.3.76).claude/skills/sam3-video/SKILL.md — SAM 3 specificsvaila/help/vaila_sapiens.md — Sapiens2 Poseyolotrackerpose)Button: Frame B B4_r4_c1 — YOLO + FB (was “Video AI tools” / “YOLO + SAM”).
Each chooser button calls _print_yolo_fb_launch() before launching the tool:
| Chooser button | Launcher CLI |
|---|---|
| Tracker (v26) | uv run python -u -m vaila.yolov26track |
| Pose (video) | in-process yolov26track.run_yolov26pose_video from main GUI |
| Pose (tracking) | uv run python -u -m vaila.yolov26track + GUI ID picker |
| Seg (v26) | same as Tracker; pick -seg.pt + seg run mode |
| SAM 3 video | uv run python -u vaila/vaila_sam.py |
| Sapiens2 Pose | uv run python -u vaila/vaila_sapiens.py |
| Train YOLOv26 | uv run python -u -m vaila.yolotrain |
Rule: any module with a CLI must print copy-paste commands on GUI Run.
>> (not [bracketed] — absl from mediapipe/opencv eats bracketed stdout)_print_yolo_fb_launch in vaila.py)| Module | Helper | When printed |
|---|---|---|
vaila_sam.py | _build_sam_cli_argv, _print_sam_equivalent_cli | SAM GUI Run |
vaila_sapiens.py | _format_sapiens_cli_command, _print_sapiens_equivalent_cli | Sapiens2 GUI Run |
yolov26track.py | _format_track_cli_command | Tracker GUI before video loop (one track per file) |
yolov26track.py | _print_pose_video_equivalent_cli | Pose (video) after config dialog |
yolov26track.py | _print_pose_from_tracking_workflow_hint | Pose (tracking) after dir pick |
yolotrain.py | _format_training_cli_command, _print_gui_state | Start Training + GUI open |
getpixelvideo.py | >> Equivalent CLI blocks | Load Tracking CSV / save hints |
import shlex
def _format_my_cli_command(input_path: str, output: str, *, flag: int) -> str:
parts = ["uv", "run", "vaila/my_module.py", "-i", input_path, "-o", output, "--flag", str(flag)]
return " ".join(shlex.quote(p) for p in parts)
def _print_equivalent_cli(...) -> None:
print("\n>> vaila/my_module: Equivalent CLI (copy/paste):", flush=True)
print(f">> {_format_my_cli_command(...)}", flush=True)
print("", flush=True)
Call _print_equivalent_cli after dialogs OK, before long work.
uv sync --extra sapiens
bash bin/setup_sapiens2.sh # clones .local/third_party/sapiens2/ + HF weights
uv run vaila/vaila_sapiens.py -i VIDEO_OR_DIR -o OUT_PARENT --model 1b
processed_sapiens_<timestamp>/ per run (v0.3.76); per-video subdirs <timestamp>/<stem>/--output-base from parent — no empty duplicate folder-o (not --output-base); CLI creates processed_sapiens_<ts>/ under -ouv run pytest tests/test_vaila_sapiens.py -vuv run ruff check vaila/vaila_sapiens.py vaila/vaila_sam.py vaila/yolov26track.py vaila.py --fix
uv run ruff format vaila/
uv run pytest tests/test_vaila_sapiens.py tests/test_vaila_sam.py::test_build_sam_cli_argv_includes_prompt tests/test_yolov26track_pose_reid.py::test_format_track_cli_command_maps_config -v
cd ~/data/vaila && uv sync (add --extra sam / --extra sapiens / --extra gpu as needed)AGENTS.md History § v0.3.76 (Sapiens2 output dir) and this skillvaila.py header)