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litert-google-tensor
79 / 100 · Review before installing
Check before installing. Some of what it can do is expected: a devops skill usually runs commands, installs tools and uses cloud credentials.
By google-ai-edge/litert-samples (GitHub) · devops · 489 stars · scanned at commit 163222b
Compiles LiteRT (.tflite) models ahead-of-time for Google Tensor TPUs (Tensor G5 on Pixel 10, Tensor G6 on Pixel 11) locally on Linux x86_64 or remotely via Google Colab (--colab on macOS, Windows, or ARM hosts), benchmarks them on a USB-attached Pixel with LiteRT's benchmark_model (NPU latency, peak memory, TPU tile time, TPU energy, optional CPU baseline), and packages compiled models for an Android Gradle app as a Google Play AI pack with the Tensor NPU runtime module and a Kotlin loader, ap…
Works with any agent that supports SKILL.md skills.
What this skill can do
Downloads and installs other software
The author does not mention this. Expected for a devops skill.
Found in 22 places.
Show 17 more
- skills/litert-google-tensor/SKILL.md, line 84
| Internet | once for `pip install` | required (Colab VM + `pip install`) | once to fetch `benchmark_model` + dispatch lib (cached in `~/.cache/litert-google-te - skills/litert-google-tensor/SKILL.md, line 167
pip install --upgrade pip - skills/litert-google-tensor/SKILL.md, line 169
pip install --no-cache-dir ai-edge-litert==<pinned> ai-edge-litert-sdk-google-tensor==<pinned> - skills/litert-google-tensor/SKILL.md, line 184
Debian/Ubuntu `python3 -m venv` may need `sudo apt install python3-venv`. If - skills/litert-google-tensor/references/compile-flags.md, line 72
| Stable (skill default) | printed by `python3 scripts/compile_model.py --print-install`: venv, then `export GOOGLE_TENSOR_SDK_BETA=/abs/path/litert_plugin_comp - skills/litert-google-tensor/references/compile-flags.md, line 118
`--keep-colab-session` | `False` | Keep a newly created Colab VM running after the compile so a subsequen - skills/litert-google-tensor/references/compile-flags.md, line 136
the Beta tarball and skips `pip install`. - skills/litert-google-tensor/references/compile-flags.md, line 139
matching the public Colab tutorial), runs `pip install --no-cache-dir` with - skills/litert-google-tensor/references/troubleshooting.md, line 12
`python3 -m venv ...` fails: `ensurepip is not available` | De - skills/litert-google-tensor/references/troubleshooting.md, line 15
`pip install` fails: `SDK location is not set. Aborting installation.` | `G - skills/litert-google-tensor/references/troubleshooting.md, line 16
`pip install` fails: `Google Tensor SDK beta file not found` | Wr - skills/litert-google-tensor/references/troubleshooting.md, line 18
`compile_model.py --colab` exit 5: `'colab' CLI not found` | `g - skills/litert-google-tensor/references/troubleshooting.md, line 21
`compile_model.py` exit 5: `liblitert_plugin_compiler.so not found` / `Warning: SDK files directory not found at .../ai_edge_litert_sdk_google_tensor/data` | Th - skills/litert-google-tensor/references/troubleshooting.md, line 26
`libc++.so.1: cannot open shared object file` while importing/compiling | Ho - skills/litert-google-tensor/scripts/compile_model.py, line 149
f"pip install --no-cache-dir ai-edge-litert=={release} " - skills/litert-google-tensor/scripts/compile_model.py, line 182
" uv tool install google-colab-cli # or: pip install " - skills/litert-google-tensor/scripts/compile_model.py, line 244
"uv tool install google-colab-cli # or: pip install google-colab-cli",
and 2 more places
Runs commands on your computer
This is disclosed by the author in the skill's SKILL.md or README. Expected for a devops skill.
Found in 33 places.
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- skills/litert-google-tensor/SKILL.md, line 267
python3 SKILL_DIR/scripts/benchmark_on_device.py \ - skills/litert-google-tensor/SKILL.md, line 484
<venv>/bin/python SKILL_DIR/scripts/package_ai_pack.py \ - skills/litert-google-tensor/SKILL.md, line 545
<venv>/bin/python SKILL_DIR/scripts/package_ai_pack.py \ - skills/litert-google-tensor/SKILL.md, line 612
python3 SKILL_DIR/scripts/package_ai_pack.py --check-project /abs/path/to/app-project \ - skills/litert-google-tensor/SKILL.md, line 662
python3 SKILL_DIR/scripts/install_and_verify.py --project /abs/path/to/app-project \ - skills/litert-google-tensor/scripts/benchmark_on_device.py, line 405
) -> subprocess.CompletedProcess: - skills/litert-google-tensor/scripts/benchmark_on_device.py, line 409
return subprocess.CompletedProcess(cmd, 0, "", "") - skills/litert-google-tensor/scripts/benchmark_on_device.py, line 410
proc = subprocess.run( - skills/litert-google-tensor/scripts/benchmark_on_device.py, line 414
stdout=subprocess.PIPE if capture else None, - skills/litert-google-tensor/scripts/benchmark_on_device.py, line 415
stderr=subprocess.STDOUT if capture else None, - skills/litert-google-tensor/scripts/benchmark_on_device.py, line 428
) -> subprocess.CompletedProcess: - skills/litert-google-tensor/scripts/benchmark_on_device.py, line 438
out = subprocess.run( - skills/litert-google-tensor/scripts/benchmark_on_device.py, line 1507
except subprocess.TimeoutExpired: - skills/litert-google-tensor/scripts/benchmark_on_device.py, line 1522
except subprocess.TimeoutExpired: - skills/litert-google-tensor/scripts/compile_model.py, line 700
p = subprocess.run( - skills/litert-google-tensor/scripts/compile_model.py, line 703
stdin=subprocess.DEVNULL, - skills/litert-google-tensor/scripts/compile_model.py, line 709
except (OSError, subprocess.SubprocessError) as e:
and 13 more places
Connects to the internet
This is disclosed by the author in the skill's SKILL.md or README. Expected for a devops skill.
Found in 5 places.
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Safer alternatives
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Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'litert-google-tensor' ] || [ -L ~/.agents/skills/'litert-google-tensor' ]; then echo 'A skill folder named litert-google-tensor already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/google-ai-edge/litert-samples' "$d" && git -C "$d" checkout --quiet '163222b0a76d2e80f959c1fc1f1918420e3b1e4d' -- 'skills/litert-google-tensor' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/litert-google-tensor' ~/.agents/skills/'litert-google-tensor' && rm -rf "$d"; fi
Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'litert-google-tensor' ~/.claude/skills/'litert-google-tensor' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.
Badge for your README
The badge for google-ai-edge/litert-samples shows the score of its lowest-scoring skill.
[](https://zalavijaysinh.github.io/skilltrust/repos/google-ai-edge/litert-samples/)
Score history
| Date | Version | Score |
|---|
| 2026-11-09 | 163222b | 79 |