Embedded-AI-Harness: Skill for Claude Code

.claude/skills/testbench-ble/SKILL.md

testbench-ble is a skill for Claude Code from SensorsIot/Embedded-AI-Harness. It costs 112 tokens per session (1,063 once invoked), scanned B, original, MIT.

A way to control Bluetooth Low Energy devices through a test bench, with a Raspberry Pi acting as a bridge between HTTP requests and Bluetooth.

In plain words
What is it for?
Use it to discover nearby BLE devices, connect to one, inspect connection status, write to GATT characteristics, or send keystrokes to supported HID devices.
Why use it?
It avoids needing to control the Bluetooth device directly from the development environment and provides defined operations for the connected bench.

Skill for Claude Code

Written for Claude Code: installed under .claude/. Also seen: reads .claude/ paths.

This is SensorsIot/Embedded-AI-Harness's own configuration. It tells Claude Code how to work on Embedded-AI-Harness itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything Embedded-AI-Harness configures →

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is export TESTBENCH_URL=$(sudo python3 .claude/skills/esp-idf-handling/discover-testbench.py \.

Reuse

Borrowing it

Nothing to install: this file belongs to SensorsIot/Embedded-AI-Harness. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/SensorsIot/Embedded-AI-Harness/main/.claude/skills/testbench-ble/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/SensorsIot/Embedded-AI-Harness

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for testbench-ble

README.md
[![agentmods](https://agentmods.dev/badge/skills/sensorsiot/embedded-ai-harness/testbench-ble/github.svg)](https://agentmods.dev/skills/sensorsiot/embedded-ai-harness/testbench-ble)
Your own site
<a href="https://agentmods.dev/skills/sensorsiot/embedded-ai-harness/testbench-ble"><img src="https://agentmods.dev/badge/skills/sensorsiot/embedded-ai-harness/testbench-ble/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for testbench-ble

Your own site · 80×15
<a href="https://agentmods.dev/skills/sensorsiot/embedded-ai-harness/testbench-ble"><img src="https://agentmods.dev/badge/skills/sensorsiot/embedded-ai-harness/testbench-ble.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 112 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,063 The whole file, excluding the scripts and references it only reads on demand.
Security scan B 2 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 2 findings, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Privilege Escalation · line 17
    Commands invoke sudo or root privileges. Verify this elevated access is necessary and justified.
    Fix: Avoid sudo/root unless strictly required. Prefer least-privilege patterns. If elevation is needed, document the justification and scope.
  • medium Data Exfiltration · line 19
    Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.
    Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00112 $0.01063
Opus 5 $0.00056 $0.00531
Sonnet 5 $0.00022 $0.00213
Haiku 4.5 $0.00011 $0.00106

Measured 10d ago against content hash 0ee458b074e0, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade B, and why

testbench-ble scanned grade B with 2 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Asks for rootmediumPrivilege escalation

A mod that escalates privileges can change anything on the machine, not only the project.

export TESTBENCH_URL=$(sudo python3 .claude/skills/esp-idf-handling/discover-testbench.py \

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -s "$TESTBENCH_URL/api/info" # confirm before anything else
.claude/skills/testbench-ble/SKILL.md · 98 lines

How it starts

The opening of the file, as written. The whole thing — 98 lines — stays where its author put it; the contents beside it link to each section on GitHub.

ESP32 Bluetooth LE Proxy

Base URL: $TESTBENCH_URL — see Step 0

Step 0: Point at a bench

There are several benches and their addresses move, so nothing here writes one down. $BENCH is not usable either — a container cannot resolve mDNS. Discover the bench and export its URL:

export TESTBENCH_URL=$(sudo python3 .claude/skills/esp-idf-handling/discover-testbench.py \
                         --url --name <bench-hostname>)
curl -s "$TESTBENCH_URL/api/info"        # confirm before anything else

--url refuses to guess when more than one bench answers, so --name is required whenever a second bench is powered on. TESTBENCH_URL is the same variable pytest --wt-url falls back to.

Endpoints

Request and response shapes: FSD Appendix D.5.

One BLE connection at a time — connect to a second peripheral without disconnecting the first and the call fails rather than switching.

Examples

# Scan for BLE devices (5s timeout)
curl -X POST $TESTBENCH_URL/api/ble/scan \
  -H 'Content-Type: application/json' \
  -d '{"timeout": 5}'

# Scan with name filter
curl -X POST $TESTBENCH_URL/api/ble/scan \
  -H 'Content-Type: application/json' \
  -d '{"timeout": 5, "name_filter": "<device-name>"}'

# Connect by MAC address
curl -X POST $TESTBENCH_URL/api/ble/connect \
  -H 'Content-Type: application/json' \
  -d '{"address": "AA:BB:CC:DD:EE:FF"}'

# Write hex data to a GATT characteristic
curl -X POST $TESTBENCH_URL/api/ble/write \
  -H 'Content-Type: application/json' \
  -d '{"characteristic": "6e400002-b5a3-f393-e0a9-e50e24dcca9e", "data": "48656c6c6f", "response": true}'

# Check connection status
curl $TESTBENCH_URL/api/ble/status

# Disconnect
curl -X POST $TESTBENCH_URL/api/ble/disconnect

Nordic UART Service (NUS) UUIDs

UUID Role
6e400001-b5a3-f393-e0a9-e50e24dcca9e NUS Service
6e400002-b5a3-f393-e0a9-e50e24dcca9e RX Characteristic (write to this)
6e400003-b5a3-f393-e0a9-e50e24dcca9e TX Characteristic (notifications from device)

Read the full file on GitHub · 98 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 10d ago First seen · 98 lines · 112 tokens per session scan B 0ee458b074e0

Subscribe to this mod's changes

testbench-ble is a skill published in the GitHub repository SensorsIot/Embedded-AI-Harness (173 stars, last pushed 29d ago), licensed MIT. It adds 112 tokens to every session and 1,063 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it B with 2 findings (asks for root, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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