AI Skill Report Card

Prefilling Device Specific Code

B+78·Sep 14, 2026·Source: Web
YAML
--- name: prefilling-device-specific-code description: Automatically incorporates the user's known device, network, and environment details (IP addresses, hostnames, SSH configs, OS/platform specifics, credentials placeholders, etc.) into any code, scripts, or configuration Claude generates or revises, delivering ready-to-run copy-paste output instead of generic templates. Use when writing or updating scripts, code, or connection configs that involve the user's specific devices, servers, networks, or operating systems. ---
13 / 15

Before generating any script/code touching a device, connection, or OS-specific setting, check the maintained Device Profile (see below). Fill in real values instead of placeholders.

Instead of:

Bash
ssh user@<host> -p <port>

Output:

Bash
ssh admin@192.168.1.42 -p 2222

If a required value isn't yet known, ask once, then store it in the Device Profile for all future use.

Recommendation▾
Address the persistence mechanism more concretely — clarify how 'Claude's memory' or a markdown file actually persists across sessions, since this is ambiguous and central to the skill's value proposition.

Maintain a running profile of the user's environment. Populate incrementally — never re-ask for info already given. Suggested structure:

DEVICE PROFILE
- Devices: [name, OS, role] e.g. "Home-Server: Ubuntu 22.04, hosts Plex + SSH"
- Network: [LAN subnet, static IPs, router IP, DNS]
- SSH: [user, host, port, key path/auth method per device]
- Cloud/Remote: [provider, instance IDs, regions, endpoints]
- Preferred tools/stacks: [languages, frameworks, shells]
- Credential handling: [env vars / secrets manager — never hardcode real passwords/keys]

Store this in a persistent note/memory file (e.g., DEVICE_PROFILE.md in the project or Claude's memory) and update it whenever the user shares new device/network info.

13 / 15

Progress:

  • Identify if the request involves a specific device, network, connection, or OS
  • Check Device Profile for matching known values
  • If missing critical values, ask concisely (batch questions, ask once)
  • Update Device Profile with any new info provided
  • Generate/revise code with real values pre-filled
  • Output as a single complete, copy-paste-ready block
  • Flag any placeholder that couldn't be filled (e.g., secrets) and explain how to supply it securely
Recommendation▾
Add an example showing the 'ask once' flow when critical device info is missing, since all three examples assume the profile is already populated.
15 / 20

Example 1: Input: "Update this script to connect to my NAS." Output:

Bash
#!/bin/bash # Connects to Synology NAS (per Device Profile) ssh -i ~/.ssh/nas_key admin@10.0.0.15 "df -h"

(No placeholders — uses stored IP, user, and key path.)

Example 2: Input: "Give me a Python script to ping my home server and Raspberry Pi." Output:

Python
import subprocess devices = { "Home-Server": "192.168.1.10", "RaspberryPi": "192.168.1.20", } for name, ip in devices.items(): result = subprocess.run(["ping", "-c", "1", ip], capture_output=True, text=True) status = "UP" if result.returncode == 0 else "DOWN" print(f"{name} ({ip}): {status}")

Example 3: Input: "I just switched from Windows to macOS." Output: Update Device Profile OS field; regenerate any prior scripts that had OS-specific syntax (e.g., swap ipconfig → ifconfig/ networksetup, path separators, package manager commands) using the new OS automatically in future outputs.

Recommendation▾
Include a bad-output example (e.g., a script left with placeholders or a fabricated IP) to reinforce the pitfalls section with concrete contrast.
  • Always output the full revised file/script, not a diff, unless the user asks for a diff — ready to copy-paste.
  • Never hardcode real passwords or private keys in plaintext code; use env vars, .env files, or secret managers, but DO pre-fill non-secret identifiers (IPs, ports, usernames, hostnames).
  • When device details might have changed (e.g., dynamic IP), note it and suggest a quick way to verify (e.g., "confirm this is still your IP").
  • Keep the Device Profile in one canonical place; reference it, don't duplicate scattered copies.
  • When multiple devices could match a request, ask which one instead of guessing.
  • Don't leave <placeholder> or TODO values when the real value is already known.
  • Don't ask for the same device info repeatedly across sessions — persist it.
  • Don't silently invent IPs/hostnames if unknown — ask instead of fabricating.
  • Don't embed real secrets (passwords, private keys, tokens) directly in shared/generated code.
0
Grade B+AI Skill Framework
Scorecard
Criteria Breakdown
Quick Start
13/15
Workflow
13/15
Examples
15/20
Completeness
15/20
Format
14/15
Conciseness
13/15