ai-engineering-fluency: Instructions file for GitHub Copilot

.github/instructions/cli.instructions.md

ai-engineering-fluency cli.instructions.md is an instructions file for GitHub Copilot from rajbos/ai-engineering-fluency. It costs 1,055 tokens per session, scanned A, original, MIT.

A developer guide for the TypeScript command-line tool in the AI Engineering Fluency project. It explains the command-line architecture, shared data access, builds, and how to add an editor or data source.

In plain words
What is it for?
Use it to build the CLI, understand its commands and data pipeline, or add support for another editor or data source.
Why use it?
It gives contributors the file locations and build steps needed to change the CLI without misunderstanding how it shares code with the main project.

Instructions file for GitHub Copilot

Written for GitHub Copilot: a Copilot instructions file. Also seen: mentions Gemini CLI; mentions OpenCode.

This is rajbos/ai-engineering-fluency's own configuration. It tells GitHub Copilot how to work on ai-engineering-fluency 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 ai-engineering-fluency configures →

Reuse

Borrowing it

Nothing to install: this file belongs to rajbos/ai-engineering-fluency. 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/rajbos/ai-engineering-fluency/main/.github/instructions/cli.instructions.md
Clone the repo
git clone --depth 1 https://github.com/rajbos/ai-engineering-fluency

Made for: GitHub Copilot.

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Per session 1,055 This file is loaded in full into every session.
When invoked 1,055 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
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 $0.01055 $0.01055
Opus 5.5 $0.00422 $0.00422
Sonnet 5.5 $0.00211 $0.00211
Haiku 4.5 $0.00105 $0.00105

Measured yesterday against content hash 2d59f7533e03, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ai-engineering-fluency cli.instructions.md scanned grade A with 0 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 yesterday.

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.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.github/instructions/cli.instructions.md · 67 lines

How it starts

The opening of the file, as written. The whole thing — 67 lines — stays where its author put it; the contents beside it link to each section on GitHub.

CLI — Architecture & Integration Guide

The CLI (cli/) is a standalone command-line tool that shares the session discovery and data access classes from the repo-root src/ folder but has its own aggregation pipeline. It is built with TypeScript and bundled via cli/esbuild.js into cli/dist/cli.js.

Key Files

  • cli/src/helpers.ts: Shared helper functions — session discovery, file processing, stats aggregation. Imports all data access classes from src/.
  • cli/src/commands/: One file per sub-command (stats, usage, environmental, fluency, diagnostics).
  • cli/esbuild.js: Build script (esbuild bundles for the CLI and the session library entry). The shared JSON data files are imported straight from ../src and inlined by esbuild — nothing is copied, and the shared src/ imports no vscode, so no vscode alias/stub is needed.
  • cli/tsconfig.json: paths alias points to ../src/*.

Developer Workflow

cd cli
pnpm install
pnpm run build            # development build
pnpm run build:production # minified release build

Or from the repo root:

./build.ps1 -Project cli

Adding a New Editor / Data Source

When adding support for a new editor or data source, wire it into both the shared src/ folder (see .github/instructions/vscode-extension.instructions.md) and this CLI.

Adapter architecture (issue #654): The CLI shares the adapter classes from src/adapters/ via buildAdapterRegistry and createDataAccessInstances in src/adapters/adapterRegistry.ts. Currently 11 adapters are registered: OpenCode, Crush, Continue, ClaudeCode, ClaudeDesktop, VisualStudio, MistralVibe, GeminiCli, CopilotChat, CopilotCli, JetBrains. The Copilot and JetBrains adapters own discovery but their handles() returns false, so processSessionFile() falls through to the existing per-format helpers (JSONL/JSON parsing) for those files. Order matters — register Copilot/JetBrains adapters last.

Read the full file on GitHub · 67 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. yesterday First seen · 67 lines · 1,055 tokens per session scan A 2d59f7533e03

Subscribe to this mod's changes

ai-engineering-fluency cli.instructions.md is an instructions file published in the GitHub repository rajbos/ai-engineering-fluency (119 stars, last pushed yesterday), licensed MIT. It adds 1,055 tokens to every session, about $0.0042 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-26.

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