BC-Bench copilot-instructions.md

Repository-specific guidance for Microsoft BC-Bench, a benchmark for testing coding agents on real Business Central development tasks. Business Central is Microsoft's business-management software, and AL is its programming language.

In plain words
What is it for?
It helps with Python tools, AL and Business Central evaluation tasks, PowerShell setup scripts, benchmark data, agent experiments, and result analysis.
Why use it?
It gives an agent the project's structure, coding conventions, and development context so it can work consistently in that repository.

Instructions file for GitHub Copilot

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add instructions/microsoft/bc-bench/copilot-instructions
Clone the repo
git clone --depth 1 https://github.com/microsoft/BC-Bench

Made for: GitHub Copilot.

Per session 879 This file is loaded in full into every session.
When invoked 879 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
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 $0.00879 $0.00879
Opus 5 $0.00439 $0.00439
Sonnet 5 $0.00176 $0.00176
Haiku 4.5 $0.00088 $0.00088

Measured 2d ago against content hash 6a7e82c11e64, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

BC-Bench copilot-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 2d 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.

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/copilot-instructions.md · 66 lines

How it starts

The opening of the file, as written. The whole thing — 66 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Repository: microsoft/BC-Bench

This is a benchmark for evaluating coding agents on real-world Business Central (AL) development tasks, inspired by SWE-Bench. Unlike traditional model benchmarks, BC-Bench is designed to help select models and rapidly iterate on mcp servers, custom instruction/agents, etc for engineers. The repository contains:

  • Dataset: Benchmark entries following SWE-Bench schema with BC-specific adjustments
  • Python Package (src/bcbench/): CLI tools, agent implementations, and validation utilities
  • PowerShell Scripts (scripts/): Environment setup and dataset verification using AL-GO/BCContainerHelper
  • Tools (tools/): Ad-hoc scripts for GitHub Artifacts download, etc
  • Agent Evaluations: Focuses on GitHub Copilot CLI and Claude Code
  • Experiments: MCP Servers, custom instructions, custom agents, skills, etc. and their performance on the benchmark
  • Notebooks (notebooks/): Analysis and visualization of benchmark results

Key Context

  • Primary language: Python (with AL/Business Central as the target evaluation language)
  • Uses uv for dependency management: e.g. uv add <package> to add packages, uv run <command> to run commands
  • Uses pre-commit for code quality checks (ruff linting/formatting, trailing whitespace, etc.)

Categories

BC-Bench is category-based and designed to grow over time. It currently has two categories, bug-fix and test-generation. They share the same dataset tasks and execution-based setup, but use different prompts, expected outputs, and evaluation pipelines. Future categories such as code-review can be added within the same overall benchmark structure, though they may require different inputs, setup, or evaluation methods.

Coding Patterns and Guidelines

  • Prefer strong typing and type hints
  • Prefer simple code for fast iteration
  • Prefer modular, testable components
  • Prefer pure functions where possible
  • Prefer explicit over implicit
  • Prefer high-order functions like map, filter, reduce over loops
  • Prefer immutable data structures where possible

Read the full file on GitHub · 66 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. 2d ago First seen · 66 lines · 879 tokens per session scan A 6a7e82c11e64

Subscribe to this mod's changes

BC-Bench copilot-instructions.md is an instructions file published in the GitHub repository microsoft/BC-Bench (56 stars, last pushed 4d ago), licensed MIT. It adds 879 tokens to every session, about $0.0044 per session on Opus 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 2026-08-30.

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