Borrowing it
Nothing to install: this file belongs to sidprasad/spytial. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/sidprasad/spytial/main/.github/copilot-instructions.mdgit clone --depth 1 https://github.com/sidprasad/spytialWrote 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.
[](https://agentmods.dev/instructions/sidprasad/spytial/copilot-instructions)<a href="https://agentmods.dev/instructions/sidprasad/spytial/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/sidprasad/spytial/copilot-instructions.svg" alt="Measured on agentmods" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.01940 | $0.01940 |
| Opus 5 | $0.00970 | $0.00970 |
| Sonnet 5 | $0.00388 | $0.00388 |
| Haiku 4.5 | $0.00194 | $0.00194 |
Grade A, and why
spytial 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 3d 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.
How it starts
The opening of the file, as written. The whole thing — 241 lines — stays where its author put it; the contents beside it link to each section on GitHub.
sPyTial: Spatial Python Visualization Library
sPyTial is a Python library for spatial visualization of structured data using declarative constraints. It compiles to the Spytial diagramming language to generate interactive HTML visualizations. The library enables developers to visualize Python objects (trees, graphs, nested structures) with minimal effort while providing advanced spatial annotation capabilities.
Always reference these instructions first and fallback to search or bash commands only when you encounter unexpected information that does not match the info here.
Working Effectively
Bootstrap and Install (15-20 seconds)
# Install the package in development mode
python -m pip install -e .
NEVER CANCEL: This typically takes 15-20 seconds. Set timeout to 60+ seconds.
Install Development Dependencies (30-45 seconds)
# Install testing and linting tools
python -m pip install pytest>=7.0.0 flake8>=6.0.0 black>=23.0.0
NEVER CANCEL: This typically takes 30-45 seconds. Set timeout to 90+ seconds.
Build the Package (10-15 seconds)
# Build source and wheel distributions
python -m pip install build
python -m build --no-isolation
NEVER CANCEL: Build takes 10-15 seconds. Set timeout to 60+ seconds.
Run Tests (<1 second)
# Run test suite with pytest
python -m pytest test/ -v
# Run individual test files directly
python test/test_group_selector.py
python test/test_object_annotations.py
Note: Test suite currently has 2 failing tests out of 14 total, but core functionality works correctly. Do not modify code to fix unrelated test failures.
Code Quality and Linting (immediate)
# Check code style - expect 270+ violations in current codebase
python -m flake8 spytial/ --count --statistics
# Check code formatting - expect 5 files need reformatting
python -m black spytial/ --check
# Apply code formatting
python -m black spytial/
ALWAYS run python -m black spytial/ and python -m flake8 spytial/ before committing changes or CI will fail.
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.
- 3d ago First seen · 241 lines · 1,940 tokens per session scan A 7fb9647ae871
spytial copilot-instructions.md is an instructions file published in the GitHub repository sidprasad/spytial (13 stars, last pushed 12d ago), licensed MIT. It adds 1,940 tokens to every session, about $0.0097 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 2026-09-03.
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