Borrowing it
Nothing to install: this file belongs to jenreh/appkit-bpmn-server. 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/jenreh/appkit-bpmn-server/main/.github/instructions/python.instructions.mdgit clone --depth 1 https://github.com/jenreh/appkit-bpmn-serverWrote 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/jenreh/appkit-bpmn-server/python)<a href="https://agentmods.dev/instructions/jenreh/appkit-bpmn-server/python"><img src="https://agentmods.dev/badge/instructions/jenreh/appkit-bpmn-server/python/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.
<a href="https://agentmods.dev/instructions/jenreh/appkit-bpmn-server/python"><img src="https://agentmods.dev/badge/instructions/jenreh/appkit-bpmn-server/python.svg" alt="Reviewed on agentmods" width="80" 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 | $0.01740 | $0.01740 |
| Opus 5.5 | $0.00696 | $0.00696 |
| Sonnet 5.5 | $0.00348 | $0.00348 |
| Haiku 4.5 | $0.00174 | $0.00174 |
Grade A, and why
appkit-bpmn-server python.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 1mo 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 — 316 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Python Development Instructions
Project Overview
This is a Python 3.13 project using:
- Reflex - Web framework for building reactive UIs
- FastAPI - High-performance web framework
- SQLAlchemy 2.0 - Database ORM
- Alembic - Database migrations
- Pydantic - Data validation
- uv - Package and project manager
Setup and Installation
# Install dependencies
make install
# or
uv sync
Development Workflow
Running the Application
# Start development server
make reflex
# or
uv run reflex run
# Start with debug logging
make reflex-debug
# or
uv run reflex run --loglevel=debug
# Production mode
make reflex-prod
# or
uv run reflex run --env prod
Testing
# Run tests
make test
# or
uv run pytest
# Run tests with coverage
uv run pytest --cov=app --cov=appkit_assistant --cov=appkit_commons --cov=appkit_imagecreator --cov=appkit_mantine --cov=appkit_ui --cov=appkit_user
Note: Tests should be written in tests/ directory following the pattern test_*.py.
Linting and Formatting
# Check code style
make check
# or
uv run ruff check .
uv run ruff format --check .
# Auto-fix linting issues
make lint
# or
uv run ruff check --fix .
# Format code
make format
# or
uv run ruff format .
uv run ruff check --fix .
Database Migrations
# Check current migration status
make alembic
# or
uv run alembic current
# Apply migrations
make db-migrate
# or
uv run alembic upgrade head
# View migration history
make db-migrate-history
# or
uv run alembic history
# Rollback one migration
make db-migrate-down
# or
uv run alembic downgrade -1
Code Style Guidelines
Logging
CRITICAL: Never use f-strings in logger calls. Use string formatting with parameters instead.
import logging
log = logging.getLogger(__name__)
# ✅ CORRECT
log.info("Loaded items: %d", count)
log.error("Failed to process user: %s", user_id)
log.debug("Processing request with params: %s, %s", param1, param2)
# ❌ INCORRECT - DO NOT USE
log.info(f"Loaded items: {count}")
log.error(f"Failed to process user: {user_id}")
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.
- 1mo ago First seen · 316 lines · 1,740 tokens per session scan A d29fd2588a94
appkit-bpmn-server python.instructions.md is an instructions file published in the GitHub repository jenreh/appkit-bpmn-server (0 stars, last pushed 4mo ago), licensed MIT. It adds 1,740 tokens to every session, about $0.0070 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 2026-08-31.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
deno copilot-instructions.md
Copilot instructions for denoland/deno, covering deno development guide for github copilot, network access, high level overview, key directories and key files to understand first.