ChainWeaver: Instructions file for GitHub Copilot

.github/instructions/python-source.instructions.md

ChainWeaver python-source.instructions.md is an instructions file for GitHub Copilot from dgenio/ChainWeaver. It costs 386 tokens per session, scanned A, original, Apache-2.0.

Python coding rules for the ChainWeaver production source folder. They cover module documentation, Pydantic data models, custom errors, and export conventions.

In plain words
What is it for?
Use them when adding or changing ChainWeaver modules, data schemas, public classes and functions, error handling, or package exports.
Why use it?
They keep Python code consistent and avoid outdated Pydantic patterns or incorrectly defined exceptions.

Instructions file for GitHub Copilot

Written for GitHub Copilot: a Copilot instructions file.

This is dgenio/ChainWeaver's own configuration. It tells GitHub Copilot how to work on ChainWeaver 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 ChainWeaver configures →

Reuse

Borrowing it

Nothing to install: this file belongs to dgenio/ChainWeaver. 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/dgenio/ChainWeaver/main/.github/instructions/python-source.instructions.md
Clone the repo
git clone --depth 1 https://github.com/dgenio/ChainWeaver

Made for: GitHub Copilot.

Wrote 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.

agentmods badge for ChainWeaver python-source.instructions.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/dgenio/chainweaver/python-source/github.svg)](https://agentmods.dev/instructions/dgenio/chainweaver/python-source)
Your own site
<a href="https://agentmods.dev/instructions/dgenio/chainweaver/python-source"><img src="https://agentmods.dev/badge/instructions/dgenio/chainweaver/python-source/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.

agentmods 80×15 button for ChainWeaver python-source.instructions.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/dgenio/chainweaver/python-source"><img src="https://agentmods.dev/badge/instructions/dgenio/chainweaver/python-source.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 386 This file is loaded in full into every session.
When invoked 386 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 $0.00386 $0.00386
Opus 5.5 $0.00154 $0.00154
Sonnet 5.5 $0.00077 $0.00077
Haiku 4.5 $0.00039 $0.00039

Measured 1mo ago against content hash 04fc7346e3f4, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ChainWeaver python-source.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.

.github/instructions/python-source.instructions.md · 36 lines

What it actually says

Python source instructions — ChainWeaver

These instructions apply when editing production source code in chainweaver/.

Module conventions

  • Every module has a module-level docstring explaining its role
  • Include from __future__ import annotations immediately after the module docstring
  • All public classes and functions have Google-style docstrings

Pydantic patterns

  • Use pydantic.BaseModel for schemas / I/O contracts (v2 API)
  • For BaseModel types, use model_dump() not .dict() (v2 migration)
  • For BaseModel types, use model_validate() not .parse_obj() (v2 migration)
  • Field descriptions via Field(description="...") for schema clarity
  • Internal runtime records that need to carry Exception instances may remain dataclasses per repo invariants

Exception patterns

  • All custom exceptions inherit from ChainWeaverError
  • Exceptions should carry relevant context attributes where applicable; do not assume a uniform constructor signature — follow the API defined by each exception class in chainweaver.exceptions
  • Import exceptions from chainweaver.exceptions, never define inline
  • Available exception types: ToolNotFoundError, FlowNotFoundError, FlowAlreadyExistsError, SchemaValidationError, InputMappingError, FlowExecutionError, ToolDefinitionError

Export rules

  • Any new public class/function MUST be added to chainweaver/__init__.py __all__
  • If adding a new module, add its imports to __init__.py

Executor invariant

  • executor.py must remain deterministic: no LLM calls, no network I/O, no randomness
  • The executor runs a compiled graph — it does not make decisions
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. 1mo ago First seen · 36 lines · 386 tokens per session scan A 04fc7346e3f4

Subscribe to this mod's changes

ChainWeaver python-source.instructions.md is an instructions file published in the GitHub repository dgenio/ChainWeaver (6 stars, last pushed 10d ago), licensed Apache-2.0. It adds 386 tokens to every session, about $0.0015 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.

Related

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).

microsoft/vscode · 9,715 tokens

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.

vercel/next.js · 7,461 tokens

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).

microsoft/vscode · 5,262 tokens

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.

langchain-ai/langchain · 4,680 tokens

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).

microsoft/vscode · 2,731 tokens

deepseek-harness AGENTS.md

AGENTS.md instructions for deepseek-ai/deepseek-harness, covering agents.md, pre-stable apis and released session data, repository layout, commands and host sandbox failures.

deepseek-ai/deepseek-harness · 4,261 tokens