py.chroma.mcp python.instructions.md

A set of instructions for writing and maintaining Python code in a specific project. It covers general coding practices, code quality, project rules, and how an AI coding assistant should behave.

In plain words
What is it for?
Use it when asking an AI assistant to write, review, or modify Python code for this project.
Why use it?
It gives the assistant consistent rules to follow, reducing unclear or inconsistent code changes. It also records project-specific expectations in one place.

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/maithanhduyan/py.chroma.mcp/python
Clone the repo
git clone --depth 1 https://github.com/maithanhduyan/py.chroma.mcp

Made for: GitHub Copilot.

Per session 1,765 This file is loaded in full into every session.
When invoked 1,765 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
Origin unknown 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 $0.01765 $0.01765
Opus 5 $0.00882 $0.00882
Sonnet 5 $0.00353 $0.00353
Haiku 4.5 $0.00177 $0.00177

Measured yesterday against content hash f4d57ecfabc0, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

py.chroma.mcp 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 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/python.instructions.md · 272 lines

The source is not reproduced here

Licensed GPL-3.0

The repository is licensed GPL-3.0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.

Read it on GitHub

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 · 272 lines · 1,765 tokens per session scan A f4d57ecfabc0

Subscribe to this mod's changes

py.chroma.mcp python.instructions.md is an instructions file published in the GitHub repository maithanhduyan/py.chroma.mcp (1 stars, last pushed 1y ago), licensed GPL-3.0. It adds 1,765 tokens to every session, about $0.0088 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 2026-08-31.

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