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tsbootstrap: Instructions file for Codex

AGENTS.md

tsbootstrap AGENTS.md is an instructions file for Codex, OpenCode from astrogilda/tsbootstrap. It costs 294 tokens per session, scanned A, original, MIT.

Project instructions for tsbootstrap, a Python library that creates resampled time-series data and recommends methods for analysing a series. They describe setup, checks, supported Python versions, and project conventions.

In plain words
What is it for?
Use them when changing tsbootstrap code, running its tests or quality checks, or working on its examples and documentation.
Why use it?
They give a coding agent the project context needed to make changes that match the repository's tests, formatting, type checks, and dependency rules.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md. Also seen: mentions AGENTS.md.

This is astrogilda/tsbootstrap's own configuration. It tells Codex and OpenCode how to work on tsbootstrap 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 tsbootstrap configures →

not rated 97repo +1 3d ago A scan 294 tokens original MIT
View source ↗ astrogilda/tsbootstrap tsbootstrap.readthedocs.io
Reuse

Borrowing it

Nothing to install: this file belongs to astrogilda/tsbootstrap. 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/astrogilda/tsbootstrap/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/astrogilda/tsbootstrap

Made for: Codex, OpenCode.

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.

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README.md
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Your own site
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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 tsbootstrap AGENTS.md

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Per session 294 This file is loaded in full into every session.
When invoked 294 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 $0.00294 $0.00294
Opus 5.5 $0.00118 $0.00118
Sonnet 5.5 $0.00059 $0.00059
Haiku 4.5 $0.00029 $0.00029

Measured 2mo ago against content hash 432c358a5008, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

tsbootstrap AGENTS.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 2mo 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.

AGENTS.md · 17 lines

What it actually says

AGENTS.md

Minimal agent context for tsbootstrap. Full docs: README.md and https://tsbootstrap.readthedocs.io.

What it is

Time series bootstrapping. One entry point: bootstrap(X, *, method=...) imported from tsbootstrap. Typed method specs live in tsbootstrap.methods. diagnose(X).recommended_methods suggests methods for a series.

Setup and checks

  • Install: uv sync --extra dev (add --extra examples --extra docs for notebooks and docs).
  • Tests: uv run pytest tests/ runs single-process. Add -n auto --dist loadscope for the parallel run CI uses; addopts carries reporting flags only, never -n.
  • Lint and format: uv run ruff check . and uv run ruff format . (both gated in CI; run uv run pre-commit install once so commits gate locally).
  • Types: uv run mypy src/tsbootstrap and uv run pyright src/tsbootstrap.

Conventions

  • Python 3.10+. Model-based methods (AR/ARIMA/VAR residual, sieve) need the models extra; the uncertainty-quantification layer tsbootstrap.uq needs the uq extra.
  • No em or en dashes in prose. Conventional-commit messages, imperative mood.
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. 2mo ago First seen · 17 lines · 294 tokens per session scan A 432c358a5008

Subscribe to this mod's changes

tsbootstrap AGENTS.md is an instructions file published in the GitHub repository astrogilda/tsbootstrap (97 stars, last pushed 3d ago), licensed MIT. It adds 294 tokens to every session, about $0.0012 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 2026-08-30.

LanguagesPythonScikit-Learnblock-bootstrapbootstrapmachine-learningresampling
Related

tsbootstrap AGENTS.md compared with instructions from other repositories

tsbootstrap AGENTS.md next to 6 instructions from other repositories
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tsbootstrap AGENTS.mdastrogilda/tsbootstrapInstructions file973d agoMITA294Codex, OpenCode
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deepseek-harness AGENTS.mddeepseek-ai/deepseek-harnessInstructions file274k2d agoMITA4,313Codex, OpenCode