llms.txt@docsA

llms.txt@docs from heikkitoivonen/python-time-space-complexity is an llms.txt file: plain text a project publishes for AI models to read.

Install it, pinned
mdr add heikkitoivonen/python-time-space-complexity/docs/llms.txt@git:20261016.42d1c56

Pins git:20261016.42d1c56 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
llms.txt file
Repository
heikkitoivonen/python-time-space-complexity
Path
docs/llms.txt
Versions recorded
5
Latest version
git:20261016.42d1c56, committed Oct 16, 2026
First version recorded
Feb 8, 2026
Size
6,945 bytes
Repository stars
19
License
MIT

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Python Big-O: Time & Space Complexity

> Comprehensive documentation of time and space complexity for Python built-in operations and standard library modules.

This site documents the Big-O time and space complexity of Python operations across built-in types, built-in functions, and standard library modules. It covers CPython 3.11–3.15, with notes on PyPy, Jython, and IronPython.

## Built-in Types

- [Lists](https://pythoncomplexity.com/builtins/list/): Time and space complexity for list operations (append, insert, pop, sort, slicing, etc.)
- [Dictionaries](https://pythoncomplexity.com/builtins/dict/): Complexity for dict operations (lookup, insert, delete, iteration)
- [Sets](https://pythoncomplexity.com/builtins/set/): Complexity for set operations (membership, union, intersection, difference)
- [Tuples](https://pythoncomplexity.com/builtins/tuple/): Complexity for tuple operations (indexing, slicing, membership)
- [Strings](https://pythoncomplexity.com/builtins/str/): Complexity for string operations (find, replace, split, join, slicing)
- [Bytes & Bytearray](https://pythoncomplexity.com/builtins/bytes/): Complexity for bytes and bytearray operations
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add heikkitoivonen/python-time-space-complexity/docs/llms.txt@sha256:1b9b17abf8d92662

The line at the top of this page pins the label git:20261016.42d1c56, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_jtacnghhbn2jmkmd.svg)](https://markdownregistry.com/a/art_jtacnghhbn2jmkmd)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Feb 8, 2026 and Oct 16, 2026, about one every 62 days.

versioncommittedcommitsizeaudit
git:20261016.42d1c56 latest2026-10-16 42d1c56 6,945 BA view · diff
git:20261009.825bf472026-10-09 825bf47 6,480 BA view · diff
git:20260610.fe441492026-06-10 fe44149 6,478 BA view · diff
git:20260301.12aee482026-03-01 12aee48 6,564 BA view · diff
git:20260208.bb5b8cb2026-02-08 bb5b8cb 6,557 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (6945 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

heikkitoivonen/python-time-space-complexity · 19 stars · license MIT · pushed 2026-10-29 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_jtacnghhbn2jmkmd
GET https://markdownregistry.com/api/v1/resolve?ref=heikkitoivonen/python-time-space-complexity/docs/llms.txt
GET https://markdownregistry.com/api/v1/blob/1b9b17abf8d92662f7af0741381c9a3ec0a8b0aef1042553a48f84a081995c11

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

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