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shortcode

PyPI·Infrastructure

shortcode is an open-source CLI tool that extracts compact structural maps from source code to help reduce token usage when working with large language models. It leverages tree-sitter for code analysis and is designed for developers who need efficient code context extraction. Licensed under MIT.

Open SourceMITCLI
Visit PyPI↗

Overview

5 features

In the Other dev tools space, shortcode takes a focused approach. It focuses on reducing LLM token usage by extracting compact structural representations from source code. shortcode is an open-source project aimed at developers working with large language models and code analysis. The project is open source (MIT). shortcode is available on the command line.

Ahmet Bekcan builds and maintains shortcode, and it first shipped in 2026. Development happens publicly on GitHub with 8 commits in the last 90 days. Key capabilities include code analysis, token optimization, and tree-sitter integration.

Summary written by a language model from the project’s public pages.

  • ✓Code analysis
  • ✓Token optimization
  • ✓Tree-sitter integration
  • ✓Structural mapping
  • ✓Command-line interface
Tags
llm-token-reductioncode-structure-extractiontree-sitter-integration
AI capabilities
Code
Weights: Open

Built with & integrations

Runs on
CLI

Trust & compliance

License
MIT
Verified signals
✓HTTPS✓Open Source✓Free tier✓GitHub✓Active maintenance

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed29 Jun · 13:11 UTC
    Listing verified against its public source
    Source: PulseGate · Open ↗

Frequently asked questions about shortcode

What does shortcode do?
Shortcode focuses on reducing LLM token usage by extracting compact structural representations from source code. It is catalogued under Other dev tools on PulseGate.
Who is shortcode for?
shortcode is an open-source project built for developers working with large language models and code analysis.
Does shortcode have a free plan?
Yes — shortcode is open source under the MIT license and free to use.
What platforms does shortcode run on?
shortcode runs on the command line.
Is shortcode still active?
The GitHub repository shows 8 commits in the last 90 days.
What projects are similar to shortcode?
Similar projects tracked by PulseGate include git-build-commit, funkuino, and click-docs.git-build-commitfunkuinoclick-docs
Who develops shortcode?
shortcode is developed by Ahmet Bekcan.
When did shortcode launch?
shortcode first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
Open source
Yes (GitHub)
License
MIT
Built for
developers working with large language models and code analysis
Model
Open source
Solves
Reducing LLM token usage by extracting compact structural representations from source code.

Registered as

GitHub
ahmetbekcan/shortcode
PyPI
shortcode

Developer

Ahmet Bekcan
Solo developer
↗ GitHub

Open source

View on GitHub →
Stars
0
Forks
0
Open issues
0
Last commit
4 May 2026
Commits 90d
8
Contributors
1
Authorship
Solo
Default branch
main

Live coverage

Identity confidence
Low · 64
Indexed
29 Jun 2026
Lifecycle
Unverified
Last seen
29 Jun 2026
Identity audit (12)
Slug
shortcode-pypi-org
Verification state
Indexed for public listing
Listing state
Listed: yes
Index status
Included in index
Latest evidence snapshot
29 Jun 2026
Timeline basis
Indexed-at chronology. This listing's first-seen date was written by the catalog backfill, not observed here, so it is not treated as a sighting.
Name from
Written by a language model from the project's public pages.
Category from
Assigned by a language model.
Summary from
Written by a language model from public pages.
Languages from
Detected by a language model from page content.
Last updated
29 Jun 2026
Canonical URL
https://pypi.org/project/shortcode

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Also in Other dev tools

Same category — not a similarity match

  • GIgit-build-commitpypi.org
  • FUfunkuinopypi.org
  • CLclick-docsgithub.com
  • CNcnpj-valpypi.org
  • CNcnpj-genpypi.org
  • PRpre-commit-vauxoopypi.org