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LocalCommit is described as a command-line tool that turns staged Git changes into a draft Conventional Commit message using a local Ollama model. The workflow is stage, run npx localcommit, review the suggestion, and decide whether to use it, edit it, regenerate it, or cancel. Its author says the design avoids sending diffs to cloud LLM APIs; that is an author claim, not an independent security audit.

How LocalCommit fits into a Git workflow

  1. Stage the changes you intend to commit with Git.
  2. From the project directory, run npx localcommit.
  3. Review the proposed message. The project article describes options to confirm it, edit it, request another draft, or cancel.
  4. Commit only after checking that the message accurately describes the staged changes.

The project article illustrates a Conventional Commit-style message beginning with feat(auth):. LocalCommit’s described workflow drafts a message; the developer remains responsible for verifying its accuracy and choosing whether to commit.

What makes a commit message conventional?

Conventional Commits 1.0.0 is “a lightweight convention on top of commit messages.” Its basic structure uses a type and description, with an optional scope in parentheses, followed by optional body text and footers. The specification says this structure can help projects automate changelogs and semantic-version decisions while making change intent clearer. See the Conventional Commits 1.0.0 specification.

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Element Purpose Example
Type Identifies the kind of change. feat denotes a feature; fix denotes a bug fix. feat
Scope Optional area affected, written in parentheses. (auth)
Description Short summary of the change. feat(auth): add password reset
Body Optional detail about the change. Additional explanation after a blank line
Footer Optional references or metadata; breaking changes can be marked with BREAKING CHANGE:. BREAKING CHANGE: ...

A breaking change may also be marked with ! before the colon, as in feat(api)!: change response format. The format supplies a predictable convention, but it does not ensure that an automatically drafted message selects the right type, scope, or level of detail.

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Requirements and setup

In his 2026 project article, author Gaurav Sethi lists Node.js 18 or later, Git, Ollama, and a configured Ollama model as prerequisites. The stated default model is qwen2.5-coder:3b. The article describes npm run setup as checking prerequisites, confirming Ollama is available, obtaining the default model if it is missing, installing dependencies, and building the project. These are the article’s setup instructions; the repository’s current package metadata and installability were not independently verified.

  1. Install Node.js 18 or later, Git, and Ollama.
  2. In the LocalCommit project directory, run npm run setup as described in the project article.
  3. Ensure an Ollama model is available. The article names qwen2.5-coder:3b as the default.
  4. Stage the intended changes and invoke npx localcommit to begin the drafting workflow.

What happens with large staged diffs?

The project author says LocalCommit checks the model’s context window and, for larger diffs, first creates per-file summaries and then uses a final prompt to draft the message. The article describes a 60-second budget for per-file summaries and says source and test files receive priority. Those are implementation details reported by the author, not independently tested behavior. Summarization can help fit a large change into a prompt, but it also means the final suggestion should be checked against the actual diff, especially when a change spans many files or contains subtle behavior changes.

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What local inference does—and does not—mean for privacy

LocalCommit is described as sending the staged diff to a model served by Ollama on the developer’s machine rather than to a proprietary cloud LLM API. Its author claims the diff stays on the machine. That describes the intended workflow; it does not establish a security guarantee, account for every part of a system’s configuration, or constitute an independent audit. Review the project and runtime behavior against your organization’s requirements before using sensitive code.

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Offline operation also has practical prerequisites: the local Ollama runtime and model need to be installed and available. A local model may therefore support drafting without a cloud LLM connection, but “offline” does not remove the need to prepare the machine beforehand.

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Choosing a Qwen2.5-Coder model

Ollama’s library lists Qwen2.5-Coder variants at 0.5B, 1.5B, 3B, 7B, 14B, and 32B. Its listing gives qwen2.5-coder:3b an artifact size of 1.9GB and a 32K context window. These are model-library details, not benchmarks for LocalCommit’s message quality, speed, or fit on a particular computer. See the Ollama Qwen2.5-Coder listing.

Use the model size and context information as selection clues, not as a performance guarantee. The available listing does not establish which variant will run well on a specific machine or produce the most useful commit messages. For a meaningful choice, try the available options on representative staged changes and review whether each draft accurately captures the change.

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What to verify before relying on it

  • Check that the staged diff contains only the work you want summarized; the tool’s described input is staged Git changes.
  • Read the complete proposed message and correct an inaccurate type, scope, description, body, or breaking-change marker.
  • For a large change, compare the draft with the actual files and behavior rather than assuming the summary captured every important detail.
  • Confirm project setup, current package behavior, and licensing from the project’s current repository before adopting it. The project article states MIT licensing, but the repository’s license text was not independently checked.
  • Assess privacy based on your environment and policy. The author’s local-processing claim is not equivalent to an independent security audit.

Product prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on Amazon at the time of purchase will apply.

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