Skip to main content

A local multi-agent code reviewer

Project description

Ollama Reviewer

A local multi-agent code review tool that uses Ollama-hosted LLMs to analyze git diffs and produce structured PR reviews.

How It Works

The tool runs several specialised review agents against your staged/unstaged code changes (git diff HEAD):

  1. Code Smells & Metrics — analyses code quality, complexity, and anti-patterns
  2. Readability Review — evaluates naming, documentation, and overall clarity
  3. Security Review — checks for common vulnerabilities and insecure patterns
  4. Synthesizer — stitches the individual agent reports into a single markdown PR comment

Each agent returns a JSON score out of 100. If any agent detects a fatal block (security flaw or architecture issue), the commit is blocked with exit code 1.

Requirements

  • Ollama running locally with at least one model pulled
  • Python 3.10+

Setup

# Install the package
pip install -e . # for any local installs from git

# Pull a supported model or check available models at end of page (default: gemma3:12b)
ollama pull gemma3:12b

Usage

Run from the root of any git repository you want to review:

ollama-review -m AVAILABLE_MODEL -p MODEL_PARAMS

Specify a different model:

ollama-review -m "qwen3:4b"

Model parameters (temperature, top_p) are configured in providers.yml.

Output

  • Prints each agent's score as it runs
  • Writes a final synthesised markdown review to markdown_output.md
  • Exits with code 0 on approval, code 1 if a fatal issue is found

Available models in providers.yml, feel free to add your on

  • "qwen3:1.7b": { "temperature": 0.0, "top_p": 0.9 },
  • "gemma3:1b": { "temperature": 0.0, "top_p": 0.9 },
  • "qwen3:4b": { "temperature": 0.1, "top_p": 0.4 },
  • "gemma3:4b": { "temperature": 0.1, "top_p": 0.9 },
  • "gemma3:12b": { "temperature": 0.1, "top_p": 0.9 },
  • "mistral:7b": { "temperature": 0.1, "top_p": 0.9 }

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

ollama_local_reviewer-1.0.1.tar.gz (5.9 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

ollama_local_reviewer-1.0.1-py3-none-any.whl (7.3 kB view details)

Uploaded Python 3

File details

Details for the file ollama_local_reviewer-1.0.1.tar.gz.

File metadata

  • Download URL: ollama_local_reviewer-1.0.1.tar.gz
  • Upload date:
  • Size: 5.9 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.11.15

File hashes

Hashes for ollama_local_reviewer-1.0.1.tar.gz
Algorithm Hash digest
SHA256 6bfd4547ffd14dd8788632693be0c21fc17cd72b2cb9f3ead96d96e3598a5d7d
MD5 96765f2f92200de15dffd063fe8c3847
BLAKE2b-256 0d756eb0363acf4c16c929287efad6df62b1bc103d34110d846234f9e6ca7e81

See more details on using hashes here.

File details

Details for the file ollama_local_reviewer-1.0.1-py3-none-any.whl.

File metadata

File hashes

Hashes for ollama_local_reviewer-1.0.1-py3-none-any.whl
Algorithm Hash digest
SHA256 d766c8ff33210e7a664b86171453a9f588ef74093bcd58edc31e22efa5b3acca
MD5 8a830f8f2e4888e468edd9efdb3473a7
BLAKE2b-256 c80127fcf8d86ab6ff740a3639fe38a1ea82d190668d45a36cfae308b88e34dd

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page