Open-Source
Contribution Intelligence
StackAudit matches developers with open-source issues and explains what it takes to contribute. Stop guessing where to start. Get verified compatibility, target file guidance, and architectural context before you write a single line of code.
From developer profile to contribution-ready context.
GitHub Stack Ingestion
Ingests language byte distributions and commit frequencies to establish your verified technical footprint.
Deterministic Matching
Scores compatibility based on language alignment, difficulty tier, activity signals, and contribution type.
Explainable Reasoning
Delivers structured reasons and gap analysis explaining precisely why an issue matches your background.
Repository Activity
Filters out stale discussions by verifying recent repository activity and maintainer engagement.
Targeted File Guidance
Surfaces specific repository modules and file paths requiring edits, removing navigation friction.
Implementation Guidance
Outlines architectural context and actionable implementation steps so you can prepare pull requests efficiently.
The Contribution Loop
Ingest
Connect GitHub to analyze your stack.
Discover
Find issues matching your active languages.
Evaluate
Review compatibility and technical gaps.
Context
Extract target files and dependencies.
Contribute
Write code with architectural readiness.
Intelligence before you contribute
Fix batch response validation for nested input routers
- •Primary language (TypeScript) matches your stack.
- •Difficulty (Intermediate) fits preferred complexity.
- •Involves internal router transformer types.