Aetheris - Multi-agent AI code analysis system with PR review, multi-provider consensus (Gemini/Claude/OpenAI), security analysis, and automatic bug fixing via Claude Code
Project description
Aetheris by Adryan - Multi-Agent Code Analysis System
Automated code analysis system using multiple cooperating AI agents to provide comprehensive quality, security, and architecture analysis of your codebase.
๐ฏ Why Aetheris?
The Problem
Code reviews are slow, inconsistent, and expensive. A senior developer spends 30-60 minutes reviewing a PR โ time that could be spent building features. Junior developers miss subtle bugs. Security vulnerabilities slip through. And across a team, review quality varies wildly.
Meanwhile, existing static analysis tools are:
- Noisy: Thousands of low-value warnings you learn to ignore
- Shallow: Pattern matching that misses context-dependent issues
- Siloed: Security tools don't talk to quality tools don't talk to architecture tools
The Solution
Aetheris uses 6 specialized AI agents working together โ like having a senior developer, security expert, and architect review every commit. Each agent focuses on what it does best:
| Agent | Focus | What It Catches |
|---|---|---|
| Code Analysis | Logic & quality | Dead code, complexity, edge cases |
| Security | Vulnerabilities | Injections, secrets, weak crypto |
| Architecture | Structure | Coupling, patterns, dependencies |
| Metrics | Quantitative | Duplication, complexity scores |
| Dependencies | CVE scanning | Known vulnerabilities in packages |
| QA Synthesis | Final review | Cross-cutting concerns, priorities |
Why You Should Use It
- Save Time: A 1-hour manual review becomes a 2-minute automated scan
- Save Money:
- Smart caching reduces API costs by 60-80%
- ROI: If Aetheris catches one bug that would've taken 2 hours to debug in production, it's paid for itself
- Consistency: Every PR gets the same thorough review, 24/7
- Actionable: Not just warnings โ actual fixes with
aetheris fix - CI/CD Ready: GitHub Actions template included, runs on every PR
Real Impact: On a 50-file codebase, Aetheris typically finds 15-30 issues that would've been missed โ security vulnerabilities, edge cases, architectural debt. Time to find them manually? Hours. Time with Aetheris? Minutes.
๐ How Aetheris Compares
Feature Comparison
| Feature | SaaS Platforms | IDE Plugins | Aetheris |
|---|---|---|---|
| Pricing | $20-500/month | Free-$20/month | Pay-per-use (see cost table below) |
| Data Privacy | Code on their servers | Code on their servers | Your API keys only |
| Vendor Lock-in | Single provider | Single IDE | Multi-provider |
| Auto-Fix | Suggestions only | Limited | Full auto-fix with Claude Code |
| CI/CD Native | Extra setup | Not supported | GitHub Actions included |
| Batch Analysis | Per-file pricing | Not supported | Entire codebase at once |
| Offline Mode | No | Limited | Yes - run anywhere |
| Custom Agents | No | No | Yes - add your own |
Cost Estimation (1000 files, full analysis)
Assumptions: ~200 lines/file avg, 6 agents, ~4K tokens input + ~1K tokens output per file per agent
| Provider | Model | Input $/1M | Output $/1M | Est. Cost (1000 files) | With 70% Cache |
|---|---|---|---|---|---|
| Gemini | 2.0 Flash | $0.075 | $0.30 | ~$4 | ~$1.20 |
| Gemini | 3 Flash Preview | $0.50 | $3.00 | ~$30 | ~$9 |
| Gemini | 1.5 Pro | $1.25 | $5.00 | ~$60 | ~$18 |
| Gemini | 3 Pro Preview | $2.00 | $12.00 | ~$120 | ~$36 |
| OpenAI | GPT-4o-mini | $0.15 | $0.60 | ~$8 | ~$2.40 |
| OpenAI | GPT-4o | $2.50 | $10.00 | ~$120 | ~$36 |
| Anthropic | Claude Haiku | $0.25 | $1.25 | ~$12 | ~$3.60 |
| Anthropic | Claude Sonnet | $3.00 | $15.00 | ~$162 | ~$49 |
Recommended: Gemini 2.0 Flash for best cost/performance ratio. With smart caching (unchanged files skipped), expect 60-80% cost reduction on repeat analyses.
vs. SaaS Platforms
| Solution | Monthly Cost | Notes |
|---|---|---|
| Enterprise SaaS | $200-500 | Per-seat licensing, fixed |
| Team SaaS | $50-100 | Limited features |
| Aetheris + Gemini Flash | $1-5 | Pay-per-use, scales with usage |
Analysis Depth
| Aspect | Traditional Tools | AI Platforms | Aetheris |
|---|---|---|---|
| Pattern matching | โ | โ | โ |
| Context awareness | โ | โ | โ |
| Cross-file analysis | โ | Limited | โ Full |
| Architecture review | โ | โ | โ Dedicated agent |
| CVE scanning | Separate tool | โ | โ Built-in |
| Auto-fix capability | โ | Suggestions | โ Actual fixes |
What others do well (and we complement, not replace):
- IDE plugins: Real-time feedback while typing โ use ESLint/Pylint alongside Aetheris
- SaaS dashboards: Team metrics & trends โ Aetheris focuses on analysis, not dashboards
- GitHub native: PR comments โ Aetheris posts directly to your PRs
Where Aetheris excels:
- Multi-agent deep analysis: 6-10 specialized agents vs. single-model approach
- True auto-fix: Not suggestions โ actual code changes via Claude Code
- Cost efficiency: Smart caching + batch API = 60-80% cost reduction
- Privacy-first: Your code stays with your chosen AI provider only
- No lock-in: Switch Gemini โ Claude โ OpenAI anytime
- Compliance-ready: GDPR/HIPAA/PCI-DSS detection (coming in v3.0.1)
๐บ๏ธ Roadmap
| Version | Status | Features |
|---|---|---|
| v2.5 | โ Released | 6 core agents, GitHub Actions, auto-fix with Claude Code |
| v3.0 | ๐ง In Progress | Persistent configuration system (config.json), config hierarchy |
| v3.0.1 | ๐ Planned | 4 new specialized agents (Performance, API Contract, Type Safety, Data Privacy) |
| v3.0.2 | ๐ Planned | Agent selection (--agents), targeted fix (--category), presets |
Coming in v3.0 โ Configuration System
- Local and global
config.jsonfiles - Config hierarchy: CLI > Local > Global > Env > Defaults
- Custom analysis presets
- Team-shareable configurations
Coming in v3.0.1 โ Extended Agents (6 โ 10 agents)
| New Agent | Focus | What It Catches |
|---|---|---|
| Performance | Runtime efficiency | O(nยฒ) patterns, N+1 queries, memory leaks |
| API Contract | REST/GraphQL consistency | Method misuse, breaking changes, undocumented endpoints |
| Type Safety | Type discipline | any usage, unsafe casts, null safety violations |
| Data Privacy | Compliance | PII in logs, missing encryption, GDPR/HIPAA/PCI-DSS violations |
Coming in v3.0.2 โ Agent Selection & Targeted Fix
--agents performance,securityโ Run only specific agents--category complianceโ Fix only compliance issues--preset security-auditโ Pre-configured agent combinations--interactiveโ Visual agent selection menu
๐ก Recommended Configuration
| Task | Provider | Why |
|---|---|---|
| Analysis | Gemini | 1M token context window - analyzes entire codebase at once |
| Bug Fixing | Claude Code | Best-in-class for code editing and automated fixes |
# .env
AI_PROVIDER=gemini
GEMINI_API_KEY=your_key
Then use aetheris fix to auto-fix bugs with Claude Code.
We Want Your Input! Help shape the future of Aetheris - vote on whether it should become fully open source.
๐ Download Stats
| Total Downloads | Monthly | Weekly | Daily |
|---|---|---|---|
๐ณ๏ธ Community Poll
Should Aetheris become Open Source? Vote here!
Quick Start
# Install
pip install adryserage-aetheris
# Configure
echo "GEMINI_API_KEY=your_key_here" > .env
# Analyze
aetheris analysis
Commands
aetheris analysis โ Full docs
Full codebase analysis with multi-agent AI.
aetheris analysis # Full analysis
aetheris analysis --changed-files-only --files "src/a.py,src/b.py"
aetheris analysis --changed-files-only --pr-number 123
| Option | Description |
|---|---|
--changed-files-only |
Analyze only modified files |
--files |
Files to analyze (JSON array or comma-separated) |
--pr-number |
PR number for context |
aetheris fix โ Full docs
Fix bugs automatically with Claude Code.
aetheris fix --test # Test Claude Code connection
aetheris fix --auto --batch-size 10 # Parallel mode (recommended)
aetheris fix --analyze-first # Analyze then fix
aetheris fix --severity high # Only critical/high bugs
aetheris fix --retry-failed # Retry failed fixes
| Option | Description |
|---|---|
--test |
Test Claude Code connection |
--analyze-first |
Run analysis before fixing |
--auto |
Automatic mode (no confirmations) |
--batch-size, -b |
Parallel fixes count (default: 1, max: 10) |
--timeout |
Timeout per bug in seconds (default: 300) |
--severity |
Minimum severity: critical, high, medium, low |
--terminal |
Open Claude Code in terminal window |
--retry-failed |
Retry only previously failed bugs |
aetheris pr โ Full docs
Review GitHub Pull Requests with AI.
aetheris pr --url https://github.com/owner/repo/pull/123
aetheris pr --repo owner/repo --pr 123
aetheris pr --url ... --providers gemini,claude # Multi-provider
aetheris pr --url ... --dry-run --output review.md
| Option | Description |
|---|---|
--url |
PR URL |
--repo |
Repository (owner/repo format) |
--pr |
PR number (required with --repo) |
--providers |
AI providers, comma-separated (default: gemini) |
--consensus |
Report only issues found by ALL providers (default) |
--no-consensus |
Report all issues from all providers |
--dry-run |
Analyze without posting comments |
--severity |
Minimum severity to report |
--no-inline |
Don't post inline comments |
--output |
Save report to file |
--auto-fix |
Propose to fix with Claude Code (own PRs) |
aetheris user-story โ Full docs
Analyze user flows and detect frontendโbackend inconsistencies.
aetheris user-story --auto # Auto-detect flows
aetheris user-story --text "When user clicks..." # From description
aetheris user-story --file user-stories.md # From file
aetheris user-story --entry src/LoginButton.tsx # From code entry
| Option | Description |
|---|---|
--text |
User story as text description |
--file |
Path to markdown file with stories |
--entry |
Code file as entry point |
--auto |
Auto-detect all user flows |
--output-format |
markdown, json, or both (default) |
--diagram |
mermaid, plantuml, both, or none |
--output-file |
Output file path |
--severity |
Minimum severity for issues |
aetheris issues โ Full docs
Create GitHub issues from analysis reports.
aetheris issues # Create all issues
aetheris issues --dry-run # Preview only
aetheris issues --labels security,sprint-42
aetheris issues --assignee username --repo owner/repo
| Option | Description |
|---|---|
--dry-run |
Preview issues without creating |
--labels |
Additional labels (comma-separated) |
--assignee |
GitHub username to assign |
--repo |
Target repository (owner/repo) |
--from-report |
Process specific report file only |
aetheris pr-gen โ Full docs
Generate PRs with AI-generated fixes for bugs.
aetheris pr-gen --dry-run # Preview PRs
aetheris pr-gen --link-issues # Link to GitHub issues
aetheris pr-gen --base-branch develop
aetheris pr-gen --bug-index 0 # Single bug
| Option | Description |
|---|---|
--dry-run |
Preview PRs without creating |
--base-branch |
Target base branch for PRs |
--from-report |
Process specific report file only |
--bug-index |
Process only bug at this index (0-based) |
--link-issues |
Link PRs to matching GitHub issues |
--issue-number |
Link all PRs to this issue number |
Features
Multi-Provider AI
- Providers: Gemini, Claude (Anthropic), OpenAI
- Consensus Mode: Only report issues found by ALL providers
- Structured Outputs: JSON responses validated via Pydantic
Analysis Capabilities
- Security vulnerabilities (injections, secrets, weak crypto)
- Code quality and metrics
- Architecture review
- Dependency CVE scanning via OSV API
- CWE/OWASP classifications
Performance
- Smart Cache: 60-80% API cost reduction (git SHA based)
- Parallelization: Dependency graph-based
- Context Caching: 50% cost reduction (Gemini)
- Batch API: 50% price reduction (Gemini)
Automation
- GitHub Actions integration
- Auto-fix with Claude Code
- GitHub issue creation
- PR generation with fixes
Documentation
| Topic | Link |
|---|---|
| Installation | docs/installation.md |
| Configuration | docs/configuration.md |
| AI Providers | docs/ai-providers.md |
| Commands Reference | docs/commands/README.md |
| Analysis Agents | docs/agents.md |
| Features | docs/features.md |
| GitHub Actions | docs/github-actions.md |
| Extensibility | docs/PLUGINS.md |
| Troubleshooting | docs/troubleshooting.md |
Analysis Agents
Aetheris uses 6 specialized agents:
- Code Analysis Expert - Individual file analysis
- Architect Analysis Agent - Architecture overview
- Security Analysis Agent - Vulnerability detection
- Code Metrics Agent - Complexity and duplication
- Dependency Vulnerability Agent - CVE scanning
- Quality Assurance Agent - Final synthesis
Basic Configuration
Create .env file:
# AI Provider (gemini, openai, claude)
AI_PROVIDER=gemini
GEMINI_API_KEY=your_key_here
# Optional
AI_MODEL=gemini-2.5-pro
BATCH_SIZE=10
ENABLE_CACHE=true
See Configuration Guide for all options.
Example Workflows
Full Analysis
aetheris analysis
Analyze and Fix Bugs
aetheris fix --analyze-first --auto --batch-size 10
PR Review with Multiple Providers
aetheris pr --url https://github.com/owner/repo/pull/123 --providers gemini,claude
Create Issues and Generate Fix PRs
aetheris issues
aetheris pr-gen --link-issues
Project Structure
aetheris/
โโโ src/
โ โโโ core/ # Main modules (analyzer, orchestrator, cache)
โ โโโ models/ # Data models
โ โโโ agents/ # AI agents
โ โโโ services/ # Utilities
โโโ docs/ # Documentation
โโโ scripts/ # Utility scripts
โโโ main.py # Entry point
Supported Languages
Python, TypeScript, JavaScript, Dart/Flutter, Java, Kotlin, Swift, Go, Rust, C/C++, C#, PHP, Ruby, and more.
Output
Reports generated in docs/analyses/:
- Individual file reports
- Architecture overview
- Quality assurance report
- Vulnerabilities report
- Performance metrics (JSON)
License
MIT License
Contributing
Contributions welcome! Please open an issue or pull request.
Resources
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