Explain:
Skylos is a framework-aware alternative to Vulture (already listed). We benchmarked both tools on 9 of the most popular Python repositories on GitHub (350k+ combined stars) with every finding
How It Differs
The key difference is framework awareness. Vulture flags Django views, FastAPI endpoints, Pydantic model fields, and pytest fixtures as dead code because it doesn't understand framework magic. Skylos recognizes these patterns and skips them, which is why it has 3x fewer false positives.
Beyond dead code, Skylos also does taint-based security analysis, something Vulture does not do.
323+ GitHub stars, actively maintained, commits within last week
CI/CD GitHub Action, VS Code extension, MCP server for AI agents
🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.
## 📋 Pull Request Information
**Original PR:** https://github.com/vinta/awesome-python/pull/2942
**Author:** [@duriantaco](https://github.com/duriantaco)
**Created:** 3/5/2026
**Status:** ❌ Closed
**Base:** `master` ← **Head:** `duriantaco-patch-1`
---
### 📝 Commits (1)
- [`c8f443f`](https://github.com/vinta/awesome-python/commit/c8f443fb8d5e4add96c4ae50ac2c7b0e58993464) Add skylos tool for dead code detection and security
### 📊 Changes
**1 file changed** (+1 additions, -0 deletions)
<details>
<summary>View changed files</summary>
📝 `README.md` (+1 -0)
</details>
### 📄 Description
## Project
[Skylos](https://github.com/duriantaco/skylos)
## Checklist
- [x] One project per PR
- [x] PR title format: `Add project-name`
- [x] Entry format: `* [project-name](url) - Description ending with period.`
- [x] Description is concise and short
## Why This Project Is Awesome
Which criterion does it meet? (pick one)
- [ ] **Industry Standard** - The go-to tool for a specific use case
- [ ] **Rising Star** - 5000+ stars in < 2 years, significant adoption
- [x] **Hidden Gem** - Exceptional quality, solves niche problems elegantly
Explain:
Skylos is a framework-aware alternative to Vulture (already listed). We benchmarked both tools on 9 of the most popular Python repositories on GitHub (350k+ combined stars) with every finding
## How It Differs
The key difference is framework awareness. Vulture flags Django views, FastAPI endpoints, Pydantic model fields, and pytest fixtures as dead code because it doesn't understand framework magic. Skylos recognizes these patterns and skips them, which is why it has 3x fewer false positives.
Beyond dead code, Skylos also does taint-based security analysis, something Vulture does not do.
- 323+ GitHub stars, actively maintained, commits within last week
- 10 months old with consistent activity
- Full benchmark methodology and reproducible results: https://github.com/duriantaco/skylos-demo
- CI/CD GitHub Action, VS Code extension, MCP server for AI agents
---
<sub>🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.</sub>
Blocking a user prevents them from interacting with repositories, such as opening or commenting on pull requests or issues. Learn more about blocking a user.
📋 Pull Request Information
Original PR: https://github.com/vinta/awesome-python/pull/2942
Author: @duriantaco
Created: 3/5/2026
Status: ❌ Closed
Base:
master← Head:duriantaco-patch-1📝 Commits (1)
c8f443fAdd skylos tool for dead code detection and security📊 Changes
1 file changed (+1 additions, -0 deletions)
View changed files
📝
README.md(+1 -0)📄 Description
Project
Skylos
Checklist
Add project-name* [project-name](url) - Description ending with period.Why This Project Is Awesome
Which criterion does it meet? (pick one)
Explain:
Skylos is a framework-aware alternative to Vulture (already listed). We benchmarked both tools on 9 of the most popular Python repositories on GitHub (350k+ combined stars) with every finding
How It Differs
The key difference is framework awareness. Vulture flags Django views, FastAPI endpoints, Pydantic model fields, and pytest fixtures as dead code because it doesn't understand framework magic. Skylos recognizes these patterns and skips them, which is why it has 3x fewer false positives.
Beyond dead code, Skylos also does taint-based security analysis, something Vulture does not do.
🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.