Singularity-Claude – Self-Evolving Skills for Claude Code
Recursive repair loops improve skills automatically, unlike static Claude Code defaults.
The meta-skill that builds and improves all your skills, including itself. Watches your work sessions, captures corrections and judgement calls, and turns them into skill improvements automatically. Practical application of the Augmented Expertise methodology. Open-source, domain-agnostic, CC BY 4.0.
It watches your Claude sessions, captures corrections and repeated flows, and produces structured observation logs plus candidate SKILL.md drafts so your skill library can grow without manual audits. The pragmatic split of writing to the filesystem in Cowork versus producing a handoff doc for the web shows an awareness of platform limits. Clever idea, but the README promises methodology without live examples, metrics, or privacy details, so it's interesting on paper more than battle-tested.
People who use Claude skills (knowledge workers, writers, analysts, consultants) and creators/maintainers of Claude skills who want automated upkeep without being developers
Recursive repair loops improve skills automatically, unlike static Claude Code defaults.
Six-dimension scoring framework beats guesswork for improving Claude Code skills.
45 prompts for affiliate marketing, but fundamentally a curated collection.
Wave-based parallel AI agent orchestration with a PM coordinator for Claude Code projects.
Lightweight A/B testing for SKILL.md files when LangSmith feels too heavy.
Context-blind auditors catch assumption gaps, but plugin lock-in and single-model limit audience.