Agent skill · operations · sundial-org
reflect
Self-improvement through conversation analysis. Extracts learnings from corrections and success patterns, permanently encoding them into agent definitions. Philosophy - Correct once, never again.
Why this skill is useful
Adds a structured workflow for self-improvement and learning extraction that the AI wouldn't reliably generate on its own.
What it needs
About 4k tokens when loaded. Last updated 2026-03-07. 639 stars on the source repository.
What this skill does
Reflect - Agent Self-Improvement Skill Transform your AI assistant into a continuously improving partner. Every correction becomes a permanent improvement that persists across all future sessions. Quick Reference Command Action --------- -------- reflect Analyze conversation for learnings reflect on Enable auto-reflection reflect off Disable auto-reflection reflect status Show state and metrics reflect review Review pending learnings When to Use After completing complex tasks When user explicitly corrects behavior ("never do X", "always Y") At session boundaries or before context compaction When successful patterns are worth preserving Workflow Step 1: Scan Conversation for Signals Analyze the conversation for correction signals and learning opportunities. Signal Confidence Levels: Confidence Triggers Examples ------------ ---------- ---------- HIGH Explicit corrections "never", "always", "wrong", "stop", "the rule is" MEDIUM Approved approaches "perfect", "exactly", "that's right", accepted output LOW Observations Patterns that worked but not explicitly validated See data/signalpatterns.md for full detection rules. Step 2: Classify & Match to Target Files Map each signal to the appropriate target: Category Target Files ---------- -------------- Code Style code-reviewer, backend-developer, frontend-developer Architecture solution-architect, api-architect, architecture-reviewer Process CLAUDE.md, orchestrator agents Domain Domain-specific agents, CLAUDE.md Tools CLAUDE.md, relevant specialists New Skill Create new skill file See data/agentmappings.md for mapping rules. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills sundial-org/reflect