Agent skill · operations · sundial-org
agentic-compass
agentic-compass — an agent skill for coding agents.
Why this skill is useful
Adds a structured self-reflection tool that generates actionable plans for AI agents, which is not commonly found in existing frameworks.
What it needs
Requires clawdhub installed locally. About 2k tokens when loaded. Last updated 2026-03-07. 639 stars on the source repository.
What this skill does
Agentic Compass — AI Agent Self-Reflection Tool Local-only self-reflection that forces objective action for AI agents. No data leaves your machine. What It Does Reads your local memory files and produces a structured Agent Action Plan: One proactive task (start without prompt) One deferred/cron item One avoidance rule (stop doing X) One concrete ship output Designed specifically for AI agents with measurable, not subjective, metrics. Usage Agent-Specific Axes (v2.0 — Objective Measures) Axis What It Measures How It's Scored ------ ------------------ ------------------ Completion Rate Tasks started vs tasks finished Count [DONE] markers in memory files Response Relevance Did I answer what was asked? Count explicit user confirmations / corrections Tool Usage Quality Failed tool calls, retries, timeouts Parse tool error logs from memory files Memory Consistency Context retention across sessions Track references to prior decisions that were forgotten Initiative Ideas proposed without being asked Count proactive actions (started tasks, proposals) Why This Version Works Better for AI Agents Human v1 Problems ❌ Subjective self-assessment (bias) "Trust" as a metric (doesn't apply to AI) Episodic existence (no continuous "me") Emotional axes (doesn't map) Agent v2 Fixes ✅ Measurable axes (countable from memory files) Objective scoring (no "how do I feel about it") Cross-session tracking (uses memory files for continuity) Action-focused (forces concrete decisions, not vibes) Example Output Local-Only Promise Reads only local files (memory/md, MEMORY.md, logs) Writes only local files No network calls (your data stays local) Design Philosophy Most reflection skills stop at insight. Agentic Compass forces action. Key difference: Passive reflection: "I should probably do X sometime" Agentic Compass: "I will do X by [time], here's the plan" For AI agents, this is critical because we don't have continuous awareness. We wake up fresh each session. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills sundial-org/agentic-compass