ChatCrystal Debug Recall

SkillProductivity

Recall ChatCrystal memories for debugging tasks involving failing tests, compiler errors, runtime exceptions, dependency issues, environment breakage, or performance regressions. Use when historical root causes, fixes, or pitfalls may accelerate diagnosis before proposing a fix.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the ChatCrystal Debug Recall skill

What this skill tells your AI

The instructions your AI receives, as published by zengliangyi/chatcrystal in skills/chatcrystal-debug-recall/SKILL.md and read by ahel’s review.

Use this skill when the task is clearly about diagnosis or debugging. Keep the skill thin and let ChatCrystal Core handle retrieval.

Workflow

  1. Trigger when the task includes failing tests, compiler errors, runtime exceptions, broken dependencies, environment problems, or performance regressions.
  2. If recall_for_task is available, call it before proposing a fix with:
    • mode: "debug"
    • task.goal: the concrete debugging objective
    • task.task_kind: "debug"
    • task.project_dir and task.cwd when known
    • task.branch when known
    • task.related_files or task.files_touched when known
    • task.error_signatures populated with the most useful identifiers available
  3. Prefer concrete signals such as:
    • failing test names
    • exception classes
    • error codes
    • log signatures
    • package or tool versions when they materially affect the failure
  4. Prioritize returned memories that explain root cause, remediation, or known pitfalls.
  5. Use recalled memories to sharpen diagnosis, not to skip verification in the current environment.

Example MCP Input

Use this shape when calling recall_for_task for debugging:

{
  "mode": "debug",
  "task": {
    "goal": "Diagnose failing build after TypeScript upgrade",
    "task_kind": "debug",
    "project_dir": "/path/to/project",
    "cwd": "/path/to/project",
    "branch": "upgrade/typescript",
    "related_files": [
      "server/src/cli/mcp/server.ts",
      "tsconfig.base.json"
    ],
    "error_signatures": [
      "TS2322",
      "Type is not assignable"
    ],
    "source_agent": "codex"
  },
  "options": {
    "project_limit": 5,
    "global_limit": 3,
    "include_relations": true
  }
}

Full Mode

Full mode requires ChatCrystal Core plus MCP access to recall_for_task.

  • Keep project_memories primary and global_memories secondary.
  • If the response includes warnings or no-matches, continue debugging normally.
  • Do not overfit to a recalled fix when the current failure signature diverges materially.

Degraded Mode

If ChatCrystal Core or the MCP tool is unavailable:

  • Continue the debugging task without blocking.
  • State briefly that long-term debug recall is unavailable.
  • Do not fabricate historical failures, causes, or fixes.
  • Do not turn installation commands into automatic skill steps.

Signals

GitHub stars
58
Forks
5
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
chatcrystal-debug-recall
Source
github.com/zengliangyi/chatcrystal