chatcrystal-debug-recall

chatcrystal-debug-recall is a skill for Codex from ZengLiangYi/ChatCrystal. It costs 54 tokens per session (611 once invoked), scanned A, original, Apache-2.0.

A memory-recall aid for debugging software problems. It searches past debugging notes for relevant causes, fixes, and warnings before a solution is proposed.

In plain words
What is it for?
Use it when tests fail, compilers report errors, programs crash at runtime, dependencies or environments break, or performance gets worse.
Why use it?
It can prevent repeated investigation when a similar failure has been solved before. It is meant to inform diagnosis, not replace testing the current problem.

Skill for Codex

Written for Codex: agents/openai.yaml present. Also seen: mentions Codex.

Good fit Use it when tests fail, compilers report errors, programs crash at runtime, dependencies or environments break, or performance gets worse.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/zengliangyi/chatcrystal/chatcrystal-debug-recall
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add ZengLiangYi/ChatCrystal --skill chatcrystal-debug-recall
Clone the repo
git clone --depth 1 https://github.com/ZengLiangYi/ChatCrystal

Made for: Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for chatcrystal-debug-recall

README.md
[![agentmods](https://agentmods.dev/badge/skills/zengliangyi/chatcrystal/chatcrystal-debug-recall/github.svg)](https://agentmods.dev/skills/zengliangyi/chatcrystal/chatcrystal-debug-recall)
Your own site
<a href="https://agentmods.dev/skills/zengliangyi/chatcrystal/chatcrystal-debug-recall"><img src="https://agentmods.dev/badge/skills/zengliangyi/chatcrystal/chatcrystal-debug-recall/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

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Your own site · 80×15
<a href="https://agentmods.dev/skills/zengliangyi/chatcrystal/chatcrystal-debug-recall"><img src="https://agentmods.dev/badge/skills/zengliangyi/chatcrystal/chatcrystal-debug-recall.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 54 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 611 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Excessive Agency · line 28
    Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.
    Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00054 $0.00611
Opus 5 $0.00027 $0.00305
Sonnet 5 $0.00011 $0.00122
Haiku 4.5 $0.00005 $0.00061

Measured 9d ago against content hash 97ce5f0d33b3, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

chatcrystal-debug-recall scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/chatcrystal-debug-recall/SKILL.md · 77 lines

How it starts

The opening of the file, as written. The whole thing — 77 lines — stays where its author put it; the contents beside it link to each section on GitHub.

ChatCrystal Debug Recall

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.

Read the full file on GitHub · 77 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 77 lines · 54 tokens per session scan A 97ce5f0d33b3

Subscribe to this mod's changes

chatcrystal-debug-recall is a skill published in the GitHub repository ZengLiangYi/ChatCrystal (58 stars, last pushed 2d ago), licensed Apache-2.0. It adds 54 tokens to every session and 611 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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