openai-search-mcp: Command for Claude Code

.claude/commands/trellis/break-loop.md

break-loop is a command for Claude Code from lie5860/openai-search-mcp. It costs 0 tokens per session (1,027 once invoked), scanned A, a copy of break-loop, MIT.

A command for analysing a bug after it has been fixed. It examines why the bug happened, why earlier fixes may have failed, and what could prevent the same problem returning.

In plain words
What is it for?
Use it after debugging to classify the root cause, review failed attempts, identify prevention steps, and break repeated fix-and-forget cycles.
Why use it?
It helps turn a one-off correction into a clearer understanding of missing specifications, weak contracts between code layers, missed changes, test gaps, or hidden assumptions.

Command for Claude Code

Written for Claude Code: installed under .claude/.

This is lie5860/openai-search-mcp's own configuration. It tells Claude Code how to work on openai-search-mcp itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything openai-search-mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to lie5860/openai-search-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/lie5860/openai-search-mcp/main/.claude/commands/trellis/break-loop.md
Clone the repo
git clone --depth 1 https://github.com/lie5860/openai-search-mcp

Made for: Claude Code.

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 break-loop

README.md
[![agentmods](https://agentmods.dev/badge/commands/lie5860/openai-search-mcp/break-loop.svg)](https://agentmods.dev/commands/lie5860/openai-search-mcp/break-loop)
Your own site
<a href="https://agentmods.dev/commands/lie5860/openai-search-mcp/break-loop"><img src="https://agentmods.dev/badge/commands/lie5860/openai-search-mcp/break-loop.svg" alt="Measured on agentmods" height="20"></a>
Per session 0 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 1,027 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.
Origin 100% copy Near-identical to another mod 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 $0.00000 $0.01027
Opus 5 $0.00000 $0.00513
Sonnet 5 $0.00000 $0.00205
Haiku 4.5 $0.00000 $0.00103

Measured 7d ago against content hash ba4dd4022dde, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

break-loop 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 7d 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.

Origin

This is a copy

100% identical to break-loop — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

.claude/commands/trellis/break-loop.md · 126 lines

How it starts

The opening of the file, as written. The whole thing — 126 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Break the Loop - Deep Bug Analysis

When debug is complete, use this command for deep analysis to break the "fix bug -> forget -> repeat" cycle.


Analysis Framework

Analyze the bug you just fixed from these 5 dimensions:

1. Root Cause Category

Which category does this bug belong to?

Category Characteristics Example
A. Missing Spec No documentation on how to do it New feature without checklist
B. Cross-Layer Contract Interface between layers unclear API returns different format than expected
C. Change Propagation Failure Changed one place, missed others Changed function signature, missed call sites
D. Test Coverage Gap Unit test passes, integration fails Works alone, breaks when combined
E. Implicit Assumption Code relies on undocumented assumption Timestamp seconds vs milliseconds

2. Why Fixes Failed (if applicable)

If you tried multiple fixes before succeeding, analyze each failure:

  • Surface Fix: Fixed symptom, not root cause
  • Incomplete Scope: Found root cause, didn't cover all cases
  • Tool Limitation: grep missed it, type check wasn't strict
  • Mental Model: Kept looking in same layer, didn't think cross-layer

3. Prevention Mechanisms

What mechanisms would prevent this from happening again?

Type Description Example
Documentation Write it down so people know Update thinking guide
Architecture Make the error impossible structurally Type-safe wrappers
Compile-time TypeScript strict, no any Signature change causes compile error
Runtime Monitoring, alerts, scans Detect orphan entities
Test Coverage E2E tests, integration tests Verify full flow
Code Review Checklist, PR template "Did you check X?"

4. Systematic Expansion

What broader problems does this bug reveal?

  • Similar Issues: Where else might this problem exist?
  • Design Flaw: Is there a fundamental architecture issue?
  • Process Flaw: Is there a development process improvement?
  • Knowledge Gap: Is the team missing some understanding?

Read the full file on GitHub · 126 lines

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. 7d ago First seen · 126 lines · 0 tokens per session scan A ba4dd4022dde

Subscribe to this mod's changes

break-loop is a command published in the GitHub repository lie5860/openai-search-mcp (13 stars, last pushed 6mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 1,027 tokens. A static security scan graded it A with 0 findings. It is 100% identical to break-loop, differing in 0 lines, and is treated as a copy.