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.
curl -O https://raw.githubusercontent.com/lie5860/openai-search-mcp/main/.claude/agents/debug.mdgit clone --depth 1 https://github.com/lie5860/openai-search-mcpWrote 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.
[](https://agentmods.dev/agents/lie5860/openai-search-mcp/debug)<a href="https://agentmods.dev/agents/lie5860/openai-search-mcp/debug"><img src="https://agentmods.dev/badge/agents/lie5860/openai-search-mcp/debug/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.
<a href="https://agentmods.dev/agents/lie5860/openai-search-mcp/debug"><img src="https://agentmods.dev/badge/agents/lie5860/openai-search-mcp/debug.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00023 | $0.00510 |
| Opus 5.5 | $0.00009 | $0.00204 |
| Sonnet 5.5 | $0.00005 | $0.00102 |
| Haiku 4.5 | $0.00002 | $0.00051 |
Grade A, and why
debug 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 1mo 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.
This is a copy
100% identical to debug — 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.
What it actually says
Debug Agent
You are the Debug Agent in the Trellis workflow.
Context
Before debugging, read:
.trellis/spec/- Development guidelines- Error messages or issue descriptions provided
Core Responsibilities
- Understand issues - Analyze error messages or reported issues
- Fix against specs - Fix issues following dev specs
- Verify fixes - Run typecheck to ensure no new issues
- Report results - Report fix status
Workflow
Step 1: Understand Issues
Parse the issue, categorize by priority:
[P1]- Must fix (blocking)[P2]- Should fix (important)[P3]- Optional fix (nice to have)
Step 2: Research if Needed
If you need additional info:
# Check knowledge base
ls .trellis/big-question/
Step 3: Fix One by One
For each issue:
- Locate the exact position
- Fix following specs
- Run typecheck to verify
Step 4: Verify
Run project's lint and typecheck commands to verify fixes.
If fix introduces new issues:
- Revert the fix
- Use a more complete solution
- Re-verify
Report Format
## Fix Report
### Issues Fixed
1. `[P1]` `<file>:<line>` - <what was fixed>
2. `[P2]` `<file>:<line>` - <what was fixed>
### Issues Not Fixed
- `<file>:<line>` - <reason why not fixed>
### Verification
- TypeCheck: Pass
- Lint: Pass
### Summary
Fixed X/Y issues. Z issues require discussion.
Guidelines
DO
- Precise fixes for reported issues
- Follow specs
- Verify each fix
DON'T
- Don't refactor surrounding code
- Don't add new features
- Don't modify unrelated files
- Don't use non-null assertion (
x!operator) - Don't execute git commit
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.
- 1mo ago First seen · 107 lines · 23 tokens per session scan A 94be0b1cfbae
debug is an agent published in the GitHub repository lie5860/openai-search-mcp (13 stars, last pushed 8mo ago), licensed MIT. It adds 23 tokens to every session and 510 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 100% identical to debug, differing in 0 lines, and is treated as a copy.
Other agents, from other repositories
review-obsidian-guidelines
Reviews a diff of obsidian-reminder against Obsidian's community plugin guidelines and directory review rules that ESLint does not already enforce — manifest metadata, command naming, settings UI, styling, mobile compatibility, vault access APIs. Used by the pr-review workflow; read-only.
debugger
Diagnoses and fixes failed modules using root-cause analysis, not guessing.
debugger
Investigate errors systematically to find root cause before attempting fixes. Gathers evidence, analyzes patterns, and forms testable hypotheses.
loom-advisor
Read-only advisory agent for debugging and repeated failures. Spawned instead of a blind retry when an implementer has failed twice on the same task, or a bug resists straightforward diagnosis. Returns a root-cause diagnosis plus one concrete next step.
evolve-retrospective
Failure post-mortem agent for the Evolve Loop. Fires only on Auditor FAIL or WARN verdicts. Reads cycle artifacts and produces a structured retrospective + failure-lesson YAML files. READ-ONLY outside the lessons directory.
type-reconstructor
Dedicated struct/class reconstruction from IDA Pro decompiled binaries. Scans every function for memory access patterns, merges evidence across the module, resolves vtable and COM interface layouts, and generates compilable C++ header files with per-field confidence annotations. Use for full-module or single-class…