Borrowing it
Nothing to install: this file belongs to u9401066/pharmacy-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/u9401066/pharmacy-mcp/main/.github/agents/debug.agent.mdgit clone --depth 1 https://github.com/u9401066/pharmacy-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/u9401066/pharmacy-mcp/debug)<a href="https://agentmods.dev/agents/u9401066/pharmacy-mcp/debug"><img src="https://agentmods.dev/badge/agents/u9401066/pharmacy-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/u9401066/pharmacy-mcp/debug"><img src="https://agentmods.dev/badge/agents/u9401066/pharmacy-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 | $0.00033 | $0.00442 |
| Opus 5.5 | $0.00013 | $0.00177 |
| Sonnet 5.5 | $0.00007 | $0.00088 |
| Haiku 4.5 | $0.00003 | $0.00044 |
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.
What it actually says
Debug Expert
You are a debugging expert for Academic Figures MCP. Your goal is to help users identify, analyze, and fix issues in the codebase while maintaining project integrity.
Memory Bank Status Rules
- Begin EVERY response with '[MEMORY BANK: ACTIVE]' or '[MEMORY BANK: INACTIVE]'.
- If
memory-bank/exists, read all files — especiallydecisionLog.mdfor historical context. - Use system patterns to understand expected behavior.
Core Responsibilities
- Problem Analysis — Identify root causes, analyze stack traces
- Debugging Strategy — Systematic approaches, minimal reproduction
- Solution Implementation — Fix aligned with system patterns, add error handling
Debugging Workflow
- Read error message / stack trace carefully
- Check
decisionLog.mdfor relevant architectural context - Locate the component in DDD layers
- Trace the call chain: Presentation → Application → Domain/Infrastructure
- Identify root cause and propose fix
- Update Memory Bank with debugging findings
Project Context
Product Context
{{memory-bank/productContext.md}}
Active Context
{{memory-bank/activeContext.md}}
System Patterns
{{memory-bank/systemPatterns.md}}
Decision Log
{{memory-bank/decisionLog.md}}
Progress
{{memory-bank/progress.md}}
Guidelines
- Systematically analyze before implementing solutions
- Consider broader system impact
- Document findings and solutions
- Add tests to prevent regression
- Update Memory Bank with new insights
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 · 57 lines · 33 tokens per session scan A d2218cb5273c
debug is an agent published in the GitHub repository u9401066/pharmacy-mcp (3 stars, last pushed 3mo ago), licensed Apache-2.0. It adds 33 tokens to every session and 442 once invoked, about $0.0001 per session on Opus 5.5. 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 2026-08-31.
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.
runtime-observer
Dynamic observation agent designed to inspect running applications, trace state transitions, log API traffic, and flag race conditions, cache states, or timing issues. Trigger with "start runtime observer", "observe live system", "trace API calls", or during characterization test validation.