claude

behavior-diagnostics

Debug AI tooling behavior by analyzing output against source instructions and enabling honest self-diagnosis.

11 on GitHubby Martin Bensv1.0.1MITupdated 7 days agodevelopment
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Plugin behavior-diagnostics from marketplace itb-ai-tools in it-bens/ai-tools. Commands read from the repo's manifest — 6 days ago.

What it installs

Skills (2)

  • diagnosing

    This skill should be used when the user asks to "diagnose this output", "debug this behavior", "analyze what went wrong", "perform root cause analysis", "why did the agent do this", mentions unexpected AI tooling output, or needs to understand why a skill, agent, or command deviated from its intende

  • introspecting

    This skill should be used when the user pastes diagnostic questions, says "introspect", "answer these questions about your behavior", "explain why you did this", "reflect on your behavior", or provides questions generated by the diagnosing skill. Answers introspection questions about session behavio

View source on GitHub

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2 skills · 11 agents · hooks

11

llm-author

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Author LLM-targeted content (prompts, skills, agents, rules files, session handoffs, and session feedback) for Claude 5 (including Opus 5.5, Sonnet 5.5, and Haiku 5.5) and Claude 4, GPT-6 (including GPT-6.1 Sol and Terra) and GPT-5.6 (OpenAI), GLM 4.7 (Z.ai), and Gemini 3 (including Deep Research)

5 skills · hooks

11

software-writer

claudecodex

Four universal, opinionated skills for writing software: writing-code (API-consultation gate, dependency shape, orphaned-symbol sweep, footgun check, two-tier comment policy with a code-comment consistency gate), writing-tests (classicist behavior-first workflow with a dead-code stop that reports to the caller), writing-docs (single-owner surfaces, pointer-file discipline, anti-slop validation via the human-author:ai-slop-writing-fixer subagent), and sweeping-dead-code (a report-only sweep for unused code across a path, the repository, or a branch: a definition ledger, read-only runs of installed dead-code tools, reachability classification, and independent refutation subagents). Each skill is extendable at every step via Pre-Step-N / Post-Step-N positions and via recognized named configuration values; the plugin ships hooks that deliver a project's extension files (.claude/extensions/software-writer/) wrapped in a structural envelope.

4 skills · hooks

11

Consult OpenAI Codex for fresh analytical perspective — auto-escalation when stuck, on-demand second opinions, and web research. Uses the official codex-mcp-server with session management and GPT-5.2-codex.

1 skill · 1 command · 1 agent · 1 MCP server

11

Portable MCP read_file tool for reading local text files with offset and limit arguments.

1 MCP server · hooks

11

Enforces use of Claude Code native tools / native-build bfs & ugrep instead of bash equivalents (cat, find, grep, sed, echo). Adapts messages to the detected build: new mode (macOS/Linux native with bfs/ugrep), classic mode (Windows, or older builds with Glob/Grep tools), or pass-through when neither toolchain is available.

1 skill · hooks

11

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