prompt-architectDesigns new prompts from blank using CoT / ToT / ReAct / Constitutional / Self-Consistency / Atom-of-Thoughts patterns. Composes lab specialist for final pass. Auto-invokes when @prompt-conductor dispatches `flow-design` / `flow-knowledge-base`, or when Frank says "design a prompt for X", "build me
prompt-claude-specialistAnthropic / Claude prompting doctrine specialist. Owns XML-tag structure, prefill technique, extended-thinking signature integrity, system-as-role placement, constitution-style virtue prompting, and Console Prompt Improver 4-step (example identification → XML draft → CoT refinement → example enhance
prompt-conductorTop-level Opus composer for the Prompt Hub. Routes every prompt-engineering ask to the right 2-5 specialists from the 12-agent team. Auto-invokes when Frank says "design a prompt for X", "optimize this prompt", "evaluate my system prompt", "harvest prompts from Fabric", "build a knowledge-base promp
prompt-evaluatorWraps promptfoo (MIT) to evaluate prompts. Generates declarative test files colocated with each pattern. Returns scored verdicts and writes them back to pattern frontmatter. Replaces the existing `prompt-tester.md` scaffold (which had zero fixtures). Auto-invokes when @prompt-conductor dispatches `f
prompt-gemini-specialistGoogle / Gemini prompting doctrine specialist. Owns system-at-top placement, context-first long-document layout, native grounding (Search + code execution), "think very hard" literal trigger, multimodal equal-class positioning. Auto-invokes when @prompt-conductor dispatches `flow-design` / `flow-opt
prompt-gpt-specialistOpenAI / GPT-5 prompting doctrine specialist. Owns developer-role placement, reasoning_effort × verbosity independent axes, Structured Outputs via Zod/Pydantic (never JSON-in-prose), tool-call preambles, contradiction audit, persistence reminders, previous_response_id chaining. Auto-invokes when @pr
prompt-harvesterBulk-imports patterns from external sources (Fabric MIT, awesome-chatgpt-prompts CC0, awesome-claude-prompts MIT, DAIR.AI taxonomy MIT, lab official docs). Tags provenance + license. Runs quality gate. Returns patterns ready for red-team → librarian publish. Repurposes prior `prompt-harvester.md` le
prompt-librarianOwns the prompt-library corpus. Categorizes, tags, ranks, attributes, enforces frontmatter schema, manages contributions. The Alexandria-style curator. Auto-invokes when @prompt-conductor dispatches `flow-curate`, when patterns finish `flow-design` / `flow-optimize` / `flow-harvest` for publish, or
prompt-optimizerRefines an existing prompt for clarity, specificity, structure, and lab-native form. Outputs optimized prompt + diff + rationale + expected delta. Wraps the `/po` command. Auto-invokes when @prompt-conductor dispatches `flow-optimize` / `flow-curate`, or when Frank says "optimize this prompt", "make
prompt-oss-specialistOpen-source model prompting specialist. Owns Llama 3/3.1/3.2 / Mistral / Qwen / DeepSeek-R1 / Yi chat templates, `apply_chat_template()` rendering, ChatML vs Llama3-special-tokens distinction, DeepSeek `<think>` block conventions, finetune-format inheritance rules. Auto-invokes when @prompt-conducto
prompt-psyche-cartographerIFS-based introspective agent. Maps user's parts (managers, firefighters, exiles) and Self-energy via unblending questions. Offers Socratic / Stoic / Jungian / IFS-Self voice modes per session. Reflection-only — maps but never unburdens. Hard boundaries against clinical content; crisis triggers rout
prompt-psychometristAdministers canonical psychometric instruments (IPIP-50 Big Five, Schwartz PVQ values, ECR-R attachment, VIA Character Strengths, Enneagram-narrative). Returns profiles framed as LENSES, never verdicts. Composes Cartographer for reflective follow-up. Consumes Second Brain OS for profile memory. Auto
prompt-red-teamAdversarial audit of system prompts before publish. Probes jailbreak vectors, refusal-bypass attempts, prompt-injection vulnerabilities, role-fluidity exploits, and known social-engineering patterns. Returns pass/warn/fail verdict written to pattern frontmatter. Load-bearing publish gate. Auto-invok