loop-goal

Runs multi-source research with hallucination control built into the architecture — parallel retrieval subagents that return only quoted spans, an append-only Source Ledger where no claim ships without a source row, blind per-claim verification, and disagreement surfaced rather than averaged.

Design knowledge restructured so an AI can look it up without guessing. Use-case playbooks (decision deck / technical explanation / pitch / refactoring an existing deck / tables / charts / structural diagrams / corporate-template compliance) that route to atomic rules, each carrying a tier (MUST / SHOULD / HOUSE), a cited source, and a completion condition written in a detector-compatible form. Decided values ship as W3C DTCG tokens; named anti-patterns say what not to do. Router only — it holds no judgement itself and hands file generation to pptx-build.

Development expert for designing and building Tauri v2 desktop and mobile applications.

Guided, knowledge-grounded co-authoring workflow for substantial documents (proposals, specs, decision docs, technical articles, whitepapers). Three optional, composable stages — context gathering, section-by-section drafting, and reader-testing — grounding facts in a domain knowledge base with cited sources and consistent terminology. Drafts into a working file, preserves human [人] edits, and hands off critical review to doc-review, restructuring to doc-refactor, fact-checking to verify-content/evidence-check, de-AI restyle to ai-tell-reducer/humanize-prose, and translation to faithful-translation. Bilingual JA/EN.

The contract for adding, updating and releasing a skill in this marketplace — the repo-specific half that generic skill guidance does not cover. Scaffolds the plugin layout, registers the plugin in marketplace.json and both READMEs, and gates the release on a script rather than on remembering: description length and YAML safety, the four places a description must stay in sync, version bump, site catalog freshness, validator, and any bundled test harness. Carries the authoring guidance itself as references. Hands the measuring of a skill (evals, trigger accuracy, version A/B) to the official skill-creator plugin.

Competitive analysis skill that researches competitor products via web search, compares features/pricing/differentiation, and generates comparison matrices.

Comprehensive academic research expert covering paper writing, literature review, citation management, and research methodology.

Select concrete middleware/runtime from an ArchiMate EA model's non-functional requirements: weighted, sensitivity-checked evaluation, an ADR for the rationale, and write-back of the decision into the model's Technology-layer elements. Bridges archimate-ea (design) to archimate-to-impl (implementation).

Reduce the "AI-ness" of writing — uniform sentence rhythm, reflexive hedging, vague abstraction, formulaic scaffolding, inflated vocabulary, and surface tics (em-dash / bold / rule-of-three overuse) — while preserving meaning, facts, register, and the author's voice, and without fabricating anything. Works on Japanese and English text.

Startup advisor providing practical advice and strategic guidance from launch through growth stages.