data2story-pro
claude14-agent extended build — verified media, interactive playgrounds, cinematic cover, runnable verify layer
27 skills
The paper's canonical 7-role Data Journalist Agent pipeline
Plugin data2story from marketplace data2story-skill in QinghongLin/data2story-skill. Commands read from the repo's manifest — 1 month ago.
data2story-proUse to turn a dataset into a verifiable multimedia blog (a data story / data-driven article / interactive dashboard from a dataset). Orchestrator for the Data Journalist Agent (Data2Story): a 7-team newsroom (14 agents) running detective → scout → analyst → imagineer → editor → copywriter → designer
analystExhaustively profile a dataset and list ALL possible analyses — distributions, correlations, rankings, trends, group comparisons, anomalies. Reads detective.json for context. Runs after the Detective/Scout, before the Editor. Outputs analyst.json with ana_xx IDs and chart-ready data_tables.
auditorAudit a generated Data2Story blog for build correctness across ALL modalities by ACTUALLY RENDERING it in a real headless browser (when available) — catching blank/0-width charts, broken/oversized media, desktop+mobile overflow, and dead interactions that source inspection cannot see — then having v
cinematographerDesign the MANDATORY cinematic scroll experience (every blog ships one): a full-bleed, scroll-driven background — primarily from the Scout's verified real imagery — plus the global motion choreography, so the narrative unfolds like a film as the reader scrolls. Owns the BACKGROUND layer + page-level
copywriterName the piece — re-write the masthead (headline + standfirst + kicker), every section title, and every figure/photo/table caption to a research-driven titling standard, killing the AI-tell patterns (the 'flat statement. flat counter-statement.' two-beat above all) a competent default falls into. Re
criticReview a finished Data2Story blog against the 5 quality rubric dimensions (visual_design, narrative_pacing, data_method_transparency, claim_data_alignment, insight_value), score each 1-7 with on-page evidence, and emit critic.json with pass/fail + targeted, surgical send-back instructions. Verifies
designerRead editor.md, editor.json, and analyst.json. Make data-driven creative visual decisions for every section — teaser, charts, images, videos, audio, maps, and interactive demos when they fit the data. Generate selected assets. No HTML. Outputs designer.json with des_xx IDs.
openrouter-embeddingsGenerate text embeddings via OpenRouter using Qwen3-Embedding-8B.
openrouter-image2videoAnimate a still image into a short video via OpenRouter. Default model google/veo-3.1-fast.
openrouter-text2imageGenerate images via OpenRouter. Default model openai/gpt-5.4-image-2; any image-modality model can be passed via --model.
openrouter-text2musicGenerate atmospheric sound-design / SFX (NOT speech, NOT the front-of-blog BGM) via OpenRouter using Google Lyria 3 Pro.
openrouter-text2videoGenerate videos via OpenRouter using ByteDance Seedance 2.0.
detectiveResearch external context for a dataset — domain background, history, related studies, and why this data matters. Outputs detective.json (structured findings with det_xx IDs) before any analysis begins.
editorRead analyst.json and detective.json, make all editorial decisions — what the blog argues, which findings matter, narrative arc and section structure. Runs after the Analyst/Imagineer, before the Designer. No visual design. Outputs editor.md (prose) and editor.json (structure with edt_xx IDs).
heroCraft the COVER — the one animated <video> hero that opens the page above the headline, built from a Scout-verified still (or an abstract generated still) via a deterministic source ladder. The cover is animated by DEFAULT; a static <img> is only the recorded last rung. Owns the hero video + its sta
ideationFront stage for /data2story-pro when the reader has no dataset — only a vague idea. Converges the idea into a concrete, data-backed topic through a sparring-partner dialogue (anti-sycophantic, feasibility-pressure-tested), then acquires a REAL dataset through find-data, with a user checkpoint after
imagineerFan out MANY candidate interactive concepts from the data + narrative — the ideation pool the Editor curates a hero + supporting set from. Deliberate over-generation: one concept per finding worth making hands-on, each declaring its archetype, purpose, what the reader produces, and an honest feasibi
inspectorRun sentence-level traceability verification on a Data2Story blog (verify.py -> verifier.json), then emit the in-page Inspector panel (the reader-facing runnable verifier) + the verify/ artifacts (verify_map.json, run_cells.json, the reproducible notebook, cell_registry.json). Mostly Python; the run
interactionBuild the curated interactive SET the Editor approved: the ONE narrative-bound hero centerpiece (an explorable/scrollytelling that makes the reader PRODUCE the lead finding) PLUS the ranked supporting playgrounds — each bound to a distinct finding — to the same three-layer-number standard, plus anim
programmerRead editor.md, editor.json, analyst.json, and designer.json. Resolve chart data from analyst data_tables. Build the final index.html with data-* traceability attributes. Pure implementation — no editorial or visual decisions, no raw data access.
scoutSource and VERIFY rich external media (music, high-value real photos/video) and the latest live status that the Detective's background pass didn't cover. Every asset carries a checked license + identity block; nothing unlicensed or misidentified passes downstream. Outputs scout.json (sct_xx) after t
data2storyData Journalist Agent (Data2Story) — orchestrator: turn a dataset into a blog. Runs detective → analyst → editor → designer → programmer → auditor → inspector in sequence. Creates a versioned project folder for each run.
dataviz-craftA shared reference library for editorial-grade data-visualization craft — Vega-Lite-first with a D3 fallback for charts Vega-Lite can't express. Read by the Designer at chart selection (intent → ranked chart type), the Programmer at implementation (editorial Vega-Lite recipes, annotation layers, axi
find-dataFind a dataset for a Data2Story blog. Accepts a topic, a URL, or a DIP-style category. Downloads + validates against 4 completeness gates before handing off to /data2story-pro. Local-first: searches Economist/Pudding/TidyTuesday clones before going online. Supports --validate-only to audit a folder
frontend-design-proShared UI/visual-design rule library for building polished, distinctive, multimedia-rich self-contained HTML stories. The Data2Story Designer and Programmer read it to choose a visual language (theme, type pairing, layout, components, motion) and implement it so every blog looks intentional and edit
frontend-designReusable UI/visual-design system for building polished, distinctive, multimedia-rich self-contained HTML stories. A shared reference library that the Data2Story Designer and Programmer borrow from so every blog looks intentional and editorial rather than generic. Not a pipeline stage — a design sour
sparring-partnerThis skill should be used whenever the user wants to develop, refine, or stress-test an idea, plan, design, research direction, product/business concept, argument, or any decision with more than one reasonable path — i.e. whenever they want a thinking partner rather than a quick answer. Trigger it w
14-agent extended build — verified media, interactive playgrounds, cinematic cover, runnable verify layer
27 skills
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