{"slug":"jaechang-hits-plotly-interactive-visualization","name":"plotly-interactive-visualization","description":"Interactive visualization with Plotly. 40+ chart types (scatter, line, heatmap, 3D, geographic) with hover, zoom, pan. Two APIs: Plotly Express (DataFrame) and Graph Objects (fine control). For static publication figures use matplotlib; for statistical grammar use seaborn.","long_description":"---\nname: plotly-interactive-visualization\ndescription: \"Interactive visualization with Plotly. 40+ chart types (scatter, line, heatmap, 3D, geographic) with hover, zoom, pan. Two APIs: Plotly Express (DataFrame) and Graph Objects (fine control). For static publication figures use matplotlib; for statistical grammar use seaborn.\"\nlicense: MIT\n---\n\n# Plotly — Interactive Scientific Visualization\n\n## Overview\n\nPlotly is a Python graphing library for interactive, web-embeddable visualizations with 40+ chart types. It provides two APIs: Plotly Express (high-level, pandas-native) for quick plots and Graph Objects (low-level) for full customization. Output to interactive HTML, static PNG/PDF/SVG, or Dash web apps.\n\n## When to Use\n\n- Creating interactive charts with hover tooltips, zoom, and pan\n- Building multi-panel exploratory dashboards for data analysis\n- Visualizing 3D data (surfaces, scatter3d, mesh, volume)\n- Making geographic/map visualizations (choropleth, scatter_geo)\n- Presenting data in web-embeddable HTML format\n- Statistical distribution comparison (violin, box, histogram with marginals)\n- Time series with range sliders and animation frames\n- For **static publication-quality figures** (journal submissions), use `matplotlib` instead\n- For **statistical grammar-of-graphics** style, use `seaborn` instead\n\n## Prerequisites\n\n- **Python packages**: `plotly`, `pandas`, `numpy`\n- **For static export**: `kaleido` (PNG/PDF/SVG rendering)\n- **For web apps**: `dash` (optional)\n\n```bash\npip install plotly kaleido\n```\n\n## Quick Start\n\n```python\nimport plotly.express as px\nimport pandas as pd\nimport numpy as np\n\n# Sample data\nnp.random.seed(42)\ndf = pd.DataFrame({\n    \"x\": np.random.randn(200),\n    \"y\": np.random.randn(200),\n    \"group\": np.random.choice([\"A\", \"B\", \"C\"], 200),\n    \"size\": np.random.uniform(5, 20, 200),\n})\n\nfig = px.scatter(df, x=\"x\", y=\"y\", color=\"group\", size=\"size\",\n                 title=\"Interactive Scatter Plot\", hover_data=[\"group\"])\nfig.write_html(\"scatter.html\")\nfig.write_image(\"scatter.png\", width=800, height=500, scale=2)\nprint(\"Saved scatter.html and scatter.png\")\n```\n\n## Core API\n\n### 1. Plotly Express (High-Level API)\n\nQuick, one-line charts from pandas DataFrames. Returns `go.Figure` objects that can be further customized.\n\n```python\nimport plotly.express as px\nimport pandas as pd\nimport numpy as np\n\nnp.random.seed(42)\ndf = pd.DataFrame({\n    \"temperature\": np.linspace(20, 80, 50),\n    \"yield\": 50 + 0.8 * np.linspace(20, 80, 50) + np.random.randn(50) * 5,\n    \"catalyst\": np.random.choice([\"Pd\", \"Pt\", \"Rh\"], 50),\n})\n\n# Scatter with trendline\nfig = px.scatter(df, x=\"temperature\", y=\"yield\", color=\"catalyst\",\n                 trendline=\"ols\", title=\"Temperature vs Yield\")\nfig.write_image(\"scatter_trend.png\", width=700, height=450)\nprint(\"Saved scatter_trend.png\")\n\n# Bar chart\nsummary = df.groupby(\"catalyst\")[\"yield\"].mean().reset_index()\nfig = px.bar(summary, x=\"catalyst\", y=\"yield\", color=\"catalyst\",\n             title=\"Mean Yield by Catalyst\")\nfig.write_image(\"bar_catalyst.png\", width=600, height=400)\nprint(\"Saved bar_catalyst.png\")\n```\n\n```python\n# Heatmap from correlation matrix\nimport plotly.express as px\nimport pandas as pd\nimport numpy as np\n\nnp.random.seed(42)\ndata = pd.DataFrame(np.random.randn(100, 5), columns=[\"Gene_A\", \"Gene_B\", \"Gene_C\", \"Gene_D\", \"Gene_E\"])\ncorr = data.corr()\n\nfig = px.imshow(corr, text_auto=\".2f\", color_continuous_scale=\"RdBu_r\",\n                zmin=-1, zmax=1, title=\"Gene Expression Correlation\")\nfig.write_image(\"heatmap.png\", width=600, height=500)\nprint(\"Saved heatmap.png\")\n```\n\n### 2. Graph Objects (Low-Level API)\n\nFull control over individual traces, layouts, and annotations.\n\n```python\nimport plotly.graph_objects as go\nimport numpy as np\n\n# 3D surface plot\nx = np.linspace(-5, 5, 50)\ny = np.linspace(-5, 5, 50)\nX, Y = np.meshgrid(x, y)\nZ = np.sin(np.sqrt(X**2 + Y**2))\n\nfig = go.Figure(data=[go.Surface(z=Z, x=X[0], y=y, colorscale=\"Viridis\")])\nfig.update_layout(title=\"3D Surface Plot\",\n                  scene=dict(xaxis_title=\"X\", yaxis_title=\"Y\", zaxis_title=\"Z\"))\nfig.write_image(\"surface_3d.png\", width=700, height=500)\nprint(\"Saved surface_3d.png\")\n```\n\n```python\n# Multi-trace figure with custom styling\nimport plotly.graph_objects as go\nimport numpy as np\n\nnp.random.seed(42)\nx = np.linspace(0, 10, 100)\nfig = go.Figure()\nfig.add_trace(go.Scatter(x=x, y=np.sin(x), mode=\"lines\", name=\"sin(x)\",\n                         line=dict(color=\"blue\", width=2)))\nfig.add_trace(go.Scatter(x=x, y=np.cos(x), mode=\"lines\", name=\"cos(x)\",\n                         line=dict(color=\"red\", width=2, dash=\"dash\")))\nfig.add_hline(y=0, line_dash=\"dot\", line_color=\"gray\", opacity=0.5)\nfig.add_annotation(x=np.pi/2, y=1, text=\"sin peak\", showarrow=True, arrowhead=2)\n\nfig.update_layout(template=\"plotly_white\", title=\"Trigonometric Functions\",\n                  xaxis_title=\"x\", yaxis_title=\"f(x)\")\nfig.write_image(\"multi_trace.png\", width=700, height=400)\nprint(\"Saved multi_trace.png\")\n```\n\n### 3. Subplots and Multi-Panel Layouts\n\nCreate figure grids with shared or independent axes.\n\n```python\nfrom plotly.subplots import make_subplots\nimport plotly.graph_objects as go\nimport numpy as np\n\nnp.random.seed(42)\ndata = np.random.randn(500)\n\nfig = make_subplots(\n    rows=2, cols=2,\n    subplot_titles=(\"Histogram\", \"Box Plot\", \"Scatter\", \"Violin\"),\n    specs=[[{\"type\": \"histogram\"}, {\"type\": \"box\"}],\n           [{\"type\": \"scatter\"}, {\"type\": \"violin\"}]],\n)\n\nfig.add_trace(go.Histogram(x=data, nbinsx=30, name=\"Hist\"), row=1, col=1)\nfig.add_trace(go.Box(y=data, name=\"Box\"), row=1, col=2)\nfig.add_trace(go.Scatter(x=data[:100], y=data[100:200], mode=\"markers\", name=\"Scatter\"), row=2, col=1)\nfig.add_trace(go.Violin(y=data, name=\"Violin\", box_visible=True), row=2, col=2)\n\nfig.update_layout(height=700, width=800, title_text=\"Multi-Panel Dashboard\", showlegend=False)\nfig.write_image(\"subplots.png\", width=800, height=700)\nprint(\"Saved subplots.png\")\n```\n\n### 4. Statistical Charts\n\nDistribution comparison, error bars, and statistical annotations.\n\n```python\nimport plotly.express as px\nimport pandas as pd\nimport numpy as np\n\nnp.random.seed(42)\ndf = pd.DataFrame({\n    \"value\": np.concatenate([np.random.normal(0, 1, 100), np.random.normal(2, 1.5, 100)]),\n    \"group\": [\"Control\"] * 100 + [\"Treatment\"] * 100,\n})\n\n# Histogram with marginal box plot\nfig = px.histogram(df, x=\"value\", color=\"group\", marginal=\"box\",\n                   nbins=30, barmode=\"overlay\", opacity=0.7,\n                   title=\"Distribution Comparison\")\nfig.write_image(\"stat_hist.png\", width=700, height=450)\nprint(\"Saved stat_hist.png\")\n\n# Violin plot with individual points\nfig = px.violin(df, x=\"group\", y=\"value\", box=True, points=\"all\",\n                title=\"Treatment Effect (Violin + Points)\")\nfig.write_image(\"violin.png\", width=500, height=450)\nprint(\"Saved violin.png\")\n```\n\n```python\n# Error bars\nimport plotly.graph_objects as go\nimport numpy as np\n\nconditions = [\"Control\", \"Low Dose\", \"Med Dose\", \"High Dose\"]\nmeans = [5.2, 7.1, 9.8, 11.3]\nsems = [0.4, 0.6, 0.5, 0.8]\n\nfig = go.Figure(data=[go.Bar(\n    x=conditions, y=means,\n    error_y=dict(type=\"data\", array=sems, visible=True),\n    marker_color=[\"#636EFA\", \"#EF553B\", \"#00CC96\", \"#AB63FA\"],\n)])\nfig.update_layout(title=\"Dose Response (mean ± SEM)\", yaxis_title=\"Response\",\n                  template=\"plotly_white\")\nfig.write_image(\"error_bars.png\", width=600, height=400)\nprint(\"Saved error_bars.png\")\n```\n\n### 5. Export and Rendering\n\nSave to interactive HTML, static images, or embed in notebooks.\n\n```python\nimport plotly.express as px\nimport pandas as pd\n\ndf = px.data.iris()\nfig = px.scatter(df, x=\"sepal_width\", y=\"sepal_length\", color=\"species\")\n\n# Interactive HTML (full standalone)\nfig.write_html(\"interactive.html\")\n# HTML with CDN (smaller file, needs internet)\nfig.write_html(\"interactive_cdn.html\", include_plotlyjs=\"cdn\")\n\n# Static images (requires kaleido)\nfig.write_image(\"plot.png\", width=800, height=500, scale=2)  # 2x resolution\nfig.write_image(\"plot.pdf\")  # Vector PDF\nfig.write_image(\"plot.svg\")  # Vector SVG\n\n# Get image as bytes (for embedding)\nimg_bytes = fig.to_image(format=\"png\", width=600, height=400)\nprint(f\"PNG bytes: {len(img_bytes)}\")\n```\n\n### 6. Interactivity Features\n\nCustomize hover, animations, buttons, and range sliders.\n\n```python\nimport plotly.express as px\nimport pandas as pd\nimport numpy as np\n\n# Custom hover template\nnp.random.seed(42)\ndf = pd.DataFrame({\n    \"date\": pd.date_range(\"2024-01-01\", periods=100),\n    \"price\": 100 + np.cumsum(np.random.randn(100) * 2),\n    \"volume\": np.random.randint(1000, 5000, 100),\n})\n\nfig = px.line(df, x=\"date\", y=\"price\", title=\"Stock Price\",\n              hover_data={\"volume\": True, \"price\": \":.2f\"})\nfig.update_traces(hovertemplate=\"<b>%{x|%Y-%m-%d}</b><br>Price: $%{y:.2f}<br>Volume: %{customdata[0]:,}<extra></extra>\")\nfig.update_xaxes(rangeslider_visible=True)\nfig.write_html(\"timeseries.html\")\nprint(\"Saved timeseries.html with range slider\")\n```\n\n## Common Workflows\n\n### Workflow 1: Exploratory Data Analysis Dashboard\n\n**Goal**: Create a multi-panel interactive dashboard for dataset exploration.\n\n```python\nimport plotly.express as px\nimport plotly.graph_objects as go\nfrom plotly.subplots import make_subplots\nimport pandas as pd\nimport numpy as np\n\n# Sample dataset\nnp.random.seed(42)\nn = 300\ndf = pd.DataFrame({\n    \"gene_expression\": np.random.lognormal(2, 1, n),\n    \"protein_level\": np.random.lognormal(1.5, 0.8, n),\n    \"cell_type\": np.random.choice([\"Neuron\", \"Astrocyte\", \"Microglia\"], n),\n    \"treatment\": np.random.choice([\"Control\", \"Drug_A\", \"Drug_B\"], n),\n    \"viability\": np.random.uniform(0.3, 1.0, n),\n})\n\nfig = make_subplots(rows=2, cols=2,\n                    subplot_titles=(\"Expression vs Protein\", \"Expression by Cell Type\",\n                                    \"Viability by Treatment\", \"Expression Distribution\"))\n\n# Panel 1: Scatter\nfor ct in df[\"cell_type\"].unique():\n    sub = df[df[\"cell_type\"] == ct]\n    fig.add_trace(go.Scatter(x=sub[\"gene_expression\"], y=sub[\"protein_level\"],\n                             mode=\"markers\", name=ct, opacity=0.6), row=1, col=1)\n\n# Panel 2: Box\nfor ct in df[\"cell_type\"].unique():\n    fig.add_trace(go.Box(y=df[df[\"cell_type\"]==ct][\"gene_expression\"],\n                         name=ct, showlegend=False), row=1, col=2)\n\n# Panel 3: Violin\nfor tx in df[\"treatment\"].unique():\n    fig.add_trace(go.Violin(y=df[df[\"treatment\"]==tx][\"viability\"],\n                            name=tx, showlegend=False, box_visible=True), row=2, col=1)\n\n# Panel 4: Histogram\nfig.add_trace(go.Histogram(x=df[\"gene_expression\"], nbinsx=30,\n                           name=\"Expression\", showlegend=False), row=2, col=2)\n\nfig.update_layout(height=800, width=1000, title=\"Exploratory Data Analysis\")\nfig.write_html(\"eda_dashboard.html\")\nfig.write_image(\"eda_dashboard.png\", width=1000, height=800)\nprint(\"Saved eda_dashboard.html and eda_dashboard.png\")\n```\n\n### Workflow 2: Publication Figure with Annotations\n\n**Goal**: Create a polished, annotated figure suitable for supplementary materials or presentations.\n\n```python\nimport plotly.graph_objects as go\nimport numpy as np\n\nnp.random.seed(42)\nx = np.linspace(0, 24, 100)\ncontrol = 50 + 10 * np.sin(x * np.pi / 12) + np.random.randn(100) * 3\ntreatment = 70 + 15 * np.sin(x * np.pi / 12 + 0.5) + np.random.randn(100) * 4\n\nfig = go.Figure()\nfig.add_trace(go.Scatter(x=x, y=control, mode=\"lines\", name=\"Control\",\n                         line=dict(color=\"#636EFA\", width=2)))\nfig.add_trace(go.Scatter(x=x, y=treatment, mode=\"lines\", name=\"Treatment\",\n                         line=dict(color=\"#EF553B\", width=2)))\n\n# Add shaded region for treatment window\nfig.add_vrect(x0=6, x1=18, fillcolor=\"yellow\", opacity=0.1, line_width=0,\n              annotation_text=\"Treatment Window\", annotation_position=\"top left\")\n\n# Add annotation at peak difference\nfig.add_annotation(x=12, y=85, text=\"Peak difference<br>p < 0.001\",\n                   showarrow=True, a","tagline":"Interactive visualization with Plotly. 40+ chart types (scatter, line, heatmap, 3D, geographic) with hover, zoom, pan. Two APIs: Plotly Express (DataFrame) and Graph Objects (fine control). For static publication figures use matplotlib; for statistical grammar use seaborn.","category":"design-creative","tags":["agent-skill"],"author":"jaechang-hits","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"github fast track","sourceDetail":"jaechang-hits/SciAgent-Skills","creatorName":"jaechang-hits","creatorUrl":"https://github.com/jaechang-hits","sourceUrl":"https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/jaechang-hits-plotly-interactive-visualization#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":359,"forks":35,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":40.99},"quality":{"score":72,"tier":"strong","label":"Strong","summary":"Solid option that is likely worth shortlisting for production workflows.","signals":[{"label":"GitHub stars","value":"359","tone":"neutral"},{"label":"Freshness","value":"7d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v5","score":67,"base_score":75,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["67/100 Trust Score v5","75/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"359 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"359 stars, 35 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"7d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":54,"weight":0.12,"status":"warn","detail":"command execution surface, external package install surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":48,"weight":0.07,"status":"warn","detail":"shell or command execution, filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"359 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"359 stars, 35 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"7d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"warn","label":"Dependency/runtime risk","detail":"command execution surface, external package install surface"},{"status":"pass","label":"Install availability","detail":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"warn","label":"Permission surface","detail":"shell or command execution, filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Stars/forks activity: 359 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: shell or command execution, filesystem or document access","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"359 GitHub stars","repoActivity":"359 stars, 35 forks","lastPushed":"7d since push","license":"MIT","repository":"https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization","install":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","7d since push","Financial domain: human review is required before use in a live investment workflow.","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Stars/forks activity: 359 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["design-creative","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization","trust_score":67,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["design-creative","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Stars/forks activity: 359 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: shell or command execution, filesystem or document access"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":75,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"trust_score_v5":{"version":"trust-score-v5","score":67,"base_score":75,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["67/100 Trust Score v5","75/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"359 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"359 stars, 35 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"7d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":54,"weight":0.12,"status":"warn","detail":"command execution surface, external package install surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":48,"weight":0.07,"status":"warn","detail":"shell or command execution, filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"359 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"359 stars, 35 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"7d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"warn","label":"Dependency/runtime risk","detail":"command execution surface, external package install surface"},{"status":"pass","label":"Install availability","detail":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"warn","label":"Permission surface","detail":"shell or command execution, filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Stars/forks activity: 359 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: shell or command execution, filesystem or document access","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"359 GitHub stars","repoActivity":"359 stars, 35 forks","lastPushed":"7d since push","license":"MIT","repository":"https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization","install":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","7d since push","Financial domain: human review is required before use in a live investment workflow.","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Stars/forks activity: 359 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["design-creative","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization","trust_score":67,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["design-creative","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Stars/forks activity: 359 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: shell or command execution, filesystem or document access"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":75,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"trust_score_v4":{"version":"trust-score-v4","score":75,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"359 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"359 stars, 35 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"7d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":54,"weight":0.12,"status":"warn","detail":"command execution surface, external package install surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":48,"weight":0.07,"status":"warn","detail":"shell or command execution, filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"359 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"359 stars, 35 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"7d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"warn","label":"Dependency/runtime risk","detail":"command execution surface, external package install surface"},{"status":"pass","label":"Install availability","detail":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"warn","label":"Permission surface","detail":"shell or command execution, filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern"],"warnings":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Stars/forks activity: 359 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: shell or command execution, filesystem or document access"],"evidence":{"stars":"359 GitHub stars","repoActivity":"359 stars, 35 forks","lastPushed":"7d since push","license":"MIT","repository":"https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization","install":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","7d since push","Financial domain: human review is required before use in a live investment workflow."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Stars/forks activity: 359 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["design-creative","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Stars/forks activity: 359 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: shell or command execution, filesystem or document access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"outcome_stats":null,"safety":{"score":52,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","summary":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_policy":"review","reasons":["High-risk permission hints: Shell or command execution","52/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["High-risk permission hints: Shell or command execution","Dependency or permission surface needs review"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","auto_install_policy":"review","auto_install_allowed":false,"blocked":false,"human_review_required":true,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","reasons":["High-risk permission hints: Shell or command execution","52/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":71,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Permission surface: shell or command execution, filesystem or document access","auto_install_allowed":false,"policy":"block","human_review_required":true},"blockers":["Permission surface: shell or command execution, filesystem or document access"],"warnings":["Trust score: Good trust signals with a few areas worth checking before rollout.","Audit score: Needs review","Agent safety gate: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","High-risk permission hints: Shell or command execution","Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Stars/forks activity: 359 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate plotly-interactive-visualization before installing it in an agent workflow","design-creative","Data analysis workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization"]},{"id":"trust_score","label":"Trust score","status":"warn","score":75,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","359 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":80,"required_for_auto_install":true,"detail":"Needs review","evidence":["Dependency or permission surface needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":52,"required_for_auto_install":true,"detail":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","evidence":["Test manually in an isolated workspace and compare against safer alternatives.","High-risk permission hints: Shell or command execution"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":86,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"7d since push","evidence":["7d since push"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":48,"required_for_auto_install":true,"detail":"shell or command execution, filesystem or document access","evidence":["Shell or command execution: high","Network access: medium","Filesystem access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/jaechang-hits-plotly-interactive-visualization/evals","api":"/api/agent/evals?slug=jaechang-hits-plotly-interactive-visualization","text":"/api/agent/evals?slug=jaechang-hits-plotly-interactive-visualization&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"jaechang-hits-plotly-interactive-visualization","name":"plotly-interactive-visualization","description":"Interactive visualization with Plotly. 40+ chart types (scatter, line, heatmap, 3D, geographic) with hover, zoom, pan. Two APIs: Plotly Express (DataFrame) and Graph Objects (fine control). For static publication figures use matplotlib; for statistical grammar use seaborn.","category":"design-creative","url":"https://www.openagentskill.com/skills/jaechang-hits-plotly-interactive-visualization","repository":"https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization","github_repo":"jaechang-hits/SciAgent-Skills"},"suited_tasks":["Data analysis workflows","Claude Code teams","builders willing to evaluate younger projects","Load tabular data","Calculate trends","Summarize findings clearly","Chunk documents","Create embeddings"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add jaechang-hits-plotly-interactive-visualization"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"plotly-interactive-visualization\" agent skill from https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Interactive visualization with Plotly. 40+ chart types (scatter, line, heatmap, 3D, geographic) with hover, zoom, pan. Two APIs: Plotly Express (DataFrame) and Graph Objects (fine control). For static publication figures use matplotlib; for statistical grammar use seaborn. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jaechang-hits-plotly-interactive-visualization\",\"task\":\"Install plotly-interactive-visualization\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"plotly-interactive-visualization\" as a Claude Code skill from https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Interactive visualization with Plotly. 40+ chart types (scatter, line, heatmap, 3D, geographic) with hover, zoom, pan. Two APIs: Plotly Express (DataFrame) and Graph Objects (fine control). For static publication figures use matplotlib; for statistical grammar use seaborn. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jaechang-hits-plotly-interactive-visualization\",\"task\":\"Install plotly-interactive-visualization\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"plotly-interactive-visualization\" from https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Interactive visualization with Plotly. 40+ chart types (scatter, line, heatmap, 3D, geographic) with hover, zoom, pan. Two APIs: Plotly Express (DataFrame) and Graph Objects (fine control). For static publication figures use matplotlib; for statistical grammar use seaborn. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jaechang-hits-plotly-interactive-visualization\",\"task\":\"Install plotly-interactive-visualization\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/jaechang-hits-plotly-interactive-visualization/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/jaechang-hits-plotly-interactive-visualization"},"trust":{"score":75,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"359 GitHub stars","repoActivity":"359 stars, 35 forks","lastPushed":"7d since push","license":"MIT","repository":"https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization","install":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["design-creative","agent-skill"],"known_risks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Stars/forks activity: 359 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: shell or command execution, filesystem or document access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":80,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Stars/forks activity: 359 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":72,"label":"Strong"},"supply":{"track":"Design and creative production","scenario":"Design and creative","maintenance":"7d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","High-risk permission hints: Shell or command execution","Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision."],"agent_contract":{"task_input":"Use plotly-interactive-visualization in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 75/100 Strong shortlist","Audit: 80/100 Needs review","Safety: 52/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"jaechang-hits-plotly-interactive-visualization (plotly-interactive-visualization)","install_command":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"jaechang-hits-plotly-interactive-visualization","task":"Use plotly-interactive-visualization in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/jaechang-hits-plotly-interactive-visualization","api":"https://www.openagentskill.com/api/agent/skills/jaechang-hits-plotly-interactive-visualization","audit":"https://www.openagentskill.com/skills/jaechang-hits-plotly-interactive-visualization/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=jaechang-hits-plotly-interactive-visualization&task=Use%20plotly-interactive-visualization%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20plotly-interactive-visualization%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20plotly-interactive-visualization%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/jaechang-hits-plotly-interactive-visualization/install","manifest":"https://www.openagentskill.com/api/registry/manifest/jaechang-hits-plotly-interactive-visualization"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"jaechang-hits-plotly-interactive-visualization","name":"plotly-interactive-visualization","description":"Interactive visualization with Plotly. 40+ chart types (scatter, line, heatmap, 3D, geographic) with hover, zoom, pan. Two APIs: Plotly Express (DataFrame) and Graph Objects (fine control). For static publication figures use matplotlib; for statistical grammar use seaborn.","category":"design-creative","url":"https://www.openagentskill.com/skills/jaechang-hits-plotly-interactive-visualization","repository":"https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization","github_repo":"jaechang-hits/SciAgent-Skills"},"suited_tasks":["Data analysis workflows","Claude Code teams","builders willing to evaluate younger projects","Load tabular data","Calculate trends","Summarize findings clearly","Chunk documents","Create embeddings"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add jaechang-hits-plotly-interactive-visualization"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"plotly-interactive-visualization\" agent skill from https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Interactive visualization with Plotly. 40+ chart types (scatter, line, heatmap, 3D, geographic) with hover, zoom, pan. Two APIs: Plotly Express (DataFrame) and Graph Objects (fine control). For static publication figures use matplotlib; for statistical grammar use seaborn. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jaechang-hits-plotly-interactive-visualization\",\"task\":\"Install plotly-interactive-visualization\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"plotly-interactive-visualization\" as a Claude Code skill from https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Interactive visualization with Plotly. 40+ chart types (scatter, line, heatmap, 3D, geographic) with hover, zoom, pan. Two APIs: Plotly Express (DataFrame) and Graph Objects (fine control). For static publication figures use matplotlib; for statistical grammar use seaborn. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jaechang-hits-plotly-interactive-visualization\",\"task\":\"Install plotly-interactive-visualization\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"plotly-interactive-visualization\" from https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Interactive visualization with Plotly. 40+ chart types (scatter, line, heatmap, 3D, geographic) with hover, zoom, pan. Two APIs: Plotly Express (DataFrame) and Graph Objects (fine control). For static publication figures use matplotlib; for statistical grammar use seaborn. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jaechang-hits-plotly-interactive-visualization\",\"task\":\"Install plotly-interactive-visualization\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/jaechang-hits-plotly-interactive-visualization/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/jaechang-hits-plotly-interactive-visualization"},"trust":{"score":75,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"359 GitHub stars","repoActivity":"359 stars, 35 forks","lastPushed":"7d since push","license":"MIT","repository":"https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization","install":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["design-creative","agent-skill"],"known_risks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Stars/forks activity: 359 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: shell or command execution, filesystem or document access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":80,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Stars/forks activity: 359 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":72,"label":"Strong"},"supply":{"track":"Design and creative production","scenario":"Design and creative","maintenance":"7d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","High-risk permission hints: Shell or command execution","Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision."],"agent_contract":{"task_input":"Use plotly-interactive-visualization in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 75/100 Strong shortlist","Audit: 80/100 Needs review","Safety: 52/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"jaechang-hits-plotly-interactive-visualization (plotly-interactive-visualization)","install_command":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"jaechang-hits-plotly-interactive-visualization","task":"Use plotly-interactive-visualization in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/jaechang-hits-plotly-interactive-visualization","api":"https://www.openagentskill.com/api/agent/skills/jaechang-hits-plotly-interactive-visualization","audit":"https://www.openagentskill.com/skills/jaechang-hits-plotly-interactive-visualization/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=jaechang-hits-plotly-interactive-visualization&task=Use%20plotly-interactive-visualization%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20plotly-interactive-visualization%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20plotly-interactive-visualization%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/jaechang-hits-plotly-interactive-visualization/install","manifest":"https://www.openagentskill.com/api/registry/manifest/jaechang-hits-plotly-interactive-visualization"}},"supply_profile":{"track":{"slug":"design","label":"Design and creative production","shortLabel":"Design","description":"Design assets, images, video, audio, multimodal media, presentation, and creative production skills."},"scenario":{"label":"Design and creative","description":"I need my agent to produce design assets, UI directions, presentations, or creative media workflows.","useCases":[{"slug":"data-analysis","title":"Data analysis"},{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"design-creative","title":"Design and creative"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":359,"starsLabel":"359","forks":35,"license":"MIT","qualityScore":72,"trustScore":75,"auditScore":80},"maintenance":{"status":"fresh","label":"7d since push","daysSincePush":7,"lastPushedAt":"2026-08-29T00:42:20+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"]},"coverageTags":["Design","Design and creative","design-creative","agent-skill"]},"audit":{"audit_score":80,"risk_level":"needs_review","risk_label":"Needs review","quality_score":72,"trust_score":75,"maintenance_score":100,"security_score":79,"install_score":92,"warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Stars/forks activity: 359 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: shell or command execution, filesystem or document access"]},"quality_signals":{"model":"v2","star_score":17.89,"usage_score":0,"review_score":5.1,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code"],"use_cases":[{"slug":"data-analysis","title":"Data analysis","url":"https://www.openagentskill.com/use-cases/data-analysis"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"design-creative","title":"Design and creative","url":"https://www.openagentskill.com/use-cases/design-creative"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"}],"stacks":[{"slug":"rag-knowledge-base","title":"RAG knowledge base","url":"https://www.openagentskill.com/collections/rag-knowledge-base"},{"slug":"frontend-product-ui","title":"Frontend and UI","url":"https://www.openagentskill.com/collections/frontend-product-ui"},{"slug":"content-growth-agent","title":"Content growth agent","url":"https://www.openagentskill.com/collections/content-growth-agent"}],"install":"npx skills add jaechang-hits/SciAgent-Skills --skill plotly-interactive-visualization","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add jaechang-hits-plotly-interactive-visualization","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"plotly-interactive-visualization\" agent skill from https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Interactive visualization with Plotly. 40+ chart types (scatter, line, heatmap, 3D, geographic) with hover, zoom, pan. Two APIs: Plotly Express (DataFrame) and Graph Objects (fine control). For static publication figures use matplotlib; for statistical grammar use seaborn. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jaechang-hits-plotly-interactive-visualization\",\"task\":\"Install plotly-interactive-visualization\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"plotly-interactive-visualization\" as a Claude Code skill from https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Interactive visualization with Plotly. 40+ chart types (scatter, line, heatmap, 3D, geographic) with hover, zoom, pan. Two APIs: Plotly Express (DataFrame) and Graph Objects (fine control). For static publication figures use matplotlib; for statistical grammar use seaborn. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jaechang-hits-plotly-interactive-visualization\",\"task\":\"Install plotly-interactive-visualization\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"plotly-interactive-visualization\" from https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Interactive visualization with Plotly. 40+ chart types (scatter, line, heatmap, 3D, geographic) with hover, zoom, pan. Two APIs: Plotly Express (DataFrame) and Graph Objects (fine control). For static publication figures use matplotlib; for statistical grammar use seaborn. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jaechang-hits-plotly-interactive-visualization\",\"task\":\"Install plotly-interactive-visualization\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization","github_repo":"jaechang-hits/SciAgent-Skills","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/jaechang-hits-plotly-interactive-visualization","repository":"https://github.com/jaechang-hits/SciAgent-Skills/tree/main/legacy/plotly-interactive-visualization","api":"/api/agent/skills/jaechang-hits-plotly-interactive-visualization","install_api":"/api/skills/jaechang-hits-plotly-interactive-visualization/install"},"meta":{"created_at":"2026-09-03T11:57:12.971716+00:00","updated_at":"2026-09-03T11:57:13.060417+00:00","agent_friendly":true}}