fireworks-tech-graph

name	fireworks-tech-graph
description	Use when the user wants to create any technical diagram - architecture, data flow, flowchart, sequence, agent/memory, or concept map - and export as SVG+PNG. Trigger on: "画图" "帮我画" "生成图" "做个图" "架构图" "流程图" "可视化一下" "出图" "generate diagram" "draw diagram" "visualize" or any system/flow description the user wants illustrated.

Fireworks Tech Graph

Generate production-quality SVG technical diagrams exported as PNG via rsvg-convert.

Install Source

Install this skill from GitHub:

npx skills add yizhiyanhua-ai/fireworks-tech-graph

Public package page:

https://www.npmjs.com/package/@yizhiyanhua-ai/fireworks-tech-graph

Do not pass @yizhiyanhua-ai/fireworks-tech-graph directly to skills add, because the CLI expects a GitHub or local repository source.

Update command:

npx skills add yizhiyanhua-ai/fireworks-tech-graph --force -g -y

Helper Scripts (Recommended)

Four helper scripts in scripts/ directory provide stable SVG generation and validation:

1. generate-diagram.sh - Validate SVG + export PNG

./scripts/generate-diagram.sh -t architecture -s 1 -o ./output/arch.svg

• Validates an existing SVG file
• Exports PNG after validation
• Example: ./scripts/generate-diagram.sh -t architecture -s 1 -o ./output/arch.svg

2. generate-from-template.py - Create starter SVG from template

python3 ./scripts/generate-from-template.py architecture ./output/arch.svg '{"title":"My Diagram","nodes":[],"arrows":[]}'

• Loads a built-in SVG template
• Renders nodes, arrows, and legend entries from JSON input
• Escapes text content to keep output XML-valid

3. validate-svg.sh - Validate SVG syntax

./scripts/validate-svg.sh <svg-file>

• Checks XML syntax
• Verifies tag balance
• Validates marker references
• Checks attribute completeness
• Validates path data

4. test-all-styles.sh - Batch test all styles

./scripts/test-all-styles.sh

• Tests multiple diagram sizes
• Validates all generated SVGs
• Generates test report

When to use scripts:

• Use scripts when generating complex SVGs to avoid syntax errors
• Scripts provide automatic validation and error reporting
• Recommended for production diagrams

When to generate SVG directly:

• Simple diagrams with few elements
• Quick prototypes
• When you need full control over SVG structure

Workflow (Always Follow This Order)

1. Classify the diagram type (see Diagram Types below)
2. Extract structure — identify layers, nodes, edges, flows, and semantic groups from user description
3. Plan layout — apply the layout rules for the diagram type
4. Select style — use Style 1 (Flat Icon) as default; see Styles table below for alternatives
5. Map nodes to shapes — use Shape Vocabulary below
6. Write SVG using the Python list method (see SVG Generation Strategy below)
7. Validate: Run rsvg-convert file.svg -o /dev/null 2>&1 to check syntax
8. Export PNG: rsvg-convert -w 1920 file.svg -o file.png
9. Report the generated file paths

Diagram Types & Layout Rules

Architecture Diagram

Nodes = services/components. Group into horizontal layers (top→bottom or left→right).

• Typical layers: Client → Gateway/LB → Services → Data/Storage
• Use <rect> dashed containers to group related services in the same layer
• Arrow direction follows data/request flow
• ViewBox: 0 0 960 600 standard, 0 0 960 800 for tall stacks

Data Flow Diagram

Emphasizes what data moves where. Focus on data transformation.

• Label every arrow with the data type (e.g., "embeddings", "query", "context")
• Use wider arrows (stroke-width: 2.5) for primary data paths
• Dashed arrows for control/trigger flows
• Color arrows by data category (not just Agent/RAG — use semantics)

Flowchart / Process Flow

Sequential decision/process steps.

• Top-to-bottom preferred; left-to-right for wide flows
• Diamond shapes for decisions, rounded rects for processes, parallelograms for I/O
• Keep node labels short (≤3 words); put detail in sub-labels
• Align nodes on a grid: x positions snap to 120px intervals, y to 80px

Agent Architecture Diagram

Shows how an AI agent reasons, uses tools, and manages memory. Key conceptual layers to always consider:

• Input layer: User, query, trigger
• Agent core: LLM, reasoning loop, planner
• Memory layer: Short-term (context window), Long-term (vector/graph DB), Episodic
• Tool layer: Tool calls, APIs, search, code execution
• Output layer: Response, action, side-effects Use cyclic arrows (loop arcs) to show iterative reasoning. Separate memory types visually.

Memory Architecture Diagram (Mem0, MemGPT-style)

Specialized agent diagram focused on memory operations.

• Show memory write path and read path separately (different arrow colors)
• Memory tiers: Working Memory → Short-term → Long-term → External Store
• Label memory operations: store(), retrieve(), forget(), consolidate()
• Use stacked rects or layered cylinders for storage tiers

Sequence Diagram

Time-ordered message exchanges between participants.

• Participants as vertical lifelines (top labels + vertical dashed lines)
• Messages as horizontal arrows between lifelines, top-to-bottom time order
• Activation boxes (thin filled rects on lifeline) show active processing
• Group with <rect> loop/alt frames with label in top-left corner
• ViewBox height = 80 + (num_messages × 50)

Comparison / Feature Matrix

Side-by-side comparison of approaches, systems, or components.

• Column headers = systems, row headers = attributes
• Row height: 40px; column width: min 120px; header row height: 50px
• Checked cell: tinted background (e.g. #dcfce7) + ✓ checkmark; unsupported: #f9fafb fill
• Alternating row fills (#f9fafb / #ffffff) for readability
• Max readable columns: 5; beyond that, split into two diagrams

Timeline / Gantt

Horizontal time axis showing durations, phases, and milestones.

• X-axis = time (weeks/months/quarters); Y-axis = items/tasks/phases
• Bars: rounded rects, colored by category, labeled inside or beside
• Milestone markers: diamond or filled circle at specific x position with label above
• ViewBox: 0 0 960 400 typical; wider for many time periods: 0 0 1200 400

Mind Map / Concept Map

Radial layout from central concept.

• Central node at cx=480, cy=280
• First-level branches: evenly distributed around center (360/N degrees)
• Second-level branches: branch off first-level at 30-45° offset
• Use curved <path> with cubic bezier for branches, not straight lines

Class Diagram (UML)

Static structure showing classes, attributes, methods, and relationships.

• Class box: 3-compartment rect (name / attributes / methods), min width 160px
  • Top compartment: class name, bold, centered (abstract = italic)
  • Middle: attributes with visibility (+ public, - private, # protected)
  • Bottom: method signatures, same visibility notation
• Relationships:
  • Inheritance (extends): solid line + hollow triangle arrowhead, child → parent
  • Implementation (interface): dashed line + hollow triangle, class → interface
  • Association: solid line + open arrowhead, label with multiplicity (1, 0.., 1..)
  • Aggregation: solid line + hollow diamond on container side
  • Composition: solid line + filled diamond on container side
  • Dependency: dashed line + open arrowhead
• Interface: <<interface>> stereotype above name, or circle/lollipop notation
• Enum: compartment rect with <<enumeration>> stereotype, values in bottom
• Layout: parent classes top, children below; interfaces to the left/right of implementors
• ViewBox: 0 0 960 600 standard; 0 0 960 800 for deep hierarchies

Use Case Diagram (UML)

System functionality from user perspective.

• Actor: stick figure (circle head + body line) placed outside system boundary
  • Label below figure, 13-14px
  • Primary actors on left, secondary/supporting on right
• Use case: ellipse with label centered inside, min 140×60px
  • Keep names verb phrases: "Create Order", "Process Payment"
• System boundary: large rect with dashed border + system name in top-left
• Relationships:
  • Include: dashed arrow <<include>> from base to included use case
  • Extend: dashed arrow <<extend>> from extension to base use case
  • Generalization: solid line + hollow triangle (specialized → general)
• Layout: system boundary centered, actors outside, use cases inside
• ViewBox: 0 0 960 600 standard

State Machine Diagram (UML)

Lifecycle states and transitions of an entity.

• State: rounded rect with state name, min 120×50px
  • Internal activities: small text entry/ action, exit/ action, do/ activity
  • Initial state: filled black circle (r=8), one outgoing arrow
  • Final state: filled circle (r=8) inside hollow circle (r=12)
  • Choice: small hollow diamond, guard labels on outgoing arrows [condition]
• Transition: arrow with optional label event [guard] / action
  • Guard conditions in square brackets
  • Actions after /
• Composite/nested state: larger rect containing sub-states, with name tab
• Fork/join: thick horizontal or vertical black bar (synchronization)
• Layout: initial state top-left, final state bottom-right, flow top-to-bottom
• ViewBox: 0 0 960 600 standard

ER Diagram (Entity-Relationship)

Database schema and data relationships.

• Entity: rect with entity name in header (bold), attributes below
  • Primary key attribute: underlined
  • Foreign key: italic or marked with (FK)
  • Min width: 160px; attribute font-size: 12px
• Relationship: diamond shape on connecting line
  • Label inside diamond: "has", "belongs to", "enrolls in"
  • Cardinality labels near entity: 1, N, 0..1, 0..*, 1..*
• Weak entity: double-bordered rect with double diamond relationship
• Associative entity: diamond + rect hybrid (rect with diamond inside)
• Line style: solid for identifying relationships, dashed for non-identifying
• Layout: entities in 2-3 rows, relationships between related entities
• ViewBox: 0 0 960 600 standard; wider 0 0 1200 600 for many entities

Network Topology

Physical or logical network infrastructure.

• Devices: icon-like rects or rounded rects
  • Router: circle with cross arrows
  • Switch: rect with arrow grid
  • Server: stacked rect (rack icon)
  • Firewall: brick-pattern rect or shield shape
  • Load Balancer: horizontal split rect with arrows
  • Cloud: cloud path (overlapping arcs)
• Connections: lines between device centers
  • Ethernet/wired: solid line, label bandwidth
  • Wireless: dashed line with WiFi symbol
  • VPN: dashed line with lock icon
• Subnets/Zones: dashed rect containers with zone label (DMZ, Internal, External)
• Labels: device hostname + IP below, 12-13px
• Layout: tiered top-to-bottom (Internet → Edge → Core → Access → Endpoints)
• ViewBox: 0 0 960 600 standard

UML Coverage Map

Full mapping of UML 14 diagram types to supported diagram types:

UML Diagram	Supported As	Notes
Class	Class Diagram	Full UML notation
Component	Architecture Diagram	Use colored fills per component type
Deployment	Architecture Diagram	Add node/instance labels
Package	Architecture Diagram	Use dashed grouping containers
Composite Structure	Architecture Diagram	Nested rects within components
Object	Class Diagram	Instance boxes with underlined name
Use Case	Use Case Diagram	Full actor/ellipse/relationship
Activity	Flowchart / Process Flow	Add fork/join bars
State Machine	State Machine Diagram	Full UML notation
Sequence	Sequence Diagram	Add alt/opt/loop frames
Communication	—	Approximate with Sequence (swap axes)
Timing	Timeline	Adapt time axis
Interaction Overview	Flowchart	Combine activity + sequence fragments
ER Diagram	ER Diagram	Chen/Crow's foot notation

Shape Vocabulary

Map semantic concepts to consistent shapes across all diagram types:

Concept	Shape	Notes
User / Human	Circle + body path	Stick figure or avatar
LLM / Model	Rounded rect with brain/spark icon or gradient fill	Use accent color
Agent / Orchestrator	Hexagon or rounded rect with double border	Signals "active controller"
Memory (short-term)	Rounded rect, dashed border	Ephemeral = dashed
Memory (long-term)	Cylinder (database shape)	Persistent = solid cylinder
Vector Store	Cylinder with grid lines inside	Add 3 horizontal lines
Graph DB	Circle cluster (3 overlapping circles)
Tool / Function	Gear-like rect or rect with wrench icon
API / Gateway	Hexagon (single border)
Queue / Stream	Horizontal tube (pipe shape)
File / Document	Folded-corner rect
Browser / UI	Rect with 3-dot titlebar
Decision	Diamond	Flowcharts only
Process / Step	Rounded rect	Standard box
External Service	Rect with cloud icon or dashed border
Data / Artifact	Parallelogram	I/O in flowcharts

Arrow Semantics

Always assign arrow meaning, not just color:

Flow Type	Color	Stroke	Dash	Meaning
Primary data flow	blue #2563eb	2px solid	none	Main request/response path
Control / trigger	orange #ea580c	1.5px solid	none	One system triggering another
Memory read	green #059669	1.5px solid	none	Retrieval from store
Memory write	green #059669	1.5px	5,3	Write/store operation
Async / event	gray #6b7280	1.5px	4,2	Non-blocking, event-driven
Embedding / transform	purple #7c3aed	1px solid	none	Data transformation
Feedback / loop	purple #7c3aed	1.5px curved	none	Iterative reasoning loop

Always include a legend when 2+ arrow types are used.

Layout Rules & Validation

Spacing:

• Same-layer nodes: 80px horizontal, 120px vertical between layers
• Canvas margins: 40px minimum, 60px between node edges
• Snap to 8px grid: horizontal 120px intervals, vertical 120px intervals

Arrow Labels (CRITICAL):

• MUST have background rect: <rect fill="canvas_bg" opacity="0.95"/> with 4px horizontal, 2px vertical padding
• Place mid-arrow, ≤3 words, stagger by 15-20px when multiple arrows converge
• Maintain 10px safety distance from nodes

Arrow Routing:

• Prefer orthogonal (L-shaped) paths to minimize crossings
• Anchor arrows on component edges, not geometric centers
• Route around dense node clusters, use different y-offsets for parallel arrows
• Jump-over arcs (5px radius) for unavoidable crossings

Line Overlap Prevention (CRITICAL - most common bug on Codex): When two arrows must cross each other, ALWAYS use jump-over arcs to prevent visual overlap:

• Crossing horizontal arrows: add a small semicircle arc (radius 5px, stroke same color as arrow, fill none) that "jumps over" the other line
• SVG pattern for jump-over: use a white/matching-background arc on the lower layer, then draw the upper arc on top
• Multiple crossings: stagger arc radii (5px, 7px, 9px) so arcs don't overlap each other
• Never let two arrows' straight-line segments cross without a jump-over arc

Validation Checklist (run before finalizing):

1. Arrow-Component Collision: Arrows MUST NOT pass through component interiors (route around with orthogonal paths)
2. Text Overflow: All text MUST fit with 8px padding (estimate: text.length × 7px ≤ shape_width - 16px)
3. Arrow-Text Alignment: Arrow endpoints MUST connect to shape edges (not floating); all arrow labels MUST have background rects
4. Container Discipline: Prefer arrows entering and leaving section containers through open gaps between components, not through inner component bodies

SVG Technical Rules

• ViewBox: 0 0 960 600 default; 0 0 960 800 tall; 0 0 1200 600 wide
• Fonts: embed via <style>font-family: ...</style> — no external @import (breaks rsvg-convert)
• <defs>: arrow markers, gradients, filters, clip paths
• Text: minimum 12px, prefer 13-14px labels, 11px sub-labels, 16-18px titles
• All arrows: <marker> with markerEnd, sized markerWidth="10" markerHeight="7"
• Drop shadows: <feDropShadow> in <filter>, apply sparingly (key nodes only)
• Curved paths: use M x1,y1 C cx1,cy1 cx2,cy2 x2,y2 cubic bezier for loops/feedback arrows
• Clip content: use <clipPath> if text might overflow a node box

SVG Generation & Error Prevention

MANDATORY: Python List Method (ALWAYS use this):

python3 << 'EOF'
lines = []
lines.append('<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 960 700">')
lines.append('  <defs>')
# ... each line separately
lines.append('</svg>')

with open('/path/to/output.svg', 'w') as f:
    f.write('\n'.join(lines))
print("SVG generated successfully")
EOF

Why mandatory: Prevents character truncation, typos, and syntax errors. Each line is independent and easy to verify.

Pre-Tool-Call Checklist (CRITICAL - use EVERY time):

1. ✅ Can I write out the COMPLETE command/content right now?
2. ✅ Do I have ALL required parameters ready?
3. ✅ Have I checked for syntax errors in my prepared content?

If ANY answer is NO: STOP. Do NOT call the tool. Prepare the content first.

Error Recovery Protocol:

• First error: Analyze root cause, apply targeted fix
• Second error: Switch method entirely (Python list → chunked generation)
• Third error: STOP and report to user - do NOT loop endlessly
• Never: Retry the same failing command or call tools with empty parameters

Validation (run after generation):

rsvg-convert file.svg -o /tmp/test.png 2>&1 && echo "✓ Valid" && rm /tmp/test.png

If using generate-from-template.py:

• Prefer source / target node ids in arrow JSON so the generator can snap to node edges
• Keep x1,y1,x2,y2 as hints or fallback coordinates, not the main routing primitive
• Let the generator choose orthogonal routes; avoid hardcoding center-to-center straight lines unless the path is guaranteed clear

Common Syntax Errors to Avoid:

• ❌ yt-anchor → ✅ y="60" text-anchor="middle"
• ❌ x="390 (missing y) → ✅ x="390" y="250"
• ❌ fill=#fff → ✅ fill="#ffffff"
• ❌ marker-end= → ✅ marker-end="url(#arrow)"
• ❌ L 29450 → ✅ L 290,220
• ❌ Missing </svg> at end

Output

• Default: ./[derived-name].svg and ./[derived-name].png in current directory
• Custom: user specifies path with --output /path/ or 输出到 /path/
• PNG export: rsvg-convert -w 1920 file.svg -o file.png (1920px = 2x retina)

Styles

#	Name	Background	Best For
1	Flat Icon (default)	White	Blogs, docs, presentations
2	Dark Terminal	#0f0f1a	GitHub, dev articles
3	Blueprint	#0a1628	Architecture docs
4	Notion Clean	White, minimal	Notionnce
5	Glassmorphism	Dark gradient	Product sites, keynotes
6	Claude Official	Warm cream #f8f6f3	Anthropic-style diagrams
7	OpenAI Official	Pure white #ffffff	OpenAI-style diagrams

Load references/style-N.md for exact color tokens and SVG patterns.

Style Selection

Default: Style 1 (Flat Icon) for most diagrams. Load references/style-diagram-matrix.md for detailed style-to-diagram-type recommendations.

These patterns appear frequently — internalize them:

RAG Pipeline: Query → Embed → VectorSearch → Retrieve → Augment → LLM → Response Agentic RAG: adds Agent loop with Tool use between Query and LLM Agentic Search: Query → Planner → [Search Tool / Calculator / Code] → Synthesizer → Response Mem0 / Memory Layer: Input → Memory Manager → [Write: VectorDB + GraphDB] / [Read: Retrieve+Rank] → Context Agent Memory Types: Sensory (raw input) → Working (context window) → Episodic (past interactions) → Semantic (facts) → Procedural (skills) Multi-Agent: Orchestrator → [SubAgent A / SubAgent B / SubAgent C] → Aggregator → Output Tool Call Flow: LLM → Tool Selector → Tool Execution → Result Parser → LLM (loop)

NFL Project Diagram Templates

When generating diagrams for this project, use these domain-specific patterns:

Medallion Pipeline (Architecture Diagram):

• Layer 1 (top): nfl-data-py, Sleeper API, FinnedAI Odds, CFBD API — label "Data Sources"
• Layer 2: Bronze (nfl-raw) — 16 data types, Parquet files — label "Bronze (Raw)"
• Layer 3: Silver (nfl-refined) — 14 paths: player/team/market analytics — label "Silver (Refined)"
• Layer 4: Gold (nfl-trusted) — fantasy projections + game predictions — label "Gold (Trusted)"
• Layer 5 (bottom): Website (Vercel), Draft Tool, AI Advisor — label "Consumers"
• Arrows: data flow top-to-bottom, blue for primary, dashed for optional (Neo4j)

Projection Pipeline (Data Flow):

• Historical Data → Rolling Averages (roll3/roll6/std) → Usage Multiplier → Matchup Adjustment → Vegas Multiplier → Heuristic Projection
• Branch: Heuristic → Residual Model (Ridge/XGB) → Hybrid Projection (WR/TE only)
• Output: projected_points, floor, ceiling, injury_adjusted

ML Ensemble (Architecture):

• Feature Engineering (310+ cols) → SHAP Selection (120 features) → [XGBoost | LightGBM | CatBoost | Ridge] → Stacking Meta-Learner → Prediction
• Side input: Walk-Forward CV for validation

Website Architecture (Architecture):

• Frontend (Vercel/Next.js) → API Routes → FastAPI Backend (Railway) → [S3 Parquet | Local Data]
• Frontend components: Projections, Predictions, Draft Board, Player Detail, News, Lineups, AI Advisor
• AI Advisor: Gemini 2.5 Flash → 12 tools → FastAPI endpoints

Integration

Output diagrams to docs/diagrams/ for project documentation. Reference existing architecture docs at docs/ARCHITECTURE.md for accuracy.