diff --git a/README.md b/README.md
index 014c8d7..020bcf2 100644
--- a/README.md
+++ b/README.md
@@ -19,7 +19,7 @@ in an audit log.
 | Scoring | Configurable score aggregation and level propagation across observable and Finding links |
 | Composition | Deterministic merging, shared context for parallel tasks, and investigation comparison |
 | Serialization | Versioned JSON schema, JSON/Markdown export, migration from v5, and generated TypeScript types |
-| Tooling | CLI inspection, statistics, IOC extraction, Rich output, and optional graph visualization |
+| Tooling | CLI inspection, statistics, IOC extraction, and Rich output |
 
 Cyvest 6 uses a strict `schema_version: "6.0.0"`. Existing v5 integrations
 should follow the [migration guide](docs/migration-v5-to-v6.md).
@@ -41,11 +41,8 @@ uv pip install -e .
 pip install -e .
 ```
 
-The optional visualization dependencies are available with:
-
-```bash
-pip install -e ".[visualization]"
-```
+Graph visualization is provided by the `@cyvest/cyvest-vis` React package, see
+[docs/js-packages.md](docs/js-packages.md).
 
 ## Quick Start
 
@@ -538,7 +535,7 @@ See the `examples/` directory for complete examples:
 - **02_urls_and_ips.py**: Network investigation with URLs and IPs
 - **03_merge_demo.py**: Multi-process investigation merging
 - **04_email.py**: Multi-threaded investigation with SharedInvestigationContext
-- **05_visualization.py**: Interactive HTML visualization showcasing scores, levels, and relationship flows
+- **05_graph_dataset.py**: Rich investigation exported as JSON for the `@cyvest/cyvest-vis` graph renderer
 - **06_compare_investigations.py**: Compare investigations with tolerance rules and visual diff output
 
 Run an example:
@@ -546,7 +543,7 @@ Run an example:
 ```bash
 python examples/01_email_basic.py
 python examples/04_email.py
-python examples/05_visualization.py
+python examples/05_graph_dataset.py
 ```
 
 ## CLI Usage
@@ -572,9 +569,6 @@ cyvest merge inv1.json inv2.json -o merged.json --stats
 # Merge and display rich summary
 cyvest merge inv1.json inv2.json -o merged.json -f rich --stats
 
-# Generate an interactive visualization (requires visualization extra)
-cyvest visualize investigation.json --min-level SUSPICIOUS --group-by-type
-
 # Extract observables (IOCs) from text
 echo "Check IP 192.168.1.1 and https://evil.com" | cyvest extract
 cyvest extract report.txt -t url -t ip -o iocs.txt
diff --git a/docs/getting-started/installation.md b/docs/getting-started/installation.md
index 16a1f2d..94fa4af 100644
--- a/docs/getting-started/installation.md
+++ b/docs/getting-started/installation.md
@@ -77,7 +77,7 @@ When dependencies change upstream, re-run `uv sync --all-extras` (or `pip instal
 ## Optional Integrations
 
 - `mkdocs` + `mkdocs-material` for local docs previews (`mkdocs serve`)
-- `pyvis` via `pip install "cyvest[visualization]"` for the interactive network graph CLI
+- `@cyvest/cyvest-vis` for interactive graph rendering, see [JS packages](../js-packages.md)
 - Any asyncio, queue, or orchestration library—Cyvest stays synchronous but interoperates through shared context managers
 
 ---
diff --git a/examples/04_email.py b/examples/04_email.py
index eb4e7f2..86b1b9d 100644
--- a/examples/04_email.py
+++ b/examples/04_email.py
@@ -218,9 +218,7 @@ def run(self, cy: Cyvest) -> None:
         cy.enrichment_create("receiver", {"receiver": ["ok"]}, context="from splunk")
         receiver = cy.observable(cy.OBS.EMAIL, "user@company.com")
         cy.root().relate_to(receiver, cy.REL.EXTRACTION)
-        cy.finding("receiver", "description", "> receiver").with_score(0.1).link_observable(receiver).tagged(
-            "emails"
-        )
+        cy.finding("receiver", "description", "> receiver").with_score(0.1).link_observable(receiver).tagged("emails")
 
         logger.info("Email receiver analysis complete")
 
@@ -364,9 +362,7 @@ def run(self, cy: Cyvest) -> None:
 
             # Build file observable with hash observables
             file_obs = cy.observable(cy.OBS.FILE, filename)
-            hash_obs = cy.observable(cy.OBS.HASH, f"MD5:{md5_hash}").with_ti(
-                "VT", score, "MD5 hash analysis"
-            )
+            hash_obs = cy.observable(cy.OBS.HASH, f"MD5:{md5_hash}").with_ti("VT", score, "MD5 hash analysis")
             cy.root().relate_to(file_obs, cy.REL.EXTRACTION)
             hash_obs.relate_to(file_obs, cy.REL.EXTRACTION, direction=cy.DIR.INBOUND)
 
@@ -492,7 +488,6 @@ def run(self, cy: Cyvest) -> None:
 @click.command()
 @click_logger_params
 @click.option("-w", "--workers", type=int, default=1)
-@click.option("--browser", "browser", is_flag=True, default=False)
 @click.option("--stats", "stats", is_flag=True, default=False)
 @click.option("--audit", "audit", is_flag=True, default=False)
 @click.option(
@@ -503,7 +498,7 @@ def run(self, cy: Cyvest) -> None:
     help="Exclude audit log from JSON output for deterministic output",
 )
 @click.option("-o", "--output", type=click.Path(dir_okay=False, path_type=Path), default=None)
-def main(workers, browser, stats, audit, no_audit_log, output):
+def main(workers, stats, audit, no_audit_log, output):
     """Main execution demonstrating multi-threaded investigation."""
 
     # Prepare input data
@@ -561,7 +556,6 @@ def main(workers, browser, stats, audit, no_audit_log, output):
     cy.display_summary(show_audit_log=audit)
     if stats:
         cy.display_statistics()
-    cy.display_network(open_browser=browser)
 
     if output is not None:
         logger.info("[bold cyan]Generating json...[/bold cyan]")
diff --git a/examples/05_visualization.py b/examples/05_graph_dataset.py
similarity index 86%
rename from examples/05_visualization.py
rename to examples/05_graph_dataset.py
index 0c1f120..50391dc 100644
--- a/examples/05_visualization.py
+++ b/examples/05_graph_dataset.py
@@ -1,15 +1,9 @@
 """
-Example: Network Visualization with Pyvis
+Example: Graph dataset for the @cyvest/cyvest-vis renderer
 
-This example demonstrates the network visualization feature that generates
-an interactive HTML graph showing observables and their relationships.
-
-The visualization uses the Rich color scheme:
-- Nodes are colored by security level (red=malicious, yellow=suspicious, green=safe, etc.)
-- Node sizes are based on scores (higher scores = larger nodes)
-- Node shapes represent observable types (diamonds=domains, dots=IPs, boxes=URLs, etc.)
-- Edges are colored by relationship direction (blue=outbound, pink=inbound, purple=bidirectional)
-- Edge labels show the relationship type
+Builds a rich investigation covering scores, levels, and relationship flows, then
+exports it as JSON. Feed the resulting file to the `@cyvest/cyvest-vis` React
+component to explore the graph interactively.
 """
 
 import tempfile
@@ -169,11 +163,6 @@ def main(no_audit_log: bool = False, output: Path | None = None) -> None:
     size_kb = Path(json_path).stat().st_size / 1024
     logger.info("[green]✓ Full json saved to: %s (%.2f KB)[/green]", json_path, size_kb)
 
-    # Generate and open network visualization
-    logger.info("[bold cyan]Generating Network Visualization...[/bold cyan]")
-    html_path = cv.display_network(open_browser=False)
-    logger.info(f"[green]✓ Full html visualization saved to: {html_path}[/green]")
-
     # Example: Export to markdown (with optional sections)
     logger.info("[bold cyan]Exporting to Markdown...[/bold cyan]")
     # Export with tags and enrichments included
diff --git a/js/packages/cyvest-app/package.json b/js/packages/cyvest-app/package.json
index 08f2ca9..95c8def 100644
--- a/js/packages/cyvest-app/package.json
+++ b/js/packages/cyvest-app/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@cyvest/cyvest-app",
-  "version": "6.2.0",
+  "version": "7.0.0",
   "private": true,
   "scripts": {
     "dev": "vite",
diff --git a/js/packages/cyvest-app/src/investigations/cyvest_email.json b/js/packages/cyvest-app/src/investigations/cyvest_email.json
index 85f41fd..1eaab1d 100644
--- a/js/packages/cyvest-app/src/investigations/cyvest_email.json
+++ b/js/packages/cyvest-app/src/investigations/cyvest_email.json
@@ -916,4 +916,4 @@
     "score_mode_obs": "max"
   },
   "score_display": "36.10"
-}
\ No newline at end of file
+}
diff --git a/js/packages/cyvest-app/src/investigations/cyvest_visual.json b/js/packages/cyvest-app/src/investigations/cyvest_visual.json
index aa157bf..376a7ee 100644
--- a/js/packages/cyvest-app/src/investigations/cyvest_visual.json
+++ b/js/packages/cyvest-app/src/investigations/cyvest_visual.json
@@ -754,4 +754,4 @@
     "score_mode_obs": "max"
   },
   "score_display": "37.50"
-}
\ No newline at end of file
+}
diff --git a/js/packages/cyvest-js/package.json b/js/packages/cyvest-js/package.json
index e1df85b..7057433 100644
--- a/js/packages/cyvest-js/package.json
+++ b/js/packages/cyvest-js/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@cyvest/cyvest-js",
-  "version": "6.2.0",
+  "version": "7.0.0",
   "type": "module",
   "files": [
     "dist"
diff --git a/js/packages/cyvest-vis/package.json b/js/packages/cyvest-vis/package.json
index 4b1bac8..6b06345 100644
--- a/js/packages/cyvest-vis/package.json
+++ b/js/packages/cyvest-vis/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@cyvest/cyvest-vis",
-  "version": "6.2.0",
+  "version": "7.0.0",
   "type": "module",
   "files": [
     "dist"
diff --git a/pyproject.toml b/pyproject.toml
index 6b7f2a6..9ab5b56 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "cyvest"
-version = "6.2.0"
+version = "7.0.0"
 description = "Cybersecurity investigation model"
 readme = {file = "README.md", content-type = "text/markdown"}
 requires-python = ">=3.10"
@@ -57,9 +57,6 @@ docs = [
     "pymdown-extensions>=10.11",
 ]
 
-[project.optional-dependencies]
-visualization = ["pyvis>=0.3.2"]
-
 [tool.ruff]
 target-version = "py310"
 line-length = 120
diff --git a/scripts/generate.sh b/scripts/generate.sh
index 585fc7d..47304f9 100755
--- a/scripts/generate.sh
+++ b/scripts/generate.sh
@@ -4,6 +4,6 @@
 uv run cyvest schema -o ./schema/cyvest.schema.json
 pnpm -C js/packages/cyvest-js run generate:types
 uv run examples/04_email.py --no-audit-log -o ./js/packages/cyvest-app/src/investigations/cyvest_email.json
-uv run examples/05_visualization.py --no-audit-log -o ./js/packages/cyvest-app/src/investigations/cyvest_visual.json
+uv run examples/05_graph_dataset.py --no-audit-log -o ./js/packages/cyvest-app/src/investigations/cyvest_visual.json
 pnpm -C js run build
 pnpm -C js run test:ci
diff --git a/src/cyvest/__init__.py b/src/cyvest/__init__.py
index 2b04d2c..6bb7ad1 100644
--- a/src/cyvest/__init__.py
+++ b/src/cyvest/__init__.py
@@ -31,7 +31,7 @@
 from cyvest.proxies import EnrichmentProxy, EvidenceProxy, FindingProxy, ObservableProxy, TagProxy, ThreatIntelProxy
 from cyvest.resolvers import ObservableResolution, ObservableResolver
 
-__version__ = "6.2.0"
+__version__ = "7.0.0"
 
 __all__ = [
     # Core class
diff --git a/src/cyvest/cli.py b/src/cyvest/cli.py
index 97758b3..acc347b 100644
--- a/src/cyvest/cli.py
+++ b/src/cyvest/cli.py
@@ -30,7 +30,6 @@
 from cyvest.io_rich import display_diff, display_finding_query, display_observable_query, display_threat_intel_query
 from cyvest.io_schema import get_investigation_schema
 from cyvest.io_serialization import load_investigation_json, migrate_v5_to_v6
-from cyvest.io_visualization import VisualizationDependencyMissingError
 from cyvest.keys import parse_key_type
 from cyvest.model_enums import ObservableType
 
@@ -282,116 +281,6 @@ def migrate(input: Path, output: Path) -> None:
     logger.info(f"[green]Migrated investigation written to: {output_path}[/green]")
 
 
-@cli.command()
-@click.argument("input", type=click.Path(exists=True, dir_okay=False, path_type=Path))
-@click.option(
-    "--output-dir",
-    type=click.Path(file_okay=False, path_type=Path),
-    help="Directory to save HTML file (defaults to temporary directory).",
-)
-@click.option(
-    "--no-browser",
-    is_flag=True,
-    help="Do not automatically open the visualization in a browser.",
-)
-@click.option(
-    "--min-level",
-    type=click.Choice(["TRUSTED", "INFO", "SAFE", "NOTABLE", "SUSPICIOUS", "MALICIOUS"], case_sensitive=False),
-    help="Minimum security level to include in the visualization.",
-)
-@click.option(
-    "--types",
-    help="Comma-separated list of observable types to include (e.g., 'ipv4,domain,url').",
-)
-@click.option(
-    "--title",
-    default="Cyvest Investigation Network",
-    show_default=True,
-    help="Title for the network graph.",
-)
-@click.option(
-    "--physics",
-    is_flag=True,
-    help="Enable physics simulation for organic layout (default: static layout).",
-)
-@click.option(
-    "--group-by-type",
-    is_flag=True,
-    help="Group observables by type using hierarchical layout.",
-)
-def visualize(
-    input: Path,
-    output_dir: Path | None,
-    no_browser: bool,
-    min_level: str | None,
-    types: str | None,
-    title: str,
-    physics: bool,
-    group_by_type: bool,
-) -> None:
-    """
-    Generate an interactive network graph visualization of an investigation.
-
-    This command creates an HTML file with a pyvis network graph showing
-    observables as nodes (colored by level, sized by score, shaped by type)
-    and relationships as edges (colored by direction, labeled by type).
-
-    The visualization is saved to a temporary directory by default, or to
-    the specified output directory. The HTML file automatically opens in
-    your default browser unless --no-browser is specified.
-    """
-    from cyvest.levels import Level
-    from cyvest.model_enums import ObservableType
-
-    cv = load_investigation_json(input)
-
-    # Parse min_level if provided
-    min_level_enum = None
-    if min_level is not None:
-        min_level_enum = Level[min_level.upper()]
-
-    # Parse observable types if provided
-    observable_types = None
-    if types is not None:
-        parsed_types: list[ObservableType] = []
-        for token in types.split(","):
-            token = token.strip()
-            if not token:
-                continue
-            try:
-                parsed_types.append(ObservableType(token.lower()))
-            except ValueError:
-                try:
-                    parsed_types.append(ObservableType[token.upper()])
-                except KeyError as exc:
-                    raise click.ClickException(f"Unknown observable type: {token}") from exc
-        observable_types = parsed_types or None
-
-    # Convert output_dir to string if provided
-    output_dir_str = str(output_dir.resolve()) if output_dir is not None else None
-
-    # Generate visualization
-    logger.info(f"[cyan]Generating network visualization for: {input}[/cyan]")
-
-    try:
-        html_path = cv.display_network(
-            output_dir=output_dir_str,
-            open_browser=not no_browser,
-            min_level=min_level_enum,
-            observable_types=observable_types,
-            title=title,
-            physics=physics,
-            group_by_type=group_by_type,
-        )
-    except VisualizationDependencyMissingError as exc:
-        raise click.ClickException(str(exc)) from exc
-
-    logger.info(f"[green]✓ Visualization saved to: {html_path}[/green]")
-
-    if not no_browser:
-        logger.info("[cyan]Opening visualization in browser...[/cyan]")
-
-
 @cli.command()
 @click.argument("actual", type=click.Path(exists=True, dir_okay=False, path_type=Path))
 @click.argument("expected", type=click.Path(exists=True, dir_okay=False, path_type=Path))
diff --git a/src/cyvest/cyvest.py b/src/cyvest/cyvest.py
index b4b8749..794377c 100644
--- a/src/cyvest/cyvest.py
+++ b/src/cyvest/cyvest.py
@@ -39,7 +39,6 @@
     save_investigation_markdown,
     serialize_investigation,
 )
-from cyvest.io_visualization import generate_network_graph
 from cyvest.levels import Level
 from cyvest.model import (
     Enrichment,
@@ -1676,55 +1675,6 @@ def rich_print(renderables: Any) -> None:
 
         display_threat_intel_query(self, ti_key, rich_print)
 
-    def display_network(
-        self,
-        output_dir: str | None = None,
-        open_browser: bool = True,
-        min_level: Level | None = None,
-        observable_types: list[ObservableType] | None = None,
-        physics: bool = True,
-        group_by_type: bool = False,
-        max_label_length: int = 60,
-        title: str = "Cyvest Investigation Network",
-    ) -> str:
-        """
-        Generate and display an interactive network graph visualization.
-
-        Creates an HTML file with a pyvis network graph showing observables as nodes
-        (colored by level, sized by score, shaped by type) and relationships as edges
-        (colored by direction, labeled by type).
-
-        Args:
-            output_dir: Directory to save HTML file (defaults to temp directory)
-            open_browser: Whether to automatically open the HTML file in a browser
-            min_level: Minimum security level to include (filters out lower levels)
-            observable_types: List of observable types to include (filters out others)
-            physics: Enable physics simulation for organic layout (default: False for static layout)
-            group_by_type: Group observables by type using hierarchical layout (default: False)
-            max_label_length: Maximum length for node labels before truncation (default: 60)
-            title: Title displayed in the generated HTML visualization
-
-        Returns:
-            Path to the generated HTML file
-
-        Examples:
-            >>> cv = Cyvest()
-            >>> # Create investigation with observables
-            >>> cv.display_network()
-            '/tmp/cyvest_12345/cyvest_network.html'
-        """
-        return generate_network_graph(
-            self,
-            output_dir=output_dir,
-            open_browser=open_browser,
-            min_level=min_level,
-            observable_types=observable_types,
-            physics=physics,
-            group_by_type=group_by_type,
-            max_label_length=max_label_length,
-            title=title,
-        )
-
     # Fluent helper entrypoints
 
     def taxonomy(self, *, level: Level, name: str, value: str) -> Taxonomy:
diff --git a/src/cyvest/io_visualization.py b/src/cyvest/io_visualization.py
deleted file mode 100644
index d3e005d..0000000
--- a/src/cyvest/io_visualization.py
+++ /dev/null
@@ -1,370 +0,0 @@
-"""
-Network graph visualization for Cyvest investigations using pyvis.
-
-Provides interactive HTML network visualization of observables and their relationships.
-"""
-
-from __future__ import annotations
-
-import tempfile
-import webbrowser
-from pathlib import Path
-from typing import TYPE_CHECKING
-
-from cyvest.levels import LEVEL_COLORS, Level
-from cyvest.model import ObservableType, RelationshipDirection, RelationshipType
-
-if TYPE_CHECKING:
-    from pyvis.network import Network
-
-    from cyvest.cyvest import Cyvest
-
-try:
-    from pyvis.network import Network  # type: ignore[assignment]
-
-    PYVIS_AVAILABLE = True
-except ImportError:  # pragma: no cover - optional dependency not installed
-    Network = None  # type: ignore[assignment]
-    PYVIS_AVAILABLE = False
-
-
-VISUALIZATION_INSTALL_HINT = (
-    "Network visualization requires the 'pyvis' optional dependency. "
-    'Install via `pip install "cyvest[visualization]"`.'
-)
-
-
-class VisualizationDependencyMissingError(RuntimeError):
-    """Raised when the optional visualization extra is not installed."""
-
-    def __init__(self) -> None:
-        super().__init__(VISUALIZATION_INSTALL_HINT)
-
-
-# Pyvis color mapping from Rich color names
-PYVIS_COLOR_MAP = {
-    "white": "#FFFFFF",
-    "green": "#00FF00",
-    "cyan": "#00FFFF",
-    "bright_green": "#90EE90",
-    "yellow": "#FFFF00",
-    "orange3": "#FFA500",
-    "red": "#FF0000",
-}
-
-# Observable type to shape mapping for visual distinction
-OBSERVABLE_SHAPES = {
-    ObservableType.IPV4: "dot",
-    ObservableType.IPV6: "dot",
-    ObservableType.DOMAIN: "diamond",
-    ObservableType.URL: "diamond",
-    ObservableType.EMAIL: "diamond",
-    ObservableType.HASH: "square",
-    ObservableType.FILE: "square",
-    ObservableType.ARTIFACT: "square",
-    ObservableType.HOST: "dot",
-    ObservableType.PROCESS: "dot",
-    ObservableType.USER: "diamond",
-    ObservableType.COMMAND_LINE: "box",
-    ObservableType.CLOUD_RESOURCE: "square",
-}
-
-
-def get_node_color(level: Level) -> str:
-    """
-    Get pyvis-compatible color for a security level.
-
-    Args:
-        level: Security level
-
-    Returns:
-        Hex color code for pyvis
-    """
-    rich_color = LEVEL_COLORS.get(level, "white")
-    return PYVIS_COLOR_MAP.get(rich_color, "#FFFFFF")
-
-
-def get_edge_color(direction: RelationshipDirection) -> str:
-    """
-    Get edge color based on relationship direction.
-
-    Args:
-        direction: Relationship direction
-
-    Returns:
-        Hex color code for edge
-    """
-    if direction == RelationshipDirection.OUTBOUND:
-        return "#4A90E2"  # Blue for outbound
-    elif direction == RelationshipDirection.INBOUND:
-        return "#E24A90"  # Pink for inbound
-    else:  # BIDIRECTIONAL
-        return "#9B59B6"  # Purple for bidirectional
-
-
-def get_edge_arrows(direction: RelationshipDirection) -> str:
-    """
-    Get arrow configuration for relationship direction.
-
-    Args:
-        direction: Relationship direction
-
-    Returns:
-        Arrow configuration string
-    """
-    if direction == RelationshipDirection.OUTBOUND:
-        return "to"
-    elif direction == RelationshipDirection.INBOUND:
-        return "from"
-    else:  # BIDIRECTIONAL
-        return "to;from"
-
-
-def truncate_middle(text: str, max_length: int) -> str:
-    """Truncate text in the middle with an ellipsis when exceeding ``max_length``.
-
-    Keeps both the start and end of the string visible for context while
-    respecting the provided length budget.
-    """
-    if max_length < 4 or len(text) <= max_length:
-        return text
-
-    reserved = max_length - 3
-    head = reserved // 2 + reserved % 2
-    tail = reserved - head
-
-    return f"{text[:head]}...{text[-tail:]}"
-
-
-def generate_network_graph(
-    cv: Cyvest,
-    output_dir: str | None = None,
-    open_browser: bool = True,
-    min_level: Level | None = None,
-    observable_types: list[ObservableType] | None = None,
-    physics: bool = True,
-    group_by_type: bool = False,
-    max_label_length: int = 60,
-    title: str = "Cyvest Investigation Network",
-) -> str:
-    """
-    Generate an interactive network graph visualization of observables and relationships.
-
-    Creates an HTML file with a pyvis network graph showing observables as nodes
-    (colored by level, sized by score, shaped by type) and relationships as edges
-    (colored by direction, labeled by type).
-
-    Args:
-        cv: Cyvest investigation to visualize
-        output_dir: Directory to save HTML file (defaults to temp directory)
-        open_browser: Whether to automatically open the HTML file in a browser
-        min_level: Minimum security level to include (filters out lower levels)
-        observable_types: List of observable types to include (filters out others)
-        physics: Enable physics simulation for organic layout (default: False for static layout)
-        group_by_type: Group observables by type using hierarchical layout (default: False)
-        max_label_length: Maximum length for node labels before truncation (default: 60)
-        title: Title displayed in the HTML visualization
-
-    Returns:
-        Path to the generated HTML file
-
-    Examples:
-        >>> from cyvest import Cyvest
-        >>> from cyvest.io_visualization import generate_network_graph
-        >>> cv = Cyvest()
-        >>> # Create investigation with observables
-        >>> generate_network_graph(cv)
-        '/tmp/cyvest_network_12345.html'
-    """
-    if not PYVIS_AVAILABLE or Network is None:  # pragma: no branch - both change together
-        raise VisualizationDependencyMissingError()
-
-    normalized_min_level = min_level
-
-    # Create pyvis network with physics enabled for organic layout
-    net = Network(
-        height="800px",
-        width="100%",
-        bgcolor="#FFFFFF",
-        font_color="#1E1E1E",
-        directed=True,
-    )
-    net.heading = title
-
-    # Configure physics and interaction options
-    physics_enabled = "true" if physics else "false"
-
-    # Build layout configuration
-    if group_by_type:
-        layout_config = """
-            "layout": {
-                "hierarchical": {
-                    "enabled": true,
-                    "direction": "UD",
-                    "sortMethod": "directed",
-                    "levelSeparation": 200,
-                    "nodeSpacing": 150,
-                    "treeSpacing": 200
-                }
-            },"""
-    else:
-        layout_config = ""
-
-    net.set_options(
-        f"""
-    {{
-        {layout_config}
-        "physics": {{
-            "enabled": {physics_enabled},
-            "stabilization": {{
-                "enabled": true,
-                "iterations": 200
-            }},
-            "barnesHut": {{
-                "gravitationalConstant": -8000,
-                "centralGravity": 0.3,
-                "springLength": 95,
-                "springConstant": 0.04,
-                "damping": 0.09,
-                "avoidOverlap": 0.1
-            }}
-        }},
-        "interaction": {{
-            "navigationButtons": false,
-            "keyboard": true
-        }}
-    }}
-    """
-    )
-
-    # Get all observables
-    observables = cv.observable_get_all()
-
-    # Filter observables based on criteria
-    filtered_observables = {}
-    for key, obs in observables.items():
-        # Filter by minimum level
-        if normalized_min_level is not None and obs.level < normalized_min_level:
-            continue
-
-        # Filter by observable types
-        if observable_types is not None and obs.obs_type not in observable_types:
-            continue
-
-        filtered_observables[key] = obs
-
-    # Get root observable key for special positioning
-    root_key = cv.observable_get_root().key if cv.observable_get_root() else None
-
-    # Add nodes for each observable
-    for key, obs in filtered_observables.items():
-        # Get color based on level
-        color = get_node_color(obs.level)
-
-        # Get shape based on observable type
-        shape = OBSERVABLE_SHAPES.get(obs.obs_type, "dot")
-
-        # Build label with type, value, and level
-        obs_type_str = obs.obs_type.value if isinstance(obs.obs_type, ObservableType) else str(obs.obs_type)
-        obs_value = f"{obs.value}"
-        label = truncate_middle(obs_value, max_label_length)
-
-        # Build title (hover text) with detailed info
-        title_parts = [
-            f"Type: {obs_type_str}",
-            f"Value: {obs.value}",
-            f"Level: {obs.level.name}",
-            f"Score: {obs.score_display}",
-            f"Key: {key}",
-        ]
-        if obs.subtype:
-            subtype = obs.subtype.value if hasattr(obs.subtype, "value") else obs.subtype
-            title_parts.append(f"Subtype: {subtype}")
-        if obs.namespace:
-            title_parts.append(f"Namespace: {obs.namespace}")
-
-        if obs.internal:
-            title_parts.append("Internal: Yes")
-        if obs.whitelisted:
-            title_parts.append("Whitelisted: Yes")
-        if obs.threat_intels:
-            title_parts.append(f"Threat Intel Sources: {len(obs.threat_intels)}")
-        if obs.finding_links:
-            title_parts.append(f"Linked findings: {len(obs.finding_links)}")
-
-        title_text = "\n".join(title_parts)
-
-        # Prepare node options
-        node_options = {
-            "label": label,
-            "title": title_text,
-            "color": color,
-            "size": 10,
-            "shape": shape,
-            "font": {"size": 10, "color": "#FFFFFF"},
-        }
-
-        # Add group attribute for type-based grouping
-        if group_by_type:
-            node_options["group"] = (
-                obs.obs_type.value if isinstance(obs.obs_type, ObservableType) else str(obs.obs_type)
-            )
-
-        # Fix root node at center position if physics is disabled
-        if key == root_key and not physics:
-            node_options["label"] = "ROOT"
-            node_options["x"] = 0
-            node_options["y"] = 0
-            node_options["fixed"] = True
-            node_options["size"] = 20  # Make root node slightly larger
-
-        # Add node to network
-        net.add_node(key, **node_options)
-
-    # Add edges for relationships
-    for key, obs in filtered_observables.items():
-        for rel in obs.relationships:
-            # Only add edge if target is also in filtered observables
-            if rel.target_key not in filtered_observables:
-                continue
-
-            # Get edge properties based on direction
-            edge_color = get_edge_color(rel.direction)
-            arrows = get_edge_arrows(rel.direction)
-
-            # Build edge label
-            rel_type_str = (
-                rel.relationship_type.value
-                if isinstance(rel.relationship_type, RelationshipType)
-                else str(rel.relationship_type)
-            )
-            edge_label = rel_type_str
-
-            # Build edge title (hover text)
-            edge_title = f"{rel_type_str}\nDirection: {rel.direction.name}"
-
-            # Add edge to network
-            net.add_edge(
-                key,
-                rel.target_key,
-                label=edge_label,
-                title=edge_title,
-                color=edge_color,
-                arrows=arrows,
-                font={"size": 8},
-            )
-
-    # Determine output path
-    if output_dir is None:
-        output_dir = tempfile.mkdtemp(prefix="cyvest_")
-
-    output_path = Path(output_dir) / "cyvest_network.html"
-
-    # Save to HTML file
-    net.save_graph(str(output_path))
-
-    # Open in browser if requested
-    if open_browser:
-        webbrowser.open(f"file://{output_path.absolute()}")
-
-    return str(output_path)
diff --git a/tests/test_score_algorithm.py b/tests/test_score_algorithm.py
index a6fc360..9e7283e 100644
--- a/tests/test_score_algorithm.py
+++ b/tests/test_score_algorithm.py
@@ -1025,7 +1025,7 @@ def _build_shared_subtree(cv: Cyvest, reversed_branches: bool) -> tuple[Decimal,
     cv.observable_add_threat_intel(leaf.key, source="vt", score=Decimal("10.0"))
 
     cv.observable_add_relationship(shared.key, leaf.key, "pivot", Cyvest.DIR.OUTBOUND)
-    for branch in ([branch_b, branch_a] if reversed_branches else [branch_a, branch_b]):
+    for branch in [branch_b, branch_a] if reversed_branches else [branch_a, branch_b]:
         cv.observable_add_relationship(parent.key, branch.key, "extraction", Cyvest.DIR.OUTBOUND)
         cv.observable_add_relationship(branch.key, shared.key, "pivot", Cyvest.DIR.OUTBOUND)
 
diff --git a/uv.lock b/uv.lock
index 4c90746..6df4edf 100644
--- a/uv.lock
+++ b/uv.lock
@@ -16,15 +16,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" },
 ]
 
-[[package]]
-name = "asttokens"
-version = "3.0.1"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/be/a5/8e3f9b6771b0b408517c82d97aed8f2036509bc247d46114925e32fe33f0/asttokens-3.0.1.tar.gz", hash = "sha256:71a4ee5de0bde6a31d64f6b13f2293ac190344478f081c3d1bccfcf5eacb0cb7", size = 62308, upload-time = "2025-11-15T16:43:48.578Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/d2/39/e7eaf1799466a4aef85b6a4fe7bd175ad2b1c6345066aa33f1f58d4b18d0/asttokens-3.0.1-py3-none-any.whl", hash = "sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a", size = 27047, upload-time = "2025-11-15T16:43:16.109Z" },
-]
-
 [[package]]
 name = "attrs"
 version = "26.1.0"
@@ -305,7 +296,7 @@ toml = [
 
 [[package]]
 name = "cyvest"
-version = "6.2.0"
+version = "7.0.0"
 source = { editable = "." }
 dependencies = [
     { name = "click" },
@@ -315,11 +306,6 @@ dependencies = [
     { name = "typing-extensions" },
 ]
 
-[package.optional-dependencies]
-visualization = [
-    { name = "pyvis" },
-]
-
 [package.dev-dependencies]
 dev = [
     { name = "debugpy" },
@@ -340,11 +326,9 @@ requires-dist = [
     { name = "click", specifier = ">=8" },
     { name = "logurich", extras = ["click"], git = "https://github.com/PakitoSec/logurich.git?rev=e40c371f705459b58d9f57c0249a357aacd0b74e" },
     { name = "pydantic", specifier = ">=2.12.5" },
-    { name = "pyvis", marker = "extra == 'visualization'", specifier = ">=0.3.2" },
     { name = "rich", specifier = ">=13" },
     { name = "typing-extensions", specifier = ">=4.15" },
 ]
-provides-extras = ["visualization"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -390,15 +374,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/95/51/67e7cf11a53e40694f720457d5b3a1cdaaa3d5a9a633e482f225456b93ff/debugpy-1.8.21-py2.py3-none-any.whl", hash = "sha256:b1e37d333663c8851516a47364ef473da127f9caebe4417e6df6f5825a7e9a92", size = 5352888, upload-time = "2026-06-01T19:31:25.186Z" },
 ]
 
-[[package]]
-name = "decorator"
-version = "5.3.1"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/60/8b/32f9823da46cde7df2087faa08cd98d01b908f8dcab982cdba9c84e85355/decorator-5.3.1.tar.gz", hash = "sha256:4cbcdd55a6efadb9dbea26b858f4fb3264567b52d69ca0d25b721b553f60ea82", size = 58084, upload-time = "2026-05-18T06:03:28.057Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/05/7f/798705f5296a58ca505d600456748d1be48078eac8a7050d8a98bc9edb89/decorator-5.3.1-py3-none-any.whl", hash = "sha256:f47fe6fdbd2edd623ecfe36875d37aba411624e2670dd395dddae1358689bb3c", size = 10365, upload-time = "2026-05-18T06:03:26.517Z" },
-]
-
 [[package]]
 name = "distlib"
 version = "0.4.3"
@@ -420,15 +395,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/8a/0e/97c33bf5009bdbac74fd2beace167cab3f978feb69cc36f1ef79360d6c4e/exceptiongroup-1.3.1-py3-none-any.whl", hash = "sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598", size = 16740, upload-time = "2025-11-21T23:01:53.443Z" },
 ]
 
-[[package]]
-name = "executing"
-version = "2.2.1"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/cc/28/c14e053b6762b1044f34a13aab6859bbf40456d37d23aa286ac24cfd9a5d/executing-2.2.1.tar.gz", hash = "sha256:3632cc370565f6648cc328b32435bd120a1e4ebb20c77e3fdde9a13cd1e533c4", size = 1129488, upload-time = "2025-09-01T09:48:10.866Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl", hash = "sha256:760643d3452b4d777d295bb167ccc74c64a81df23fb5e08eff250c425a4b2017", size = 28317, upload-time = "2025-09-01T09:48:08.5Z" },
-]
-
 [[package]]
 name = "filelock"
 version = "3.29.4"
@@ -477,82 +443,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/cb/b1/3846dd7f199d53cb17f49cba7e651e9ce294d8497c8c150530ed11865bb8/iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12", size = 7484, upload-time = "2025-10-18T21:55:41.639Z" },
 ]
 
-[[package]]
-name = "ipython"
-version = "8.39.0"
-source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version < '3.11'",
-]
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-    { name = "colorama", marker = "sys_platform == 'win32'" },
-    { name = "decorator" },
-    { name = "exceptiongroup" },
-    { name = "jedi" },
-    { name = "matplotlib-inline" },
-    { name = "pexpect", marker = "sys_platform != 'emscripten' and sys_platform != 'win32'" },
-    { name = "prompt-toolkit" },
-    { name = "pygments" },
-    { name = "stack-data" },
-    { name = "traitlets" },
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-sdist = { url = "https://files.pythonhosted.org/packages/40/18/f8598d287006885e7136451fdea0755af4ebcbfe342836f24deefaed1164/ipython-8.39.0.tar.gz", hash = "sha256:4110ae96012c379b8b6db898a07e186c40a2a1ef5d57a7fa83166047d9da7624", size = 5513971, upload-time = "2026-03-27T10:02:13.94Z" }
-wheels = [
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-    { name = "decorator" },
-    { name = "ipython-pygments-lexers" },
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-    { name = "matplotlib-inline" },
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@@ -565,15 +455,6 @@ wheels = [
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@@ -721,18 +602,6 @@ wheels = [
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 name = "mdurl"
 version = "0.1.2"
@@ -820,31 +689,6 @@ wheels = [
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