AI Slop Code RIsk Monitor

yizhiyanhua-ai/fireworks-tech-graph

Generate production-quality SVG+PNG technical diagrams from natural language. 7 styles, UML support, and AI/Agent workflow patterns.

9.5 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for yizhiyanhua-ai/fireworks-tech-graph, a Python project with 11,658 GitHub stars. SynthScan examined 48,000 lines of code across 168 source files, recording 442 pattern matches distributed across 8 syntactic categories. The legacy adjusted pattern signal is 9.5 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

9.5
Adjusted Signal
9.5
Raw Pattern Score
100%
Time Factor
2026-09-05
Last Push
11.7K
Stars
Python
Language
48.0K
Lines of Code
168
Files
442
Pattern Hits
2026-10-12
Scan Date
0.02
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 31.9/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 372 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.3/100 · LOW

Are imports declared and package/API names verified? 50 finding(s).

Agent Over-Engineering Ratio 28.6/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 324 finding(s).

PR Review Velocity Impact 39.7/100 · MEDIUM

Which changes need focused human review? 442 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 4MEDIUM 12LOW 426

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 442 distinct pattern matches across 8 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers304 hits · 298 pts
SeverityFileLineSnippetContext
LOWtests/test_motion.py103def _orthogonal_edge_segments(svg: Path) -> list[tuple[float, float, float, float]]:CODE
LOWtests/test_motion.py155def _point_to_segment_distance(CODE
LOWtests/test_motion.py169def _component_is_on_edge_or_node_border(CODE
LOWtests/test_motion.py184def _decoded_rgba_compatibility(left: Path, right: Path, svg: Path) -> dict[str, object]:CODE
LOWtests/test_motion.py271 def assert_specialized_style_contract(CODE
LOWtests/test_motion.py349 def test_style_five_glass_task_capsule_contract_is_exact(self) -> None:CODE
LOWtests/test_motion.py382 def test_style_six_governance_policy_seal_contract_is_exact(self) -> None:CODE
LOWtests/test_motion.py405 def test_style_seven_api_token_train_contract_is_exact(self) -> None:CODE
LOWtests/test_motion.py427 def test_style_six_and_seven_feedback_legends_use_distinct_semantic_encodings(self) -> None:CODE
LOWtests/test_motion.py472 def test_style_eight_gem_circuit_contract_is_exact(self) -> None:CODE
LOWtests/test_motion.py499 def test_style_nine_review_cursor_contract_is_exact(self) -> None:CODE
LOWtests/test_motion.py521 def test_style_ten_active_active_cloud_flow_contract_is_exact(self) -> None:CODE
LOWtests/test_motion.py546 def test_style_eleven_event_transit_train_contract_is_exact(self) -> None:CODE
LOWtests/test_motion.py572 def test_style_twelve_ops_pulse_waterfall_contract_is_exact(self) -> None:CODE
LOWtests/test_motion.py601 def test_styles_ten_to_twelve_motion_metadata_preserves_static_geometry(self) -> None:CODE
LOWtests/test_motion.py631 def test_style_one_default_plan_matches_focused_gif_contract(self) -> None:CODE
LOWtests/test_motion.py655 def test_unsupported_style_reports_the_current_enabled_range(self) -> None:CODE
LOWtests/test_motion.py666 def test_style_two_default_plan_matches_terminal_evidence_trace_contract(self) -> None:CODE
LOWtests/test_motion.py701 def test_style_two_schedule_stream_colors_phases_directions_and_cursor_are_pinned(self) -> None:CODE
LOWtests/test_motion.py799 def test_style_three_blueprint_distribution_contract_is_pinned(self) -> None:CODE
LOWtests/test_motion.py898 def test_style_three_semantic_contract_is_not_byte_hash_locked(self) -> None:CODE
LOWtests/test_motion.py912 def test_style_four_notion_memory_card_handoff_contract_is_pinned(self) -> None:CODE
LOWtests/test_motion.py1025 def test_style_four_semantic_contract_is_not_byte_hash_locked(self) -> None:CODE
LOWtests/test_motion.py1035 def test_motion_grammar_uses_empty_draw_live_and_reset_phases(self) -> None:CODE
LOWtests/test_motion.py1059 def test_style_one_schedule_is_pinned_to_the_review_contract(self) -> None:CODE
LOWtests/test_motion.py1141 def test_fifty_five_frame_compatibility_timeline_keeps_the_approved_build_indices(self) -> None:CODE
LOWtests/test_motion.py1160 def test_seventy_five_frame_compatibility_keeps_the_approved_timing_contract(self) -> None:CODE
LOWtests/test_motion.py1182 def test_periodic_frame_hash_contract_reports_repeat_indices_and_rejects_bad_scope(self) -> None:CODE
LOWtests/test_motion.py1279 def test_worker_contains_all_twelve_per_style_scene_contracts(self) -> None:CODE
LOWtests/test_motion.py1390 'function addBlueprintDistributionWave(edge, entry)',CODE
LOWtests/test_motion.py1391 'function addNotionMemoryCardHandoff(edge, entry)',CODE
LOWtests/test_motion.py1481 def test_public_docs_describe_draw_on_then_live_operation(self) -> None:CODE
LOWtests/test_motion.py1532 def test_raw_worker_frames_preserve_styles_one_through_three_and_prove_style_four_notion_handoff(self) -> None:CODE
LOWtests/test_motion.py1786 def assert_half_scale_card_signature(CODE
LOWtests/test_motion.py2182 def test_worker_does_not_execute_a_renderer_module_from_the_current_directory(self) -> None:CODE
LOWtests/test_motion.py2215 def test_styles_five_through_twelve_real_chromium_contracts(self) -> None:CODE
LOWtests/test_motion.py2528 def test_only_generated_svg_inputs_are_accepted(self) -> None:CODE
LOWtests/test_motion.py2546 def test_explicit_motion_metadata_is_required(self) -> None:CODE
LOWtests/test_motion.py2558 def test_unknown_motion_roles_fail_closed(self) -> None:CODE
LOWtests/test_motion.py2572 def test_preset_cannot_be_applied_to_a_different_style(self) -> None:CODE
LOWtests/test_motion.py2579 def test_motion_budget_rejects_unsafe_settings(self) -> None:CODE
LOWtests/test_motion.py2600 def test_gif_output_and_report_paths_fail_closed(self) -> None:CODE
LOWtests/test_motion.py2616 def test_gif_dry_run_reports_single_delivery_contract(self) -> None:CODE
LOWtests/test_motion.py2629 def test_encoded_gif_probe_is_strict(self) -> None:CODE
LOWtests/test_motion.py2650 def test_gif_loop_extension_is_read_back_as_infinite(self) -> None:CODE
LOWtests/test_motion.py2670 def test_size_guidance_stays_within_gif_scope(self) -> None:CODE
LOWtests/test_motion.py2684 def test_render_timeout_preserves_existing_gif(self) -> None:CODE
LOWtests/test_motion.py2707 def test_render_failure_preserves_existing_gif(self) -> None:CODE
LOWtests/test_motion.py2731 def test_artifact_commit_rolls_back_gif_and_report_together(self) -> None:CODE
LOW⚡tests/test_diagram_ir.py40 def test_normalization_never_mutates_the_caller(self) -> None:CODE
LOW⚡tests/test_diagram_ir.py46 def test_duplicate_and_dangling_ids_are_rejected(self) -> None:CODE
LOW⚡tests/test_diagram_ir.py56 def test_container_ids_are_non_empty_and_globally_unique(self) -> None:CODE
LOWtests/test_diagram_ir.py75 def test_schema_mode_and_non_finite_values_are_rejected(self) -> None:CODE
LOWtests/test_diagram_ir.py86 def test_malformed_waypoint_is_rejected(self) -> None:CODE
LOW⚡tests/test_geometry_contracts.py47 def test_waypoint_inside_reserved_obstacle_is_rejected(self) -> None:CODE
LOW⚡tests/test_geometry_contracts.py57 def test_waypoint_outside_canvas_is_rejected(self) -> None:CODE
LOW⚡tests/test_geometry_contracts.py67 def test_existing_edge_is_avoided_when_a_clear_corridor_exists(self) -> None:CODE
LOW⚡tests/test_geometry_contracts.py346 def test_edge_edge_crossing_is_reported(self) -> None:CODE
LOW⚡tests/test_geometry_contracts.py355 def test_declared_jump_over_allows_an_unavoidable_crossing(self) -> None:CODE
LOW⚡tests/test_geometry_contracts.py365 def test_declared_jump_requires_a_bridge_mask(self) -> None:CODE
244 more matches not shown…
Deep Nesting60 hits · 54 pts
SeverityFileLineSnippetContext
LOWtools/check_project_consistency.py70CODE
LOWtools/check_project_consistency.py147CODE
LOWtools/distribution.py129CODE
LOWtools/distribution.py183CODE
LOWtests/test_motion.py103CODE
LOWtests/test_motion.py427CODE
LOWtests/test_motion.py601CODE
LOWtests/test_motion.py2215CODE
LOWtests/test_motion.py2310CODE
LOWtests/test_motion.py2528CODE
LOWtests/test_semantic_contracts.py168CODE
LOWtests/test_semantic_contracts.py266CODE
LOWscripts/semantic_contracts.py145CODE
LOWscripts/semantic_contracts.py425CODE
LOWscripts/validate_svg.py94CODE
LOWscripts/validate_svg.py343CODE
LOWscripts/validate_svg.py618CODE
LOWscripts/validate_svg.py809CODE
LOWscripts/generate-from-template.py796CODE
LOWscripts/generate-from-template.py892CODE
LOWscripts/generate-from-template.py1711CODE
LOWscripts/generate-from-template.py1816CODE
LOWscripts/generate-from-template.py2269CODE
LOWscripts/generate-from-template.py2460CODE
LOWscripts/interactive_html.py170CODE
LOWscripts/motion.py1064CODE
LOWscripts/motion.py1320CODE
LOWscripts/motion.py1599CODE
LOWscripts/motion.py1703CODE
LOWscripts/fireworks_geometry.py198CODE
LOWscripts/fireworks_geometry.py229CODE
LOWscripts/fireworks_geometry.py294CODE
LOWskills/fireworks-tech-graph/tests/test_motion.py103CODE
LOWskills/fireworks-tech-graph/tests/test_motion.py427CODE
LOWskills/fireworks-tech-graph/tests/test_motion.py601CODE
LOWskills/fireworks-tech-graph/tests/test_motion.py2215CODE
LOWskills/fireworks-tech-graph/tests/test_motion.py2310CODE
LOWskills/fireworks-tech-graph/tests/test_motion.py2528CODE
LOW…/fireworks-tech-graph/tests/test_semantic_contracts.py168CODE
LOW…/fireworks-tech-graph/tests/test_semantic_contracts.py266CODE
LOW…lls/fireworks-tech-graph/scripts/semantic_contracts.py145CODE
LOW…lls/fireworks-tech-graph/scripts/semantic_contracts.py425CODE
LOWskills/fireworks-tech-graph/scripts/validate_svg.py94CODE
LOWskills/fireworks-tech-graph/scripts/validate_svg.py343CODE
LOWskills/fireworks-tech-graph/scripts/validate_svg.py618CODE
LOWskills/fireworks-tech-graph/scripts/validate_svg.py809CODE
LOW…fireworks-tech-graph/scripts/generate-from-template.py796CODE
LOW…fireworks-tech-graph/scripts/generate-from-template.py892CODE
LOW…fireworks-tech-graph/scripts/generate-from-template.py1711CODE
LOW…fireworks-tech-graph/scripts/generate-from-template.py1816CODE
LOW…fireworks-tech-graph/scripts/generate-from-template.py2269CODE
LOW…fireworks-tech-graph/scripts/generate-from-template.py2460CODE
LOWskills/fireworks-tech-graph/scripts/interactive_html.py170CODE
LOWskills/fireworks-tech-graph/scripts/motion.py1064CODE
LOWskills/fireworks-tech-graph/scripts/motion.py1320CODE
LOWskills/fireworks-tech-graph/scripts/motion.py1599CODE
LOWskills/fireworks-tech-graph/scripts/motion.py1703CODE
LOW…lls/fireworks-tech-graph/scripts/fireworks_geometry.py198CODE
LOW…lls/fireworks-tech-graph/scripts/fireworks_geometry.py229CODE
LOW…lls/fireworks-tech-graph/scripts/fireworks_geometry.py294CODE
Unused Imports46 hits · 43 pts
SeverityFileLineSnippetContext
LOWtools/check_project_consistency.py4CODE
LOWtools/distribution.py4CODE
LOWtests/test_motion.py1CODE
LOWtests/test_diagram_ir.py1CODE
LOWtests/test_geometry_contracts.py1CODE
LOWtests/test_quality_upgrade.py2CODE
LOWtests/test_python_compatibility.py1CODE
LOWtests/test_validate_svg.py1CODE
LOWtests/test_interactive_html.py1CODE
LOWtests/test_skill_compatibility.py1CODE
LOWtests/test_semantic_contracts.py1CODE
LOWtests/test_cli.py1CODE
LOWscripts/semantic_contracts.py9CODE
LOWscripts/composition_quality.py10CODE
LOWscripts/validate_svg.py8CODE
LOWscripts/generate-from-template.py13CODE
LOWscripts/interactive_html.py4CODE
LOWscripts/motion.py4CODE
LOWscripts/fireworks.py4CODE
LOWscripts/style_quality.py2CODE
LOWscripts/png_export.py2CODE
LOWscripts/fireworks_geometry.py9CODE
LOWscripts/svg_canvas.py2CODE
LOWscripts/diagram_ir.py8CODE
LOWskills/fireworks-tech-graph/tests/test_motion.py1CODE
LOWskills/fireworks-tech-graph/tests/test_diagram_ir.py1CODE
LOW…/fireworks-tech-graph/tests/test_geometry_contracts.py1CODE
LOW…lls/fireworks-tech-graph/tests/test_quality_upgrade.py2CODE
LOW…ireworks-tech-graph/tests/test_python_compatibility.py1CODE
LOWskills/fireworks-tech-graph/tests/test_validate_svg.py1CODE
LOW…ls/fireworks-tech-graph/tests/test_interactive_html.py1CODE
LOW…fireworks-tech-graph/tests/test_skill_compatibility.py1CODE
LOW…/fireworks-tech-graph/tests/test_semantic_contracts.py1CODE
LOWskills/fireworks-tech-graph/tests/test_cli.py1CODE
LOW…lls/fireworks-tech-graph/scripts/semantic_contracts.py9CODE
LOW…ls/fireworks-tech-graph/scripts/composition_quality.py10CODE
LOWskills/fireworks-tech-graph/scripts/validate_svg.py8CODE
LOW…fireworks-tech-graph/scripts/generate-from-template.py13CODE
LOWskills/fireworks-tech-graph/scripts/interactive_html.py4CODE
LOWskills/fireworks-tech-graph/scripts/motion.py4CODE
LOWskills/fireworks-tech-graph/scripts/fireworks.py4CODE
LOWskills/fireworks-tech-graph/scripts/style_quality.py2CODE
LOWskills/fireworks-tech-graph/scripts/png_export.py2CODE
LOW…lls/fireworks-tech-graph/scripts/fireworks_geometry.py9CODE
LOWskills/fireworks-tech-graph/scripts/svg_canvas.py2CODE
LOWskills/fireworks-tech-graph/scripts/diagram_ir.py8CODE
Excessive Try-Catch Wrapping14 hits · 20 pts
SeverityFileLineSnippetContext
MEDIUMscripts/generate-from-template.py3391 print(f"Error: {exc}")CODE
MEDIUMscripts/generate-from-template.py3394 print(f"Error: Invalid JSON: {exc}")CODE
MEDIUMscripts/generate-from-template.py3407 print(f"Error: {exc}")CODE
LOWscripts/generate-from-template.py3409 except Exception as exc: # pragma: no coverCODE
LOWscripts/motion.py1698 except Exception:CODE
LOWscripts/motion.py1726 except Exception as error:CODE
LOWscripts/png_export.py39 except Exception as error:CODE
MEDIUM…fireworks-tech-graph/scripts/generate-from-template.py3391 print(f"Error: {exc}")CODE
MEDIUM…fireworks-tech-graph/scripts/generate-from-template.py3394 print(f"Error: Invalid JSON: {exc}")CODE
MEDIUM…fireworks-tech-graph/scripts/generate-from-template.py3407 print(f"Error: {exc}")CODE
LOW…fireworks-tech-graph/scripts/generate-from-template.py3409 except Exception as exc: # pragma: no coverCODE
LOWskills/fireworks-tech-graph/scripts/motion.py1698 except Exception:CODE
LOWskills/fireworks-tech-graph/scripts/motion.py1726 except Exception as error:CODE
LOWskills/fireworks-tech-graph/scripts/png_export.py39 except Exception as error:CODE
Cross-Language Confusion4 hits · 20 pts
SeverityFileLineSnippetContext
HIGHscripts/interactive_html.py277 let drag = null;CODE
HIGHscripts/interactive_html.py294 const endDrag = () => {{ drag=null; stage.classList.remove('dragging'); }};CODE
HIGHskills/fireworks-tech-graph/scripts/interactive_html.py277 let drag = null;CODE
HIGHskills/fireworks-tech-graph/scripts/interactive_html.py294 const endDrag = () => {{ drag=null; stage.classList.remove('dragging'); }};CODE
Modern AI Meta-Vocabulary6 hits · 14 pts
SeverityFileLineSnippetContext
MEDIUMreferences/diagram-layout-reference.md210| Async / event | gray `#6b7280` | 1.5px | `4,2` | Non-blocking, event-driven |CODE
MEDIUMreferences/icons.md161### AI Memory & RAG ProductsCOMMENT
MEDIUMreferences/style-1-flat-icon.md84 <text x="36" y="28" fill="#6b7280" font-size="12">RAG flow</text>CODE
MEDIUM…orks-tech-graph/references/diagram-layout-reference.md210| Async / event | gray `#6b7280` | 1.5px | `4,2` | Non-blocking, event-driven |CODE
MEDIUMskills/fireworks-tech-graph/references/icons.md161### AI Memory & RAG ProductsCOMMENT
MEDIUM…s/fireworks-tech-graph/references/style-1-flat-icon.md84 <text x="36" y="28" fill="#6b7280" font-size="12">RAG flow</text>CODE
Modern Structural Boilerplate6 hits · 6 pts
SeverityFileLineSnippetContext
LOWscripts/semantic_contracts.py686__all__ = [CODE
LOWscripts/composition_quality.py264__all__ = [CODE
LOWscripts/diagram_ir.py203__all__ = [CODE
LOW…lls/fireworks-tech-graph/scripts/semantic_contracts.py686__all__ = [CODE
LOW…ls/fireworks-tech-graph/scripts/composition_quality.py264__all__ = [CODE
LOWskills/fireworks-tech-graph/scripts/diagram_ir.py203__all__ = [CODE
Redundant / Tautological Comments2 hits · 3 pts
SeverityFileLineSnippetContext
LOWscripts/test-all-styles.sh55 # Check if style reference existsCOMMENT
LOWskills/fireworks-tech-graph/scripts/test-all-styles.sh55 # Check if style reference existsCOMMENT