feat(classifier): add multilingual ECP inherence classifier POC

2026-08-20 00:51:02 -03:00
parent d371b81aa4
commit 67cc40f91a
175 changed files with 30399 additions and 703 deletions
@@ -0,0 +1,516 @@
+{
+  "communities": {
+    "0": [
+      "specify_templates_tasks_template",
+      "specify_templates_tasks_template_dependencies_execution_order",
+      "specify_templates_tasks_template_format_id_p_story_description",
+      "specify_templates_tasks_template_implementation_for_user_story_1",
+      "specify_templates_tasks_template_implementation_for_user_story_2",
+      "specify_templates_tasks_template_implementation_for_user_story_3",
+      "specify_templates_tasks_template_implementation_strategy",
+      "specify_templates_tasks_template_incremental_delivery",
+      "specify_templates_tasks_template_mvp_first_user_story_1_only",
+      "specify_templates_tasks_template_notes",
+      "specify_templates_tasks_template_parallel_example_user_story_1",
+      "specify_templates_tasks_template_parallel_opportunities",
+      "specify_templates_tasks_template_parallel_team_strategy",
+      "specify_templates_tasks_template_path_conventions",
+      "specify_templates_tasks_template_phase_1_setup_shared_infrastructure",
+      "specify_templates_tasks_template_phase_2_foundational_blocking_prerequisites",
+      "specify_templates_tasks_template_phase_3_user_story_1_title_priority_p1_mvp",
+      "specify_templates_tasks_template_phase_4_user_story_2_title_priority_p2",
+      "specify_templates_tasks_template_phase_5_user_story_3_title_priority_p3",
+      "specify_templates_tasks_template_phase_dependencies",
+      "specify_templates_tasks_template_phase_n_polish_cross_cutting_concerns",
+      "specify_templates_tasks_template_tasks_feature_name",
+      "specify_templates_tasks_template_tests_for_user_story_1_optional_only_if_tests_requested",
+      "specify_templates_tasks_template_tests_for_user_story_2_optional_only_if_tests_requested",
+      "specify_templates_tasks_template_tests_for_user_story_3_optional_only_if_tests_requested",
+      "specify_templates_tasks_template_user_story_dependencies",
+      "specify_templates_tasks_template_within_each_user_story"
+    ],
+    "1": [
+      "agents_skills_speckit_converge_skill",
+      "agents_skills_speckit_converge_skill_1_initialize_convergence_context",
+      "agents_skills_speckit_converge_skill_2_load_artifacts_progressive_disclosure",
+      "agents_skills_speckit_converge_skill_3_build_the_intent_inventory",
+      "agents_skills_speckit_converge_skill_4_assess_the_codebase_and_classify_findings",
+      "agents_skills_speckit_converge_skill_5_assign_severity",
+      "agents_skills_speckit_converge_skill_6_present_the_in_session_findings_summary",
+      "agents_skills_speckit_converge_skill_7_append_convergence_tasks_or_report_converged",
+      "agents_skills_speckit_converge_skill_8_provide_next_actions_handoff",
+      "agents_skills_speckit_converge_skill_9_check_for_extension_hooks",
+      "agents_skills_speckit_converge_skill_convergence_findings",
+      "agents_skills_speckit_converge_skill_execution_steps",
+      "agents_skills_speckit_converge_skill_goal",
+      "agents_skills_speckit_converge_skill_operating_constraints",
+      "agents_skills_speckit_converge_skill_pre_execution_checks",
+      "agents_skills_speckit_converge_skill_user_input"
+    ],
+    "2": [
+      "specify_scripts_powershell_common",
+      "specify_scripts_powershell_common_find_specifyroot",
+      "specify_scripts_powershell_common_format_speckitcommand",
+      "specify_scripts_powershell_common_get_currentbranch",
+      "specify_scripts_powershell_common_get_featurepathsenv",
+      "specify_scripts_powershell_common_get_invokeseparator",
+      "specify_scripts_powershell_common_get_normalizedpriority",
+      "specify_scripts_powershell_common_get_python3command",
+      "specify_scripts_powershell_common_get_reporoot",
+      "specify_scripts_powershell_common_get_sortedextensionids",
+      "specify_scripts_powershell_common_resolve_specifyinitdir",
+      "specify_scripts_powershell_common_resolve_template",
+      "specify_scripts_powershell_common_resolve_templatecontent",
+      "specify_scripts_powershell_common_save_featurejson",
+      "specify_scripts_powershell_common_test_dirhasfiles",
+      "specify_scripts_powershell_common_test_fileexists"
+    ],
+    "3": [
+      "agents_skills_graphify_skill",
+      "agents_skills_graphify_skill_for_graphify_add_and_watch",
+      "agents_skills_graphify_skill_for_graphify_query",
+      "agents_skills_graphify_skill_for_the_commit_hook_and_native_claude_md_integration",
+      "agents_skills_graphify_skill_for_update_and_cluster_only",
+      "agents_skills_graphify_skill_graphify",
+      "agents_skills_graphify_skill_honesty_rules",
+      "agents_skills_graphify_skill_interpreter_guard_for_subcommands",
+      "agents_skills_graphify_skill_part_a_structural_extraction_for_code_files",
+      "agents_skills_graphify_skill_part_b_semantic_extraction_parallel_subagents",
+      "agents_skills_graphify_skill_part_c_merge_ast_semantic_into_final_extraction",
+      "agents_skills_graphify_skill_step_0_github_repos_and_multi_path_merge_only_if_a_url_or_several_paths",
+      "agents_skills_graphify_skill_step_1_ensure_graphify_is_installed",
+      "agents_skills_graphify_skill_step_2_5_video_and_audio_only_if_video_files_detected",
+      "agents_skills_graphify_skill_step_2_detect_files",
+      "agents_skills_graphify_skill_step_3_extract_entities_and_relationships",
+      "agents_skills_graphify_skill_step_4_5_graph_health_check_read_only_integrity_gate",
+      "agents_skills_graphify_skill_step_4_build_graph_cluster_analyze_generate_outputs",
+      "agents_skills_graphify_skill_step_5_label_communities",
+      "agents_skills_graphify_skill_step_6_generate_obsidian_vault_opt_in_html",
+      "agents_skills_graphify_skill_step_9_save_manifest_update_cost_tracker_clean_up_and_report",
+      "agents_skills_graphify_skill_steps_6b_8_wiki_neo4j_falkordb_svg_graphml_mcp_benchmark_only_on_their_flags",
+      "agents_skills_graphify_skill_usage",
+      "agents_skills_graphify_skill_what_graphify_is_for",
+      "agents_skills_graphify_skill_what_you_must_do_when_invoked"
+    ],
+    "4": [
+      "agents_skills_speckit_analyze_skill",
+      "agents_skills_speckit_analyze_skill_7_provide_next_actions",
+      "agents_skills_speckit_analyze_skill_8_offer_remediation",
+      "agents_skills_speckit_analyze_skill_9_check_for_extension_hooks",
+      "agents_skills_speckit_analyze_skill_analysis_guidelines",
+      "agents_skills_speckit_analyze_skill_context",
+      "agents_skills_speckit_analyze_skill_context_efficiency",
+      "agents_skills_speckit_analyze_skill_goal",
+      "agents_skills_speckit_analyze_skill_operating_constraints",
+      "agents_skills_speckit_analyze_skill_operating_principles",
+      "agents_skills_speckit_analyze_skill_pre_execution_checks",
+      "agents_skills_speckit_analyze_skill_specification_analysis_report",
+      "agents_skills_speckit_analyze_skill_user_input"
+    ],
+    "5": [
+      "agents_skills_speckit_analyze_skill_1_initialize_analysis_context",
+      "agents_skills_speckit_analyze_skill_2_load_artifacts_progressive_disclosure",
+      "agents_skills_speckit_analyze_skill_3_build_semantic_models",
+      "agents_skills_speckit_analyze_skill_4_detection_passes_token_efficient_analysis",
+      "agents_skills_speckit_analyze_skill_5_severity_assignment",
+      "agents_skills_speckit_analyze_skill_6_produce_compact_analysis_report",
+      "agents_skills_speckit_analyze_skill_a_duplication_detection",
+      "agents_skills_speckit_analyze_skill_b_ambiguity_detection",
+      "agents_skills_speckit_analyze_skill_c_underspecification",
+      "agents_skills_speckit_analyze_skill_d_constitution_alignment",
+      "agents_skills_speckit_analyze_skill_e_coverage_gaps",
+      "agents_skills_speckit_analyze_skill_execution_steps",
+      "agents_skills_speckit_analyze_skill_f_inconsistency"
+    ],
+    "6": [
+      "specify_templates_spec_template",
+      "specify_templates_spec_template_assumptions",
+      "specify_templates_spec_template_edge_cases",
+      "specify_templates_spec_template_feature_specification_feature_name",
+      "specify_templates_spec_template_functional_requirements",
+      "specify_templates_spec_template_key_entities_include_if_feature_involves_data",
+      "specify_templates_spec_template_measurable_outcomes",
+      "specify_templates_spec_template_requirements_mandatory",
+      "specify_templates_spec_template_success_criteria_mandatory",
+      "specify_templates_spec_template_user_scenarios_testing_mandatory",
+      "specify_templates_spec_template_user_story_1_brief_title_priority_p1",
+      "specify_templates_spec_template_user_story_2_brief_title_priority_p2",
+      "specify_templates_spec_template_user_story_3_brief_title_priority_p3"
+    ],
+    "7": [
+      "agents_rules_graphify",
+      "agents_rules_graphify_graphify"
+    ],
+    "8": [
+      "agents_skills_speckit_plan_skill",
+      "agents_skills_speckit_plan_skill_completion_report",
+      "agents_skills_speckit_plan_skill_done_when",
+      "agents_skills_speckit_plan_skill_key_rules",
+      "agents_skills_speckit_plan_skill_mandatory_post_execution_hooks",
+      "agents_skills_speckit_plan_skill_outline",
+      "agents_skills_speckit_plan_skill_phase_0_outline_research",
+      "agents_skills_speckit_plan_skill_phase_1_design_contracts",
+      "agents_skills_speckit_plan_skill_phases",
+      "agents_skills_speckit_plan_skill_pre_execution_checks",
+      "agents_skills_speckit_plan_skill_user_input"
+    ],
+    "9": [
+      "agents_skills_speckit_specify_skill",
+      "agents_skills_speckit_specify_skill_completion_report",
+      "agents_skills_speckit_specify_skill_done_when",
+      "agents_skills_speckit_specify_skill_for_ai_generation",
+      "agents_skills_speckit_specify_skill_mandatory_post_execution_hooks",
+      "agents_skills_speckit_specify_skill_outline",
+      "agents_skills_speckit_specify_skill_pre_execution_checks",
+      "agents_skills_speckit_specify_skill_quick_guidelines",
+      "agents_skills_speckit_specify_skill_section_requirements",
+      "agents_skills_speckit_specify_skill_success_criteria_guidelines",
+      "agents_skills_speckit_specify_skill_user_input"
+    ],
+    "10": [
+      "agents_skills_speckit_tasks_skill",
+      "agents_skills_speckit_tasks_skill_checklist_format_required",
+      "agents_skills_speckit_tasks_skill_completion_report",
+      "agents_skills_speckit_tasks_skill_done_when",
+      "agents_skills_speckit_tasks_skill_mandatory_post_execution_hooks",
+      "agents_skills_speckit_tasks_skill_outline",
+      "agents_skills_speckit_tasks_skill_phase_structure",
+      "agents_skills_speckit_tasks_skill_pre_execution_checks",
+      "agents_skills_speckit_tasks_skill_task_generation_rules",
+      "agents_skills_speckit_tasks_skill_task_organization",
+      "agents_skills_speckit_tasks_skill_user_input"
+    ],
+    "11": [
+      "specify_memory_constitution",
+      "specify_memory_constitution_core_principles",
+      "specify_memory_constitution_governance",
+      "specify_memory_constitution_principle_1_name",
+      "specify_memory_constitution_principle_2_name",
+      "specify_memory_constitution_principle_3_name",
+      "specify_memory_constitution_principle_4_name",
+      "specify_memory_constitution_principle_5_name",
+      "specify_memory_constitution_project_name_constitution",
+      "specify_memory_constitution_section_2_name",
+      "specify_memory_constitution_section_3_name"
+    ],
+    "12": [
+      "specify_templates_constitution_template",
+      "specify_templates_constitution_template_core_principles",
+      "specify_templates_constitution_template_governance",
+      "specify_templates_constitution_template_principle_1_name",
+      "specify_templates_constitution_template_principle_2_name",
+      "specify_templates_constitution_template_principle_3_name",
+      "specify_templates_constitution_template_principle_4_name",
+      "specify_templates_constitution_template_principle_5_name",
+      "specify_templates_constitution_template_project_name_constitution",
+      "specify_templates_constitution_template_section_2_name",
+      "specify_templates_constitution_template_section_3_name"
+    ],
+    "13": [
+      "agents_skills_graphify_references_exports",
+      "agents_skills_graphify_references_exports_graphify_reference_extra_exports_and_benchmark",
+      "agents_skills_graphify_references_exports_step_6b_wiki_only_if_wiki_flag",
+      "agents_skills_graphify_references_exports_step_7_neo4j_export_only_if_neo4j_or_neo4j_push_flag",
+      "agents_skills_graphify_references_exports_step_7a_falkordb_export_only_if_falkordb_or_falkordb_push_flag",
+      "agents_skills_graphify_references_exports_step_7b_svg_export_only_if_svg_flag",
+      "agents_skills_graphify_references_exports_step_7c_graphml_export_only_if_graphml_flag",
+      "agents_skills_graphify_references_exports_step_7d_mcp_server_only_if_mcp_flag",
+      "agents_skills_graphify_references_exports_step_8_token_reduction_benchmark_only_if_total_words_5000"
+    ],
+    "14": [
+      "agents_skills_ponytail_skill",
+      "agents_skills_ponytail_skill_boundaries",
+      "agents_skills_ponytail_skill_intensity",
+      "agents_skills_ponytail_skill_output",
+      "agents_skills_ponytail_skill_persistence",
+      "agents_skills_ponytail_skill_ponytail",
+      "agents_skills_ponytail_skill_rules",
+      "agents_skills_ponytail_skill_the_ladder",
+      "agents_skills_ponytail_skill_when_not_to_be_lazy"
+    ],
+    "15": [
+      "specify_templates_plan_template",
+      "specify_templates_plan_template_complexity_tracking",
+      "specify_templates_plan_template_constitution_check",
+      "specify_templates_plan_template_documentation_this_feature",
+      "specify_templates_plan_template_implementation_plan_feature",
+      "specify_templates_plan_template_project_structure",
+      "specify_templates_plan_template_source_code_repository_root",
+      "specify_templates_plan_template_summary",
+      "specify_templates_plan_template_technical_context"
+    ],
+    "16": [
+      "agents_skills_ponytail_help_skill",
+      "agents_skills_ponytail_help_skill_configure_default_mode",
+      "agents_skills_ponytail_help_skill_deactivate",
+      "agents_skills_ponytail_help_skill_levels",
+      "agents_skills_ponytail_help_skill_more",
+      "agents_skills_ponytail_help_skill_ponytail_help",
+      "agents_skills_ponytail_help_skill_skills",
+      "agents_skills_ponytail_help_skill_update"
+    ],
+    "17": [
+      "agents_skills_speckit_checklist_skill",
+      "agents_skills_speckit_checklist_skill_anti_examples_what_not_to_do",
+      "agents_skills_speckit_checklist_skill_checklist_purpose_unit_tests_for_english",
+      "agents_skills_speckit_checklist_skill_example_checklist_types_sample_items",
+      "agents_skills_speckit_checklist_skill_execution_steps",
+      "agents_skills_speckit_checklist_skill_post_execution_checks",
+      "agents_skills_speckit_checklist_skill_pre_execution_checks",
+      "agents_skills_speckit_checklist_skill_user_input"
+    ],
+    "18": [
+      "agents_skills_speckit_clarify_skill",
+      "agents_skills_speckit_clarify_skill_completion_report",
+      "agents_skills_speckit_clarify_skill_done_when",
+      "agents_skills_speckit_clarify_skill_mandatory_post_execution_hooks",
+      "agents_skills_speckit_clarify_skill_outline",
+      "agents_skills_speckit_clarify_skill_pre_execution_checks",
+      "agents_skills_speckit_clarify_skill_user_input"
+    ],
+    "19": [
+      "agents_skills_speckit_implement_skill",
+      "agents_skills_speckit_implement_skill_completion_report",
+      "agents_skills_speckit_implement_skill_done_when",
+      "agents_skills_speckit_implement_skill_mandatory_post_execution_hooks",
+      "agents_skills_speckit_implement_skill_outline",
+      "agents_skills_speckit_implement_skill_pre_execution_checks",
+      "agents_skills_speckit_implement_skill_user_input"
+    ],
+    "20": [
+      "agents_skills_graphify_references_query",
+      "agents_skills_graphify_references_query_for_graphify_explain",
+      "agents_skills_graphify_references_query_for_graphify_path",
+      "agents_skills_graphify_references_query_graphify_reference_query_path_explain",
+      "agents_skills_graphify_references_query_step_0_constrained_query_expansion_required_before_traversal",
+      "agents_skills_graphify_references_query_step_1_traversal"
+    ],
+    "21": [
+      "agents_skills_speckit_constitution_skill",
+      "agents_skills_speckit_constitution_skill_outline",
+      "agents_skills_speckit_constitution_skill_post_execution_checks",
+      "agents_skills_speckit_constitution_skill_pre_execution_checks",
+      "agents_skills_speckit_constitution_skill_scope_guard",
+      "agents_skills_speckit_constitution_skill_user_input"
+    ],
+    "22": [
+      "specify_scripts_powershell_create_new_feature",
+      "specify_scripts_powershell_create_new_feature_convertto_cleanbranchname",
+      "specify_scripts_powershell_create_new_feature_get_branchname",
+      "specify_scripts_powershell_create_new_feature_get_fittedbranchname",
+      "specify_scripts_powershell_create_new_feature_get_highestnumberfromspecs",
+      "specify_scripts_powershell_create_new_feature_test_specprefixinuse"
+    ],
+    "23": [
+      "agents_skills_ponytail_audit_skill",
+      "agents_skills_ponytail_audit_skill_boundaries",
+      "agents_skills_ponytail_audit_skill_hunt",
+      "agents_skills_ponytail_audit_skill_output",
+      "agents_skills_ponytail_audit_skill_tags"
+    ],
+    "24": [
+      "agents_skills_ponytail_gain_skill",
+      "agents_skills_ponytail_gain_skill_boundaries",
+      "agents_skills_ponytail_gain_skill_honesty_boundary",
+      "agents_skills_ponytail_gain_skill_ponytail_gain",
+      "agents_skills_ponytail_gain_skill_scoreboard"
+    ],
+    "25": [
+      "agents_skills_ponytail_review_skill",
+      "agents_skills_ponytail_review_skill_boundaries",
+      "agents_skills_ponytail_review_skill_examples",
+      "agents_skills_ponytail_review_skill_format",
+      "agents_skills_ponytail_review_skill_scoring"
+    ],
+    "26": [
+      "agents_skills_speckit_taskstoissues_skill",
+      "agents_skills_speckit_taskstoissues_skill_outline",
+      "agents_skills_speckit_taskstoissues_skill_post_execution_checks",
+      "agents_skills_speckit_taskstoissues_skill_pre_execution_checks",
+      "agents_skills_speckit_taskstoissues_skill_user_input"
+    ],
+    "27": [
+      "specify_templates_checklist_template",
+      "specify_templates_checklist_template_category_1",
+      "specify_templates_checklist_template_category_2",
+      "specify_templates_checklist_template_checklist_type_checklist_feature_name",
+      "specify_templates_checklist_template_notes"
+    ],
+    "28": [
+      "agents_skills_graphify_references_add_watch",
+      "agents_skills_graphify_references_add_watch_for_graphify_add",
+      "agents_skills_graphify_references_add_watch_for_watch",
+      "agents_skills_graphify_references_add_watch_graphify_reference_add_a_url_and_watch_a_folder"
+    ],
+    "29": [
+      "agents_skills_graphify_references_hooks",
+      "agents_skills_graphify_references_hooks_for_git_commit_hook",
+      "agents_skills_graphify_references_hooks_for_native_claude_md_integration",
+      "agents_skills_graphify_references_hooks_graphify_reference_commit_hook_and_native_claude_md_integration"
+    ],
+    "30": [
+      "agents_skills_graphify_references_update",
+      "agents_skills_graphify_references_update_for_cluster_only",
+      "agents_skills_graphify_references_update_for_update_incremental_re_extraction",
+      "agents_skills_graphify_references_update_graphify_reference_incremental_update_and_cluster_only"
+    ],
+    "31": [
+      "agents_skills_ponytail_debt_skill",
+      "agents_skills_ponytail_debt_skill_boundaries",
+      "agents_skills_ponytail_debt_skill_output",
+      "agents_skills_ponytail_debt_skill_scan"
+    ],
+    "32": [
+      "agents_skills_graphify_references_github_and_merge",
+      "agents_skills_graphify_references_github_and_merge_graphify_reference_github_clone_and_cross_repo_merge",
+      "agents_skills_graphify_references_github_and_merge_step_0_clone_github_repo_s_only_if_a_github_url_was_given"
+    ],
+    "33": [
+      "agents_skills_graphify_references_transcribe",
+      "agents_skills_graphify_references_transcribe_graphify_reference_transcribe_video_and_audio",
+      "agents_skills_graphify_references_transcribe_step_2_5_transcribe_video_audio_files_only_if_video_files_detected"
+    ],
+    "34": [
+      "agents_skills_graphify_references_extraction_spec",
+      "agents_skills_graphify_references_extraction_spec_graphify_reference_extraction_subagent_prompt"
+    ],
+    "35": [
+      "specify_scripts_powershell_check_prerequisites"
+    ],
+    "36": [
+      "specify_scripts_powershell_resolve_template"
+    ],
+    "37": [
+      "specify_scripts_powershell_setup_plan"
+    ],
+    "38": [
+      "specify_scripts_powershell_setup_tasks"
+    ],
+    "39": [
+      "agents_workflows_graphify",
+      "agents_workflows_graphify_workflow_graphify"
+    ]
+  },
+  "cohesion": {
+    "0": 0.07407407407407407,
+    "1": 0.125,
+    "2": 0.225,
+    "3": 0.08,
+    "4": 0.15384615384615385,
+    "5": 0.15384615384615385,
+    "6": 0.15384615384615385,
+    "7": 1.0,
+    "8": 0.18181818181818182,
+    "9": 0.18181818181818182,
+    "10": 0.18181818181818182,
+    "11": 0.18181818181818182,
+    "12": 0.18181818181818182,
+    "13": 0.2222222222222222,
+    "14": 0.2222222222222222,
+    "15": 0.2222222222222222,
+    "16": 0.25,
+    "17": 0.25,
+    "18": 0.2857142857142857,
+    "19": 0.2857142857142857,
+    "20": 0.3333333333333333,
+    "21": 0.3333333333333333,
+    "22": 0.4,
+    "23": 0.4,
+    "24": 0.4,
+    "25": 0.4,
+    "26": 0.4,
+    "27": 0.4,
+    "28": 0.5,
+    "29": 0.5,
+    "30": 0.5,
+    "31": 0.5,
+    "32": 0.6666666666666666,
+    "33": 0.6666666666666666,
+    "34": 1.0,
+    "35": 1.0,
+    "36": 1.0,
+    "37": 1.0,
+    "38": 1.0,
+    "39": 1.0
+  },
+  "gods": [
+    {
+      "id": "specify_templates_tasks_template_tasks_feature_name",
+      "label": "Tasks: [FEATURE NAME]",
+      "degree": 13
+    },
+    {
+      "id": "agents_skills_graphify_skill_what_you_must_do_when_invoked",
+      "label": "What You Must Do When Invoked",
+      "degree": 12
+    },
+    {
+      "id": "agents_skills_graphify_skill_graphify",
+      "label": "/graphify",
+      "degree": 10
+    },
+    {
+      "id": "agents_skills_graphify_references_exports_graphify_reference_extra_exports_and_benchmark",
+      "label": "graphify reference: extra exports and benchmark",
+      "degree": 8
+    },
+    {
+      "id": "agents_skills_ponytail_skill_ponytail",
+      "label": "Ponytail",
+      "degree": 8
+    },
+    {
+      "id": "agents_skills_speckit_converge_skill_execution_steps",
+      "label": "Execution Steps",
+      "degree": 7
+    },
+    {
+      "id": "agents_skills_ponytail_help_skill_ponytail_help",
+      "label": "Ponytail Help",
+      "degree": 7
+    },
+    {
+      "id": "agents_skills_speckit_analyze_skill_4_detection_passes_token_efficient_analysis",
+      "label": "4. Detection Passes (Token-Efficient Analysis)",
+      "degree": 7
+    },
+    {
+      "id": "agents_skills_speckit_analyze_skill_execution_steps",
+      "label": "Execution Steps",
+      "degree": 7
+    },
+    {
+      "id": "specify_memory_constitution_core_principles",
+      "label": "Core Principles",
+      "degree": 6
+    }
+  ],
+  "surprises": [],
+  "questions": [
+    {
+      "type": "bridge_node",
+      "question": "Why does `Execution Steps` connect `Analysis Detection` to `Specification Analysis`?",
+      "why": "High betweenness centrality (0.004) - this node is a cross-community bridge."
+    },
+    {
+      "type": "isolated_nodes",
+      "question": "What connects `Format: `[ID] [P?] [Story] Description``, `Implementation for User Story 1`, `Implementation for User Story 2` to the rest of the system?",
+      "why": "212 weakly-connected nodes found - possible documentation gaps or missing edges."
+    },
+    {
+      "type": "low_cohesion",
+      "question": "Should `Task Planning` be split into smaller, more focused modules?",
+      "why": "Cohesion score 0.07407407407407407 - nodes in this community are weakly interconnected."
+    },
+    {
+      "type": "low_cohesion",
+      "question": "Should `Convergence Workflow` be split into smaller, more focused modules?",
+      "why": "Cohesion score 0.125 - nodes in this community are weakly interconnected."
+    },
+    {
+      "type": "low_cohesion",
+      "question": "Should `Graphify Commands` be split into smaller, more focused modules?",
+      "why": "Cohesion score 0.08 - nodes in this community are weakly interconnected."
+    }
+  ]
+}
@@ -0,0 +1,82 @@
+{
+  "0": "Task Planning",
+  "1": "Convergence Workflow",
+  "2": "SpecKit Utilities",
+  "3": "Graphify Commands",
+  "4": "speckit-analyze/SKILL.md",
+  "5": "Tasks: Multilingual NLP Entity Inherence Classifier (POC)",
+  "6": "Feature Specification Template",
+  "7": "Graphify Rules",
+  "8": "Implementation Planning",
+  "9": "Feature Specification",
+  "10": "Task Generation",
+  "11": "Project Constitution",
+  "12": "Constitution Template",
+  "13": "Graphify Exports",
+  "14": "Ponytail Configuration",
+  "15": "Implementation Planning Template",
+  "16": "Ponytail Help",
+  "17": "Checklist Generation",
+  "18": "Clarification Workflow",
+  "19": "Implementation Workflow",
+  "20": "Graph Query",
+  "21": "Constitution Workflow",
+  "22": "Feature Branch Creation",
+  "23": "Ponytail Audit",
+  "24": "Ponytail Metrics",
+  "25": "Ponytail Review",
+  "26": "Task Issue Conversion",
+  "27": "Checklist Template",
+  "28": "Graphify Watch Mode",
+  "29": "Graphify Hooks",
+  "30": "Graphify Updates",
+  "31": "Ponytail Debt",
+  "32": "Repository Merge",
+  "33": "Media Transcription",
+  "34": "Extraction Specification",
+  "35": "Prerequisite Checks",
+  "36": "Template Resolution",
+  "37": "Plan Setup",
+  "38": "Task Setup",
+  "39": "Graphify Workflows",
+  "40": "Feature Specification: Multilingual NLP Entity Inherence Classifier (POC)",
+  "41": "1. Technical Decisions & Tradeoffs",
+  "42": "1. Input Schemas",
+  "43": "2. Basic CLI Usage Examples",
+  "44": "2. Standard Streams & Exit Codes",
+  "45": "ECPSnapshot",
+  "46": "classifier.py",
+  "47": "detect_language",
+  "48": "main",
+  "49": "content_northvolt_de.md",
+  "50": "content_presal_pt.md",
+  "51": "content_tangential_es.md",
+  "52": "adapters/__init__.py",
+  "53": "src/__init__.py",
+  "54": "de/contextual.md",
+  "55": "de/direct.md",
+  "56": "de/not_related.md",
+  "57": "de/tangential.md",
+  "58": "en/contextual.md",
+  "59": "en/direct.md",
+  "60": "en/not_related.md",
+  "61": "en/tangential.md",
+  "62": "es/contextual.md",
+  "63": "es/direct.md",
+  "64": "es/not_related.md",
+  "65": "es/tangential.md",
+  "66": "fr/contextual.md",
+  "67": "fr/direct.md",
+  "68": "fr/not_related.md",
+  "69": "fr/tangential.md",
+  "70": "it/contextual.md",
+  "71": "it/direct.md",
+  "72": "it/not_related.md",
+  "73": "it/tangential.md",
+  "74": "pt/contextual.md",
+  "75": "pt/direct.md",
+  "76": "pt/not_related.md",
+  "77": "pt/tangential.md",
+  "78": "tests/__init__.py",
+  "79": "text-nlp-classifier"
+}
@@ -0,0 +1,301 @@
+# Graph Report - TextNLPClassifierApp  (2026-08-20)
+
+## Corpus Check
+- 132 files · ~53,988 words
+- Verdict: corpus is large enough that graph structure adds value.
+
+## Summary
+- 579 nodes · 674 edges · 80 communities (43 shown, 37 thin omitted)
+- Extraction: 96% EXTRACTED · 4% INFERRED · 0% AMBIGUOUS · INFERRED: 28 edges (avg confidence: 0.95)
+- Token cost: 0 input · 0 output
+
+## Graph Freshness
+- Built from commit: `d371b81a`
+- Run `git rev-parse HEAD` and compare to check if the graph is stale.
+- Run `graphify update .` after code changes (no API cost).
+
+## Community Hubs (Navigation)
+- Task Planning
+- Convergence Workflow
+- SpecKit Utilities
+- Graphify Commands
+- speckit-analyze/SKILL.md
+- Tasks: Multilingual NLP Entity Inherence Classifier (POC)
+- Feature Specification Template
+- Graphify Rules
+- Implementation Planning
+- Feature Specification
+- Task Generation
+- Project Constitution
+- Constitution Template
+- Graphify Exports
+- Ponytail Configuration
+- Implementation Planning Template
+- Ponytail Help
+- Checklist Generation
+- Clarification Workflow
+- Implementation Workflow
+- Graph Query
+- Constitution Workflow
+- Feature Branch Creation
+- Ponytail Audit
+- Ponytail Metrics
+- Ponytail Review
+- Task Issue Conversion
+- Checklist Template
+- Graphify Watch Mode
+- Graphify Hooks
+- Graphify Updates
+- Ponytail Debt
+- Repository Merge
+- Media Transcription
+- Extraction Specification
+- Graphify Workflows
+- Feature Specification: Multilingual NLP Entity Inherence Classifier (POC)
+- 1. Technical Decisions & Tradeoffs
+- 1. Input Schemas
+- 2. Basic CLI Usage Examples
+- 2. Standard Streams & Exit Codes
+- ECPSnapshot
+- classifier.py
+- detect_language
+- main
+- content_northvolt_de.md
+- content_presal_pt.md
+- content_tangential_es.md
+- adapters/__init__.py
+- src/__init__.py
+- de/contextual.md
+- de/direct.md
+- de/not_related.md
+- de/tangential.md
+- en/contextual.md
+- en/direct.md
+- en/not_related.md
+- en/tangential.md
+- es/contextual.md
+- es/direct.md
+- es/not_related.md
+- es/tangential.md
+- fr/contextual.md
+- fr/direct.md
+- fr/not_related.md
+- fr/tangential.md
+- it/contextual.md
+- it/direct.md
+- it/not_related.md
+- it/tangential.md
+- pt/contextual.md
+- pt/direct.md
+- pt/not_related.md
+- pt/tangential.md
+- tests/__init__.py
+- text-nlp-classifier
+
+## God Nodes (most connected - your core abstractions)
+1. `ECPSnapshot` - 27 edges
+2. `InherenceClassifier` - 21 edges
+3. `ClassificationResult` - 17 edges
+4. `LocalEmbeddingsAdapter` - 14 edges
+5. `LLMFallbackAdapter` - 14 edges
+6. `detect_language()` - 14 edges
+7. `DecisionCategory` - 14 edges
+8. `main()` - 13 edges
+9. `Tasks: [FEATURE NAME]` - 13 edges
+10. `BaseNLPAdapter` - 12 edges
+
+## Surprising Connections (you probably didn't know these)
+- `main()` --uses--> `ECPSnapshot`  [INFERRED]
+  classify.py → src/models.py
+- `main()` --uses--> `ErrorCode`  [INFERRED]
+  classify.py → src/models.py
+- `test_classification_result_serialization()` --uses--> `DecisionCategory`  [INFERRED]
+  tests/test_models.py → src/models.py
+- `petrobras_ecp()` --uses--> `ECPSnapshot`  [INFERRED]
+  tests/test_classifier.py → src/models.py
+- `emit_error()` --uses--> `ErrorCode`  [INFERRED]
+  classify.py → src/models.py
+
+## Import Cycles
+- None detected.
+
+## Communities (80 total, 37 thin omitted)
+
+### Community 0 - "Task Planning"
+Cohesion: 0.07
+Nodes (26): Dependencies & Execution Order, Format: `[ID] [P?] [Story] Description`, Implementation for User Story 1, Implementation for User Story 2, Implementation for User Story 3, Implementation Strategy, Incremental Delivery, MVP First (User Story 1 Only) (+18 more)
+
+### Community 1 - "Convergence Workflow"
+Cohesion: 0.12
+Nodes (15): 1. Initialize Convergence Context, 2. Load Artifacts (Progressive Disclosure), 3. Build the Intent Inventory, 4. Assess the Codebase and Classify Findings, 5. Assign Severity, 6. Present the In-Session Findings Summary, 7. Append Convergence Tasks (or report converged), 8. Provide Next Actions (Handoff) (+7 more)
+
+### Community 2 - "SpecKit Utilities"
+Cohesion: 0.23
+Nodes (13): Find-SpecifyRoot(), Format-SpecKitCommand(), Get-CurrentBranch(), Get-FeaturePathsEnv(), Get-InvokeSeparator(), Get-NormalizedPriority(), Get-Python3Command(), Get-RepoRoot() (+5 more)
+
+### Community 3 - "Graphify Commands"
+Cohesion: 0.08
+Nodes (24): For /graphify add and --watch, For /graphify query, For the commit hook and native CLAUDE.md integration, For --update and --cluster-only, /graphify, Honesty Rules, Interpreter guard for subcommands, Part A - Structural extraction for code files (+16 more)
+
+### Community 4 - "speckit-analyze/SKILL.md"
+Cohesion: 0.08
+Nodes (25): 1. Initialize Analysis Context, 2. Load Artifacts (Progressive Disclosure), 3. Build Semantic Models, 4. Detection Passes (Token-Efficient Analysis), 5. Severity Assignment, 6. Produce Compact Analysis Report, 7. Provide Next Actions, 8. Offer Remediation (+17 more)
+
+### Community 5 - "Tasks: Multilingual NLP Entity Inherence Classifier (POC)"
+Cohesion: 0.06
+Nodes (33): 1. Requirement Completeness & Scope Boundaries, 2. Requirement Clarity & Decision Semantics, 3. Requirement Consistency & Alignment, 4. Acceptance Criteria & Measurability, 5. Scenario & Edge Case Coverage, Notes, POC Readiness & Requirements Quality Checklist: Multilingual NLP Entity Inherence Classifier, Content Quality (+25 more)
+
+### Community 6 - "Feature Specification Template"
+Cohesion: 0.15
+Nodes (12): Assumptions, Edge Cases, Feature Specification: [FEATURE NAME], Functional Requirements, Key Entities *(include if feature involves data)*, Measurable Outcomes, Requirements *(mandatory)*, Success Criteria *(mandatory)* (+4 more)
+
+### Community 8 - "Implementation Planning"
+Cohesion: 0.18
+Nodes (10): Completion Report, Done When, Key rules, Mandatory Post-Execution Hooks, Outline, Phase 0: Outline & Research, Phase 1: Design & Contracts, Phases (+2 more)
+
+### Community 9 - "Feature Specification"
+Cohesion: 0.18
+Nodes (10): Completion Report, Done When, For AI Generation, Mandatory Post-Execution Hooks, Outline, Pre-Execution Checks, Quick Guidelines, Section Requirements (+2 more)
+
+### Community 10 - "Task Generation"
+Cohesion: 0.18
+Nodes (10): Checklist Format (REQUIRED), Completion Report, Done When, Mandatory Post-Execution Hooks, Outline, Phase Structure, Pre-Execution Checks, Task Generation Rules (+2 more)
+
+### Community 11 - "Project Constitution"
+Cohesion: 0.18
+Nodes (10): Core Principles, Governance, [PRINCIPLE_1_NAME], [PRINCIPLE_2_NAME], [PRINCIPLE_3_NAME], [PRINCIPLE_4_NAME], [PRINCIPLE_5_NAME], [PROJECT_NAME] Constitution (+2 more)
+
+### Community 12 - "Constitution Template"
+Cohesion: 0.18
+Nodes (10): Core Principles, Governance, [PRINCIPLE_1_NAME], [PRINCIPLE_2_NAME], [PRINCIPLE_3_NAME], [PRINCIPLE_4_NAME], [PRINCIPLE_5_NAME], [PROJECT_NAME] Constitution (+2 more)
+
+### Community 13 - "Graphify Exports"
+Cohesion: 0.22
+Nodes (8): graphify reference: extra exports and benchmark, Step 6b - Wiki (only if --wiki flag), Step 7 - Neo4j export (only if --neo4j or --neo4j-push flag), Step 7a - FalkorDB export (only if --falkordb or --falkordb-push flag), Step 7b - SVG export (only if --svg flag), Step 7c - GraphML export (only if --graphml flag), Step 7d - MCP server (only if --mcp flag), Step 8 - Token reduction benchmark (only if total_words > 5000)
+
+### Community 14 - "Ponytail Configuration"
+Cohesion: 0.22
+Nodes (8): Boundaries, Intensity, Output, Persistence, Ponytail, Rules, The ladder, When NOT to be lazy
+
+### Community 15 - "Implementation Planning Template"
+Cohesion: 0.22
+Nodes (8): Complexity Tracking, Constitution Check, Documentation (this feature), Implementation Plan: [FEATURE], Project Structure, Source Code (repository root), Summary, Technical Context
+
+### Community 16 - "Ponytail Help"
+Cohesion: 0.25
+Nodes (7): Configure Default Mode, Deactivate, Levels, More, Ponytail Help, Skills, Update
+
+### Community 17 - "Checklist Generation"
+Cohesion: 0.25
+Nodes (7): Anti-Examples: What NOT To Do, Checklist Purpose: "Unit Tests for English", Example Checklist Types & Sample Items, Execution Steps, Post-Execution Checks, Pre-Execution Checks, User Input
+
+### Community 18 - "Clarification Workflow"
+Cohesion: 0.29
+Nodes (6): Completion Report, Done When, Mandatory Post-Execution Hooks, Outline, Pre-Execution Checks, User Input
+
+### Community 19 - "Implementation Workflow"
+Cohesion: 0.29
+Nodes (6): Completion Report, Done When, Mandatory Post-Execution Hooks, Outline, Pre-Execution Checks, User Input
+
+### Community 20 - "Graph Query"
+Cohesion: 0.33
+Nodes (5): For /graphify explain, For /graphify path, graphify reference: query, path, explain, Step 0 — Constrained query expansion (REQUIRED before traversal), Step 1 — Traversal
+
+### Community 21 - "Constitution Workflow"
+Cohesion: 0.33
+Nodes (5): Outline, Post-Execution Checks, Pre-Execution Checks, Scope Guard, User Input
+
+### Community 23 - "Ponytail Audit"
+Cohesion: 0.40
+Nodes (4): Boundaries, Hunt, Output, Tags
+
+### Community 24 - "Ponytail Metrics"
+Cohesion: 0.40
+Nodes (4): Boundaries, Honesty boundary, Ponytail Gain, Scoreboard
+
+### Community 25 - "Ponytail Review"
+Cohesion: 0.40
+Nodes (4): Boundaries, Examples, Format, Scoring
+
+### Community 26 - "Task Issue Conversion"
+Cohesion: 0.40
+Nodes (4): Outline, Post-Execution Checks, Pre-Execution Checks, User Input
+
+### Community 27 - "Checklist Template"
+Cohesion: 0.40
+Nodes (4): [Category 1], [Category 2], [CHECKLIST TYPE] Checklist: [FEATURE NAME], Notes
+
+### Community 28 - "Graphify Watch Mode"
+Cohesion: 0.50
+Nodes (3): For /graphify add, For --watch, graphify reference: add a URL and watch a folder
+
+### Community 29 - "Graphify Hooks"
+Cohesion: 0.50
+Nodes (3): For git commit hook, For native CLAUDE.md integration, graphify reference: commit hook and native CLAUDE.md integration
+
+### Community 30 - "Graphify Updates"
+Cohesion: 0.50
+Nodes (3): For --cluster-only, For --update (incremental re-extraction), graphify reference: incremental update and cluster-only
+
+### Community 31 - "Ponytail Debt"
+Cohesion: 0.50
+Nodes (3): Boundaries, Output, Scan
+
+### Community 40 - "Feature Specification: Multilingual NLP Entity Inherence Classifier (POC)"
+Cohesion: 0.14
+Nodes (14): Assumptions, Assumptions & Scope, Clarifications, Explicit Out of Scope (POC), Feature Specification: Multilingual NLP Entity Inherence Classifier (POC), Functional Requirements, Key Entities *(data models & domain entities)*, Measurable Outcomes (+6 more)
+
+### Community 41 - "1. Technical Decisions & Tradeoffs"
+Cohesion: 0.22
+Nodes (8): 1. Technical Decisions & Tradeoffs, 2. Standardized Error Handling Strategy, Decision 1: Execution Engine & CLI Architecture, Decision 2: Multilingual Language Detection & Normalization (Tier 1 Core), Decision 3: Materialized ECP Snapshot Contract & Matching Logic, Decision 4: Tier 2 (Embeddings) & Tier 3 (LLM) Optional Adapters, Decision 5: Controlled 24-Case POC Benchmark Suite, Technical Research & Architecture Decisions (POC)
+
+### Community 42 - "1. Input Schemas"
+Cohesion: 0.25
+Nodes (7): 1.1 ECP Snapshot Schema (`snapshot.json`), 1.2 Content Item Schema (`content.md`), 1. Input Schemas, 2.1 Classification Success Result Schema (`result.json`), 2.2 Error Result Schema, 2. Output Schemas, Data Models & Schemas (POC)
+
+### Community 43 - "2. Basic CLI Usage Examples"
+Cohesion: 0.25
+Nodes (7): 1. Prerequisites & Installation, 2.1 Direct Inherence (Portuguese), 2.2 Contextual Inherence via Graph Snapshot (German), 2.3 Tangential Mention (Spanish), 2. Basic CLI Usage Examples, 3. Running the Controlled 24-Case Benchmark, Quickstart & Validation Guide (POC)
+
+### Community 44 - "2. Standard Streams & Exit Codes"
+Cohesion: 0.29
+Nodes (6): 1.1 Arguments & Options, 1. Command Line Interface, 2.1 Exit Codes, 2.2 Standard Output (`stdout`) / Standard Error (`stderr`), 2. Standard Streams & Exit Codes, CLI Contract & Interface Specification (POC)
+
+### Community 45 - "ECPSnapshot"
+Cohesion: 0.07
+Nodes (26): ABC, Any, parametrize, BaseNLPAdapter, Base abstract adapter interface for optional Tier 2 / Tier 3 NLP enhancers., Abstract interface for pluggable NLP classification adapters., Return True if the underlying provider or model is installed and configured., Compute semantic similarity score between text and a set of candidate terms. (+18 more)
+
+### Community 46 - "classifier.py"
+Cohesion: 0.09
+Nodes (39): emit_error(), Enum, count_phrase_occurrences(), InherenceClassifier, match_phrase_in_text(), Core deterministic classification engine (Tier 1 core)., Check if a normalized phrase appears in normalized text with word boundary…, Count occurrences of a phrase in text. (+31 more)
+
+### Community 47 - "detect_language"
+Cohesion: 0.19
+Nodes (16): detect_language(), extract_words(), normalize_text(), Lightweight multilingual language detection and text normalization., Normalize text by converting to lowercase and stripping combining diacritical…, Tokenize text into lowercase alphanumeric words., Detect the ISO-639-1 language code of text among supported languages (pt, en,…, Unit tests for language detection and text normalization. (+8 more)
+
+### Community 48 - "main"
+Cohesion: 0.31
+Nodes (9): main(), parse_args(), Namespace, CLI execution tests covering flags, arguments, stdout, and error handling., test_cli_empty_content_file(), test_cli_missing_ecp_file(), test_cli_missing_required_ecp_field(), test_cli_output_file() (+1 more)
+
+## Knowledge Gaps
+- **291 isolated node(s):** `text-nlp-classifier`, `MatchedGraphEntity`, `graphify`, `Usage`, `What graphify is for` (+286 more)
+  These have ≤1 connection - possible missing edges or undocumented components.
+- **37 thin communities (<3 nodes) omitted from report** — run `graphify query` to explore isolated nodes.
+
+## Suggested Questions
+_Questions this graph is uniquely positioned to answer:_
+
+- **Why does `ECPSnapshot` connect `ECPSnapshot` to `main`, `classifier.py`?**
+  _High betweenness centrality (0.011) - this node is a cross-community bridge._
+- **Why does `detect_language()` connect `detect_language` to `classifier.py`?**
+  _High betweenness centrality (0.007) - this node is a cross-community bridge._
+- **Why does `InherenceClassifier` connect `classifier.py` to `main`, `ECPSnapshot`?**
+  _High betweenness centrality (0.006) - this node is a cross-community bridge._
+- **Are the 10 inferred relationships involving `ECPSnapshot` (e.g. with `main()` and `BaseNLPAdapter`) actually correct?**
+  _`ECPSnapshot` has 10 INFERRED edges - model-reasoned connections that need verification._
+- **Are the 6 inferred relationships involving `InherenceClassifier` (e.g. with `LocalEmbeddingsAdapter` and `LLMFallbackAdapter`) actually correct?**
+  _`InherenceClassifier` has 6 INFERRED edges - model-reasoned connections that need verification._
+- **Are the 4 inferred relationships involving `ClassificationResult` (e.g. with `BaseNLPAdapter` and `LocalEmbeddingsAdapter`) actually correct?**
+  _`ClassificationResult` has 4 INFERRED edges - model-reasoned connections that need verification._
+- **Are the 3 inferred relationships involving `LocalEmbeddingsAdapter` (e.g. with `ClassificationResult` and `ECPSnapshot`) actually correct?**
+  _`LocalEmbeddingsAdapter` has 3 INFERRED edges - model-reasoned connections that need verification._
@@ -0,0 +1,572 @@
+{
+  ".specify/scripts/powershell/check-prerequisites.ps1": {
+    "mtime": 1787189272.2023797,
+    "seen": 1787189326.0933716,
+    "ast_hash": "ab9d4c9d5772d28c6b2150b1f53ac638",
+    "semantic_hash": ""
+  },
+  ".specify/scripts/powershell/common.ps1": {
+    "mtime": 1787189272.20638,
+    "seen": 1787189326.0933838,
+    "ast_hash": "6d1dc2322173d3cd13a3633d61324293",
+    "semantic_hash": ""
+  },
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