Ae Analysis
Use ae-cli for AE analysis-side data questions, asset operations, and asset governance: reports, analysis boards, BI dashboards, ad-hoc models, drilldown, detail data, alerts, clusters, tags, metrics, metadata, project configuration, tracking plans, governance asset lists/rules/lineage/impact/dependency, batch asset operations, projects, and resource links. Use when the user asks to query data, explain a change, export evidence, inspect/create/update/govern analysis assets, recommend project assets for certification/authentication, review asset-certification recommendations, review metric recommendations, or build/update/refresh/sync a project semantic knowledge base from a governed asset package.
Specification
- Skill ID
- thinkingaiagenticengine/ae-cli/ae-analysis
- Publisher
- thinkingaiagenticengine
- Repository
- ae-cli
- Installs
- 0
- Files
- 388
- Synced
- Sep 23, 2026
How to use it
Open any RiverX project, open the Skills panel in the chat, and search for this identifier. The files are fetched from the source repository at install time.
thinkingaiagenticengine/ae-cli/ae-analysisInstalls these files- SKILL.md
- references/adhoc_export.md
- references/adhoc_run.md
- references/agent_review_detail.md
- references/agent_review_evidence.md
- references/agent_review_list.md
- references/agent_review_preflight.md
- references/agent_review_priorities_comparisons.md
- references/agent_review_records.md
- references/agent_review_retry.md
- references/agent_review_review.md
- references/agent_review_submit_to_page.md
- references/ai_models.md
- references/ai_models/attribution.md
- references/ai_models/distribution.md
- references/ai_models/event.md
- references/ai_models/funnel.md
- references/ai_models/heat_map.md
- references/ai_models/interval.md
- references/ai_models/path.md
- references/ai_models/prop_analysis.md
- references/ai_models/rank_list.md
- references/ai_models/retention.md
- references/ai_models/revenue.md
- references/ai_models/sql.md
- references/ai_models/tag.md
- references/alert_create.md
- references/alert_delete.md
- references/alert_detail_list.md
- references/alert_get.md
- references/alert_job_list.md
- references/alert_list.md
- references/alert_notice_config_list.md
- references/alert_start.md
- references/alert_stop.md
- references/alert_update.md
- references/analysis_data_export.md
- references/analysis_data_retrieval.md
- references/analysis_drilldown_contract.md
- references/analysis_gateway_assets.md
- references/analysis_interpretation.md
- references/artifact_download.md
- references/asset_abnormal_get.md
- references/asset_abnormal_list.md
- references/asset_authentication_export.md
- references/asset_authentication_list.md
- references/asset_authentication_update.md
- references/asset_batch_dashboard_schedule_freeze.md
- references/asset_batch_delete.md
- references/asset_batch_disable_auto_backup.md
- references/asset_batch_disable_auto_update.md
- references/asset_batch_handover.md
- references/asset_batch_info_export.md
- references/asset_batch_sql_export.md
- references/asset_dependency_list.md
- references/asset_export.md
- references/asset_impact_list.md
- references/asset_lineage_get.md
- references/asset_list.md
- references/asset_query_history_list.md
- references/asset_recent_list.md
- references/asset_search.md
- references/asset_url_get.md
- references/audience_models.md
- references/bi_panel_copy.md
- references/bi_panel_create.md
- references/bi_panel_delete.md
- references/bi_panel_get.md
- references/bi_panel_list.md
- references/bi_panel_page_data_export.md
- references/bi_panel_page_data_run.md
- references/bi_panel_share.md
- references/bi_panel_update.md
- references/bi_panel_version_get.md
- references/bi_panel_version_publish.md
- references/catalog_export.md
- references/catalog_list.md
- references/check_delete.md
- references/check_export.md
- references/check_get.md
- references/check_list.md
- references/check_retry.md
- references/check_run.md
- references/command_index.md
- references/cross_source_config.md
- references/dashboard_abnormal_get.md
- references/dashboard_copy.md
- references/dashboard_create.md
- references/dashboard_daily_report_get.md
- references/dashboard_daily_report_send.md
- references/dashboard_daily_report_send_status.md
- references/dashboard_daily_report_update.md
- references/dashboard_definition_export.md
- references/dashboard_definition_import.md
- references/dashboard_delete.md
- references/dashboard_freeze.md
- references/dashboard_get.md
- references/dashboard_handover.md
- references/dashboard_list.md
- references/dashboard_report_add.md
- references/dashboard_report_data_export.md
- references/dashboard_report_data_run.md
- references/dashboard_share.md
- references/dashboard_share_info.md
- references/dashboard_task_status.md
- references/dashboard_update.md
- references/datatable_columns_get.md
- references/datatable_influence_list.md
- references/datatable_version_get.md
- references/datatable_version_list.md
- references/debug_data_list.md
- references/debug_device_add.md
- references/debug_device_list.md
- references/debug_device_select.md
- references/drilldown_entities_export.md
- references/drilldown_entities_run.md
- references/drilldown_events_export.md
- references/drilldown_events_run.md
- references/drilldown_user_events_export.md
- references/drilldown_user_events_run.md
- references/entity_detail_export.md
- references/entity_detail_run.md
- references/entity_id_import_options.md
- references/event_blacklist_add.md
- references/event_blacklist_list.md
- references/event_blacklist_update.md
- references/event_changelog_list.md
- references/event_create.md
- references/event_delete.md
- references/event_detail_export.md
- references/event_detail_run.md
- references/event_export.md
- references/event_get.md
- references/event_hide_update.md
- references/event_influence_list.md
- references/event_list.md
- references/event_property_bundle_export.md
- references/event_property_bundle_import.md
- references/event_relation_update.md
- references/event_update.md
- references/exchange_config_update.md
- references/exchange_rate_refresh.md
- references/exchange_rule_list.md
- references/exchange_rule_update.md
- references/exchange_rule_validate.md
- references/favorite_add.md
- references/favorite_remove.md
- references/filter_value_list.md
- references/folder_create.md
- references/folder_delete.md
- references/folder_share.md
- references/governance_recommendation_decisions.md
- references/governance_recommendation_export.md
- references/governance_recommendation_submit.md
- references/history_tag_batch_refresh.md
- references/history_tag_clear.md
- references/history_tag_data_drilldown_export.md
- references/history_tag_data_drilldown_run.md
- references/history_tag_data_export.md
- references/history_tag_data_run.md
- references/history_tag_list.md
- references/history_tag_refresh.md
- references/ingest_error_list.md
- references/ingest_summary.md
- references/input_file_inspect.md
- references/input_file_purpose_list.md
- references/input_file_upload.md
- references/live_data_export.md
- references/live_data_list.md
- references/metadata_resolution.md
- references/metric_create.md
- references/metric_delete.md
- references/metric_export.md
- references/metric_get.md
- references/metric_list.md
- references/metric_update.md
- references/operation_record_export.md
- references/operation_record_list.md
- references/personal_semantic_preference_add.md
- references/personal_semantic_preference_delete.md
- references/personal_semantic_preference_get.md
- references/personal_semantic_preference_list.md
- references/personal_semantic_preference_update.md
- references/plan_change_log_export.md
- references/plan_change_log_list.md
- references/plan_delete_items.md
- references/plan_export.md
- references/plan_generate.md
- references/plan_get.md
- references/plan_import_excel.md
- references/plan_save_items.md
- references/plan_sync_display_names.md
- references/plan_sync_from_meta.md
- references/project_access_detail_get.md
- references/project_data_power_delete.md
- references/project_data_power_get.md
- references/project_data_power_list.md
- references/project_data_power_upsert.md
- references/project_entity_create.md
- references/project_entity_delete.md
- references/project_entity_event_list.md
- references/project_entity_get.md
- references/project_entity_list.md
- references/project_entity_update.md
- references/project_function_list.md
- references/project_info_create.md
- references/project_info_delete.md
- references/project_info_get.md
- references/project_info_list.md
- references/project_info_update.md
- references/project_mark_time_create.md
- references/project_mark_time_delete.md
- references/project_mark_time_list.md
- references/project_mark_time_update.md
- references/project_member_add.md
- references/project_member_batch_update.md
- references/project_member_candidate_list.md
- references/project_member_handover_export.md
- references/project_member_handover_run.md
- references/project_member_import.md
- references/project_member_list.md
- references/project_member_receiver_list.md
- references/project_member_remove.md
- references/project_member_update.md
- references/project_owner_update.md
- references/project_permission_binding_list.md
- references/project_receive_status_update.md
- references/project_role_delete.md
- references/project_role_function_list.md
- references/project_role_get.md
- references/project_role_list.md
- references/project_role_upsert.md
- references/project_role_user_list.md
- references/project_semantic_knowledge_wiki.md
- references/project_semantic_knowledge_wiki_plan_schema.md
- references/project_space_business_filter_upsert.md
- references/project_space_create.md
- references/project_space_delete.md
- references/project_space_get.md
- references/project_space_list.md
- references/project_space_share.md
- references/project_timezone_get.md
- references/project_timezone_overview.md
- references/project_timezone_update.md
- references/project_user_id_items_update.md
- references/property_changelog_list.md
- references/property_create.md
- references/property_delete.md
- references/property_export.md
- references/property_get.md
- references/property_hide_update.md
- references/property_influence_list.md
- references/property_list.md
- references/property_related_events.md
- references/property_relation_update.md
- references/property_update.md
- references/public_link_create.md
- references/public_link_delete.md
- references/public_link_list.md
- references/public_link_offline.md
- references/public_link_update.md
- references/query_cancel.md
- references/query_cluster_list.md
- references/query_context_get.md
- references/query_create_result_cluster.md
- references/report_abnormal_get.md
- references/report_change_log_get.md
- references/report_change_log_list.md
- references/report_create.md
- references/report_data_export.md
- references/report_data_run.md
- references/report_delete.md
- references/report_get.md
- references/report_list.md
- references/report_list_export.md
- references/report_update.md
- references/report_version_rollback.md
- references/rule_create.md
- references/rule_delete.md
- references/rule_list.md
- references/rule_schema.md
- references/rule_update.md
- references/run_inspect.md
- references/run_wait.md
- references/sdk_sample_generate.md
- references/sql_table_columns.md
- references/sql_table_list.md
- references/super_metadata_batch_create.md
- references/super_metadata_batch_edit.md
- references/system_admin_function_list.md
- references/system_admin_function_update.md
- references/system_admin_list.md
- references/system_admin_remove.md
- references/system_admin_upsert.md
- references/system_function_list.md
- references/system_member_add.md
- references/system_member_candidate_list.md
- references/system_member_delete.md
- references/system_member_list.md
- references/system_member_mfa_unbind.md
- references/system_member_password_reset.md
- references/system_member_project_batch_update.md
- references/system_member_status_update.md
- references/system_member_update.md
- references/system_mfa_get.md
- references/system_mfa_update.md
- references/system_node_monitor_list.md
- references/system_oauth2_update.md
- references/system_ops_alert_contact_delete.md
- references/system_ops_alert_contact_list.md
- references/system_ops_alert_contact_test.md
- references/system_ops_alert_contact_upsert.md
- references/system_preference_get.md
- references/system_preference_update.md
- references/system_project_usage_list.md
- references/system_query_alert_rule_list.md
- references/system_query_alert_rule_update.md
- references/system_query_monitor_overview.md
- references/system_query_task_cancel.md
- references/system_query_task_export.md
- references/system_query_task_get.md
- references/system_query_task_list.md
- references/system_query_task_options.md
- references/system_receiver_address_delete.md
- references/system_receiver_address_overview.md
- references/system_receiver_address_project_list.md
- references/system_receiver_address_promote.md
- references/system_receiver_address_upsert.md
- references/system_receiver_detection_get.md
- references/system_receiver_detection_run.md
- references/system_receiver_detection_update.md
- references/system_role_delete.md
- references/system_role_function_list.md
- references/system_role_get.md
- references/system_role_list.md
- references/system_role_upsert.md
- references/system_role_user_list.md
- references/system_seat_list.md
- references/system_seat_update.md
- references/system_smtp_delete.md
- references/system_smtp_get.md
- references/system_smtp_test.md
- references/system_smtp_upsert.md
- references/system_third_party_login_disable.md
- references/system_third_party_login_list.md
- references/system_third_party_login_upsert.md
- references/system_usage_overview.md
- references/system_usage_trend_export.md
- references/system_usage_trend_query.md
- references/user_cluster_create.md
- references/user_cluster_create_id.md
- references/user_cluster_delete.md
- references/user_cluster_export.md
- references/user_cluster_get.md
- references/user_cluster_list.md
- references/user_cluster_member_export.md
- references/user_cluster_member_list.md
- references/user_cluster_models.md
- references/user_cluster_refresh.md
- references/user_cluster_update.md
- references/user_cluster_update_id.md
- references/user_tag_create.md
- references/user_tag_create_id.md
- references/user_tag_delete.md
- references/user_tag_export.md
- references/user_tag_get.md
- references/user_tag_list.md
- references/user_tag_member_export.md
- references/user_tag_member_list.md
- references/user_tag_models.md
- references/user_tag_refresh.md
- references/user_tag_update.md
- references/user_tag_update_id.md
- references/virtual_event_create.md
- references/virtual_event_delete.md
- references/virtual_event_get.md
- references/virtual_property_create.md
- references/virtual_property_sql_rule_delete.md
- references/virtual_property_sql_rule_update.md
- scripts/project-semantic-knowledge-wiki/build-project-semantic-wiki.mjs
- scripts/project-semantic-knowledge-wiki/company-kb.mjs
- scripts/project-semantic-knowledge-wiki/default-compile-rules.md
- scripts/project-semantic-knowledge-wiki/generate-build-ir.mjs
- scripts/project-semantic-knowledge-wiki/package-wiki-source-zip.mjs
- scripts/project-semantic-knowledge-wiki/plan-kb-source-sync.mjs
- scripts/project-semantic-knowledge-wiki/precompiled-source.mjs
- scripts/project-semantic-knowledge-wiki/upload-kb-sources-concurrently.mjs
- scripts/read_results.py
What this skill tells the agent
ae-analysis
This is the single entry skill for analysis intent and command execution.
Analysis workflow
For data queries:
- Take the current project and requested metrics, windows, groups and filters. Reuse known assets and definitions; discover unknown business measures with metadata resolution, then select the needed saved-report or ad-hoc command/model references.
- Confirm any new business mapping once, fill the required parameters, and execute the applicable saved report or complete ad-hoc definition. Reuse confirmed meanings in dependent queries. If the confirmation tool cannot obtain a reply, present the same choices in text and wait for the reply.
- Correct compiler errors at their reported paths. New evidence or a user correction changes a completed choice; preserve the other verified inputs.
- Use the returned result directly. Save original JSON only when the user requests a file or necessary local processing requires one; follow result handling. Keep stderr and the CLI exit status visible.
- Compute only missing values needed by the request, together in one local call. Reuse completed results and answer when the requested data is available, or explain the specific error or missing input.
Route before reading
- Map the request to a command family before opening any reference.
- CLI Agent asset-authentication and metric-recommendation review: this includes requests to recommend project assets for certification/authentication, review asset-certification candidates, review project asset-governance recommendations, or review recommended metrics. Open
references/governance_recommendation_export.mdand route toanalysis-meta governance-recommendation export|submit|decisions. For review-page submission, openreferences/agent_review_submit_to_page.mdand useanalysis-meta agent-review submit-to-page|list|detail|records|review|retry. Do not load project semantics, project KB, or personal semantic preferences as a preflight. - Project semantic knowledge-base build/update/refresh/sync: open
references/project_semantic_knowledge_wiki.mdand route toproject-semantic asset-package export, local semantic planning, and local Wiki rendering. Default to CLI semantic precompilation into Markdown sources, source ZIP upload, and KB schema/compile. Update changed source files and run incremental KB compilation on refresh. Never substitute read-only snapshot import. Stop on company permission denial. This is a command-reference workflow insideae-analysis, not a standalone project semantic Skill. - Known family: open only its dedicated reference. For example, a retention request goes directly to
references/adhoc_run.md, the commonreferences/ai_models.md, andreferences/ai_models/retention.md. - Unknown family: search `references/command_index.md` with
rgor an equivalent text-search tool and keep only the matching rows.command_index.mdis a search-only fallback; never open it with a whole-file read or print the entire file.
- Read the selected command's dedicated reference before composing it:
event list->references/event_list.mdanalysis dashboard list->references/dashboard_list.mdpersonal-semantic-preference list->references/personal_semantic_preference_list.md- Asset center cross-source configuration (资产中心 / 跨源资产配置 / Excel 配置表导入): L3 discovery via
capability search "cross_source_config" --domain metadata --project-id <id>; read `references/cross_source_config.md` for workbook upload and validation. No dedicated business commands. - replace hyphens with underscores in gateway filenames.
- For an AI-facing definition, read the short common `references/ai_models.md` and
references/ai_models/<model_type>.mdfor each selected model. Batch these reads; direct model paths replace heading searches and line-number calculations. - For cluster/tag
--definition-request, also read the matching `references/user_cluster_models.md` or `references/user_tag_models.md`. Shared primitives live in `references/audience_models.md`.
- For tag periodic refresh, read
references/user_tag_create.mdorreferences/user_tag_update.md; they cover the enable switch, frequency/time schedule, cron alternative, and timezone behavior.
- For query data, read the short `references/analysis_data_retrieval.md` together with the selected command and model files. It links to export and follow-up details only when those operations are needed.
- For unknown AI-facing metadata, or when a compile failure contains
slot_kind,allowed_resource_types,search_targets, andnext_action, read and follow `references/metadata_resolution.md`. - For an unfamiliar aggregation, cohort or attribution rule, consult the matching section of `references/analysis_interpretation.md`.
Routing is complete when one command family and its dedicated references are selected. The generated command index is exhaustive and must stay out of model context except for matching search rows. This file contains routing and workflow rules only; do not duplicate a hand-maintained command inventory here.
Boundaries and priority
Use this skill for these CLI services:
analysis: reports, dashboards, BI panels, ad-hoc analysis, drilldown, detail data, alerts, clusters, tags, and async runs/artifacts.analysis-meta: gateway metadata assets, events, properties, virtual metadata, metrics, data tables, exchange rules, and super metadata. Cross-source asset configuration uses the metadata L3 catalog instead.analysis-governance: gateway asset governance operations, including governed asset lists/exports, lineage, dependency, impact, query history, rule schema/list/create/update/delete, batch asset actions, and operation records. Use this service for asset governance workflows, not for metadata event/property/metric CRUD.tracking: gateway tracking plan, checking, ingest, live-data, and event blacklist operations.personal-semantic-preference: current user's project-scoped personal semantic preferences. Use it as agent context before resolving ambiguous business wording, asset choices, or recurring user preferences.project-semanticandkbonly inside the explicit project semantic knowledge-base command-reference workflow. They are not prerequisites for asset-authentication and metric-recommendation review.
For metadata gateway detail outside the commands in the generated index, use the metadata skill. For Engage, DataOps, or Community work, use the corresponding skill.
Use ae-cli as the only execution path for this skill. If a command is missing, unsupported, not implemented, or a capability gap is confirmed, report that gap; do not switch to direct MCP execution. A validation error or need_clarification calls for its specific input correction. A transport failure such as fetch failed means the result is unavailable: report the error with any already obtained results and stop the dependent request. Resume after environment recovery; do not start route probes, sleeps or background network polling. A transport failure does not establish a missing capability or empty data.
For tags and audience clusters, use the native analysis user-tag ... and analysis user-cluster ... gateway commands.
More from thinkingaiagenticengine
Use this skill in a project
Open any RiverX project, search the Skills panel for thinkingaiagenticengine/ae-cli/ae-analysis, and install it in one click.