분석
Models
beta_analytics_artifact_activity: object{ artifact_type, artifacts_created_count, distinct_user_count, 6 more }Artifact-creation activity for one (artifact_type, is_shared) bucket
on a given day.
Artifact-creation activity for one (artifact_type, is_shared) bucket
on a given day.
Artifacts form a small finite cube — the canonical MIME type (8 values incl.
other) crossed with shared-vs-private — so the response is the full set of
non-empty buckets, not a ranked/paginated list. Claude Code and Cowork
artifacts report under text/html and are counted from 2026-08-17
onward; earlier days contain claude.ai chat artifacts only. With
group_by[]=product / user_id / rbac_group_id each row is further
split by the flat group keys and counts are scoped to that cut.
beta_analytics_chat_cowork_unified_chat_metrics: object{ connectors_used_count, distinct_artifacts_created_count, distinct_connectors_used_count, 9 more }Chat activity recorded while members had Chat and Cowork unified turned
on.
Chat activity recorded while members had Chat and Cowork unified turned on.
beta_analytics_chat_cowork_unified_sessions_metrics: object{ action_count, artifacts_created_count, connectors_used_count, 14 more }Cowork session activity recorded while members had Chat and Cowork
unified turned on.
Cowork session activity recorded while members had Chat and Cowork unified turned on.
beta_analytics_chat_metrics: object{ connectors_used_count, distinct_artifacts_created_count, distinct_connectors_used_count, 9 more }Claude.ai activity metrics for a single user on a given day.
Claude.ai activity metrics for a single user on a given day.
beta_analytics_claude_code_metrics: object{ core_metrics, tool_actions }Claude Code activity metrics for a single user on a given day.
Claude Code activity metrics for a single user on a given day.
beta_analytics_claude_tag_category: "dm" or "engaged" or "monitoring" or 2 more
beta_analytics_connector_activity: object{ chat_metrics, claude_code_metrics, connector_name, 14 more }Per-connector activity data for a given day.
Per-connector activity data for a given day.
beta_analytics_connector_chat_cowork_unified_chat_metrics: object{ distinct_conversation_connector_used_count }A connector's use in chat conversations recorded while members had
Chat and Cowork unified turned on.
A connector's use in chat conversations recorded while members had Chat and Cowork unified turned on.
Same measure as chat_metrics.distinct_conversation_connector_used_count, for activity recorded while members had Chat and Cowork unified turned on. Approximate (HLL, typical error <2%) in date-range mode. Null on aggregated rows where a distinct count cannot be computed.
beta_analytics_connector_chat_cowork_unified_sessions_metrics: object{ distinct_session_connector_used_count }A connector's use in Cowork sessions recorded while members had
Chat and Cowork unified turned on.
A connector's use in Cowork sessions recorded while members had Chat and Cowork unified turned on.
Same measure as cowork_metrics.distinct_session_connector_used_count, for activity recorded while members had Chat and Cowork unified turned on. Approximate (HLL, typical error <2%) in date-range mode. Null on aggregated rows where a distinct count cannot be computed.
beta_analytics_connector_chat_metrics: object{ distinct_conversation_connector_used_count }Claude.ai activity metrics for a single connector on a given day.
Claude.ai activity metrics for a single connector on a given day.
Number of distinct conversations in which the connector was used. Approximate (HLL, typical error <2%) in date-range mode. Null on aggregated rows where a distinct count cannot be computed.
beta_analytics_connector_claude_code_metrics: object{ distinct_session_connector_used_count }Claude Code activity metrics for a single connector on a given day.
Claude Code activity metrics for a single connector on a given day.
Number of distinct Claude Code sessions in which the connector was used. Approximate (HLL, typical error <2%) in date-range mode. Null on aggregated rows where a distinct count cannot be computed.
beta_analytics_connector_cowork_metrics: object{ distinct_session_connector_used_count }Cowork activity metrics for a single connector on a given day.
Cowork activity metrics for a single connector on a given day.
Number of distinct Cowork sessions in which the connector was used. Approximate (HLL, typical error <2%) in date-range mode. Null on aggregated rows where a distinct count cannot be computed.
beta_analytics_connector_office_metrics: object{ excel, outlook, powerpoint, word }Office Agent activity metrics for a single connector on a given day, broken out by Office product.
Office Agent activity metrics for a single connector on a given day, broken out by Office product.
beta_analytics_connector_office_product_metrics: object{ distinct_session_connector_used_count }Office Agent activity metrics for a single connector on a given day within one Office product.
Office Agent activity metrics for a single connector on a given day within one Office product.
Number of distinct Office Agent sessions in which the connector was used. Approximate (HLL, typical error <2%) in date-range mode. Null on aggregated rows where a distinct count cannot be computed.
beta_analytics_context_window: "0-200k" or "200k-1M"
beta_analytics_core_code_metrics: object{ artifacts_created_count, commit_count, distinct_session_count, 2 more }Core Claude Code activity metrics for a single user on a given day.
Core Claude Code activity metrics for a single user on a given day.
Number of artifacts created in Claude Code sessions: an artifact counts once, on the day a session first saves it. Counted from 2026-08-17; 0 on earlier days. Exact in date-range mode: a creation belongs to exactly one day, so the per-day counts never overlap and their sum over the window is the exact count of distinct creations in it.
Number of commits made via Claude Code
Number of distinct Claude Code sessions. On aggregated rows and in date-range mode: summed per-day distinct counts. A session essentially never spans a UTC day, so the sum is in practice the true distinct count.
lines_of_code: object{ added_count, removed_count }Lines of code added and removed via Claude Code.
Lines of code added and removed via Claude Code.
Lines of code added
Lines of code removed
Number of pull requests created via Claude Code
beta_analytics_cost_bucketed_result: object{ amount, claude_tag_category, claude_tag_user_id, 12 more }
beta_analytics_cost_report_time_bucket: object{ ending_at, results, starting_at }
beta_analytics_cost_type: "code_execution" or "tokens" or "web_search"
beta_analytics_cost_users_item: object{ actor, amount, claude_tag_category, 15 more }
beta_analytics_cowork_metrics: object{ action_count, artifacts_created_count, connectors_used_count, 14 more }Cowork activity metrics for a single user on a given day.
Cowork activity metrics for a single user on a given day.
beta_analytics_design_metrics: object{ distinct_projects_created_count, distinct_projects_used_count, distinct_session_count, message_count }Claude Design activity metrics for a single user on a given day.
Claude Design activity metrics for a single user on a given day.
Number of distinct Claude Design projects created. Exact in date-range mode: a creation belongs to exactly one day, so the per-day counts never overlap and their sum over the window is the exact count of distinct creations in it.
Number of distinct Claude Design projects the user worked in. Approximate (HLL, typical error <2%) in date-range mode. Null on aggregated rows where a distinct count cannot be computed.
Number of distinct Claude Design sessions. Approximate (HLL, typical error <2%) in date-range mode. Null on aggregated rows where a distinct count cannot be computed.
Number of messages sent in Claude Design sessions
beta_analytics_inference_geo_filter: "global" or "not_available" or "us"
beta_analytics_lines_of_code: object{ added_count, removed_count }Lines of code added and removed via Claude Code.
Lines of code added and removed via Claude Code.
Lines of code added
Lines of code removed
beta_analytics_office_metrics: object{ excel, outlook, powerpoint, word }Office Agent activity metrics for a single user on a given day, broken out by Office product.
Office Agent activity metrics for a single user on a given day, broken out by Office product.
beta_analytics_office_product_metrics: object{ connectors_used_count, distinct_connectors_used_count, distinct_session_count, 3 more }Office Agent activity metrics for a single user on a given day within one Office product.
Office Agent activity metrics for a single user on a given day within one Office product.
Number of MCP connector invocations
Number of distinct MCP connectors used. Approximate (HLL, typical error <2%) in date-range mode. Null on aggregated rows where a distinct count cannot be computed.
Number of distinct Office Agent sessions. Approximate (HLL, typical error <2%) in date-range mode. Null on aggregated rows where a distinct count cannot be computed.
Number of distinct skills used. Approximate (HLL, typical error <2%) in date-range mode. Null on aggregated rows where a distinct count cannot be computed.
Number of messages sent
Number of skill invocations
beta_analytics_plugin_activity: object{ claude_code_metrics, cowork_metrics, distinct_user_count, 9 more }Per-plugin install + invocation activity for a given day.
Per-plugin install + invocation activity for a given day.
With group_by[]=user_id / rbac_group_id / product (cowork,
claude_code and chat_cowork_unified only on this endpoint) each row is
one (plugin, user), (plugin, group), or (plugin, product) cut: the flat
user_id / rbac_group_id / product keys carry the cut and the counts
are scoped to it.
beta_analytics_plugin_claude_code_metrics: object{ distinct_session_plugin_used_count }Claude Code activity metrics for a single plugin on a given day.
Claude Code activity metrics for a single plugin on a given day.
Number of distinct Claude Code sessions in which the plugin was invoked. Null on aggregated rows where a distinct count cannot be computed.
beta_analytics_plugin_cowork_metrics: object{ distinct_session_plugin_used_count }Cowork activity metrics for a single plugin on a given day.
Cowork activity metrics for a single plugin on a given day.
Number of distinct Cowork sessions in which the plugin was invoked. Null on aggregated rows where a distinct count cannot be computed.
beta_analytics_product_filter: "chat" or "chat_cowork_unified" or "claude-tag" or 5 morePublicly documented product surfaces. claude-tag is Claude Tag, the Claude product in Slack. chat_cowork_unified is Chat and Cowork unified, Cowork's features inside claude.ai chat: chat and Cowork usage by a member who has it turned on is reported under this value instead of chat or cowork. It is accepted as a filter only on deployments that offer Chat and Cowork unified.
Publicly documented product surfaces. claude-tag is Claude Tag, the Claude product in Slack. chat_cowork_unified is Chat and Cowork unified, Cowork's features inside claude.ai chat: chat and Cowork usage by a member who has it turned on is reported under this value instead of chat or cowork. It is accepted as a filter only on deployments that offer Chat and Cowork unified.
beta_analytics_project_activity: object{ distinct_user_count, message_count, project_id, 8 more }Per-project activity data for a given day.
Per-project activity data for a given day.
beta_analytics_science_metrics: object{ delegation_count, distinct_session_count, message_count, 2 more }Claude Science activity metrics for a single user on a given day.
Claude Science activity metrics for a single user on a given day.
Number of delegations (handoffs to a specialized agent) in Claude Science sessions
Number of distinct Claude Science sessions. Approximate (HLL, typical error <2%) in date-range mode. Null on aggregated rows where a distinct count cannot be computed.
Number of messages sent in Claude Science sessions
Number of remote compute jobs launched from Claude Science sessions
Total number of skill invocations in Claude Science sessions
beta_analytics_server_tool_use: object{ web_search_requests }
The number of web search requests made.
beta_analytics_single_day_activity_summary: object{ assigned_seat_count, cowork_daily_active_user_count, cowork_monthly_active_user_count, 29 more }Per-day entry in the /summaries response.
Per-day entry in the /summaries response.
beta_analytics_skill_activity: object{ chat_metrics, claude_code_metrics, cowork_metrics, 15 more }Per-skill activity data for a given day.
Per-skill activity data for a given day.
beta_analytics_skill_chat_cowork_unified_chat_metrics: object{ distinct_conversation_skill_used_count }A skill's use in chat conversations recorded while members had
Chat and Cowork unified turned on.
A skill's use in chat conversations recorded while members had Chat and Cowork unified turned on.
Same measure as chat_metrics.distinct_conversation_skill_used_count, for activity recorded while members had Chat and Cowork unified turned on. Approximate (HLL, typical error <2%) in date-range mode. Null on aggregated rows where a distinct count cannot be computed.
beta_analytics_skill_chat_cowork_unified_sessions_metrics: object{ distinct_session_skill_used_count }A skill's use in Cowork sessions recorded while members had Chat
and Cowork unified turned on.
A skill's use in Cowork sessions recorded while members had Chat and Cowork unified turned on.
Same measure as cowork_metrics.distinct_session_skill_used_count, for activity recorded while members had Chat and Cowork unified turned on. Approximate (HLL, typical error <2%) in date-range mode. Null on aggregated rows where a distinct count cannot be computed.
beta_analytics_skill_chat_metrics: object{ distinct_conversation_skill_used_count }Claude.ai activity metrics for a single skill on a given day.
Claude.ai activity metrics for a single skill on a given day.
Number of distinct conversations in which the skill was used. A skill counts as used only when it is explicitly activated — the model (or the user, via the skill's slash command) invokes it, reading its instructions into context as part of that activation. Skills that are merely installed or listed as available, or whose content reaches the context without an activation (preloaded, hook-injected, or read as a plain file), are not counted. Approximate (HLL, typical error <2%) in date-range mode. Null on aggregated rows where a distinct count cannot be computed.
beta_analytics_skill_claude_code_metrics: object{ distinct_session_skill_used_count }Claude Code activity metrics for a single skill on a given day.
Claude Code activity metrics for a single skill on a given day.
Number of distinct Claude Code sessions in which the skill was used. A skill counts as used only when it is explicitly activated — the model (or the user, via the skill's slash command) invokes it, reading its instructions into context as part of that activation. Skills that are merely installed or listed as available, or whose content reaches the context without an activation (preloaded, hook-injected, or read as a plain file), are not counted. Approximate (HLL, typical error <2%) in date-range mode. Null on aggregated rows where a distinct count cannot be computed.
beta_analytics_skill_cowork_metrics: object{ distinct_session_skill_used_count }Cowork activity metrics for a single skill on a given day.
Cowork activity metrics for a single skill on a given day.
Number of distinct Cowork sessions in which the skill was used. A skill counts as used only when it is explicitly activated — the model (or the user, via the skill's slash command) invokes it, reading its instructions into context as part of that activation. Skills that are merely installed or listed as available, or whose content reaches the context without an activation (preloaded, hook-injected, or read as a plain file), are not counted. Approximate (HLL, typical error <2%) in date-range mode. Null on aggregated rows where a distinct count cannot be computed.
beta_analytics_skill_office_metrics: object{ excel, outlook, powerpoint, word }Office Agent activity metrics for a single skill on a given day, broken out by Office product.
Office Agent activity metrics for a single skill on a given day, broken out by Office product.
beta_analytics_skill_office_product_metrics: object{ distinct_session_skill_used_count }Office Agent activity metrics for a single skill on a given day within one Office product.
Office Agent activity metrics for a single skill on a given day within one Office product.
Number of distinct Office Agent sessions in which the skill was used. A skill counts as used only when it is explicitly activated — the model (or the user, via the skill's slash command) invokes it, reading its instructions into context as part of that activation. Skills that are merely installed or listed as available, or whose content reaches the context without an activation (preloaded, hook-injected, or read as a plain file), are not counted. Approximate (HLL, typical error <2%) in date-range mode. Null on aggregated rows where a distinct count cannot be computed.
beta_analytics_token_type: "cache_creation.ephemeral_1h_input_tokens" or "cache_creation.ephemeral_5m_input_tokens" or "cache_read_input_tokens" or 2 more
beta_analytics_tool_action_counts: object{ accepted_count, rejected_count }Accepted/rejected counts for a single Claude Code tool type.
Accepted/rejected counts for a single Claude Code tool type.
Number of tool proposals accepted
Number of tool proposals rejected
beta_analytics_tool_actions: object{ edit_tool, multi_edit_tool, notebook_edit_tool, write_tool }Per-tool accepted/rejected counts for Claude Code file modification tools.
Per-tool accepted/rejected counts for Claude Code file modification tools.
beta_analytics_usage_bucketed_result: object{ cache_creation, cache_read_input_tokens, claude_tag_category, 12 more }
beta_analytics_usage_report_time_bucket: object{ ending_at, results, starting_at }
beta_analytics_usage_users_item: object{ actor, cache_creation, cache_read_input_tokens, 16 more }
beta_analytics_user: object{ type: "user", id, email_address }A user in the organization, identified by tagged id and email address.
A user in the organization, identified by tagged id and email address.
Object type. Always user.
Tagged user identifier (e.g. user_...)
Email address of the user
beta_analytics_user_activity: object{ chat_metrics, claude_code_metrics, cowork_metrics, 10 more }Per-user activity data for a given day.
Per-user activity data for a given day.
beta_analytics_user_actor: object{ type: "user_actor", deleted, email_address, 2 more }
Actor type. Always "user_actor".
True when the account has been deleted, or when the user is no longer a member of the organization or its associated organizations (for example, their membership was removed or they were deprovisioned via your identity provider). email_address stays populated for removed users and is null when the account has been deleted. name follows the rules described on that field. The user_id is still populated for reconciliation.
The user's email address, including for users who are no longer members of the organization or its associated organizations. Null when the account has been deleted (check deleted) and for system-minted service accounts, which have no person's mailbox behind them (check name).
The user's full name. Null when the user has not set a name. Returns "Deleted User" when the account itself has been deleted, or when the user is no longer a member of the organization or its associated organizations and the organization has chosen to hide the names of removed users. Otherwise, the name stays populated for removed users. Rows for system-minted service accounts render the service name (for example, "Claude Security" for usage by Anthropic's security-patching service) or null.
Tagged user ID.
분석요약
활동 요약 조회
$ ant beta:organization:analytics:summaries list지정한 날짜 범위에 대한 조직 전체의 활동 요약을 조회합니다.
분석사용자
사용자 활동 목록 조회
$ ant beta:organization:analytics:users list커서 기반 페이지네이션으로 특정 날짜의 사용자별 활동을 가져옵니다.
분석앱채팅프로젝트
채팅 프로젝트 사용량 조회
$ ant beta:organization:analytics:apps:chat:projects list특정 날짜의 프로젝트별 활동을 커서 기반 페이지네이션으로 조회합니다.
분석커넥터
커넥터 사용량 조회
$ ant beta:organization:analytics:connectors list커서 기반 페이지네이션으로 특정 날짜의 커넥터별 사용량을 가져옵니다.
분석플러그인
플러그인 사용량 조회
$ ant beta:organization:analytics:plugins list페이지네이션으로 특정 날짜의 플러그인별 설치 + 호출 사용량을 가져옵니다.
분석스킬
스킬 사용량 조회
$ ant beta:organization:analytics:skills list커서 기반 페이지네이션으로 특정 날짜의 스킬별 사용량을 가져옵니다.
분석Artifacts
Artifact 활동 조회
$ ant beta:organization:analytics:artifacts list특정 날짜의 아티팩트 생성 활동을 MIME 유형별로 세분화하여 가져옵니다.
분석사용량 보고서
시간 경과에 따른 토큰 사용량 조회
$ ant beta:organization:analytics:usage-report list날짜 범위에 걸친 시간 경과에 따른 토큰 사용량을 조회합니다.
분석사용자 사용량 보고서
사용자별 토큰 사용량 조회
$ ant beta:organization:analytics:user-usage-report list날짜 범위에 걸친 사용자별 토큰 사용량을 조회합니다.
분석비용 보고서
시간 경과에 따른 비용 조회
$ ant beta:organization:analytics:cost-report list날짜 범위에 걸친 시간 경과에 따른 USD 비용을 조회합니다.
분석사용자 비용 보고서
사용자별 비용 조회
$ ant beta:organization:analytics:user-cost-report list날짜 범위에 걸친 사용자별 USD 비용을 조회합니다.