> ## Documentation Index > Fetch the complete documentation index at: https://docs.labelbox.com/llms.txt > Use this file to discover all available pages before exploring further. # Open the session analyst for a session > Returns the caller's session analyst for the tree containing this session, starting one if they have none (200 in both cases; created distinguishes a new conversation): a read-only assistant session that answers questions about the target -- what the agents were asked to do, what they did, which tools failed, how they coordinated, what it cost and how it was graded. Ask it questions by sending messages to the returned analyst session (managedAgentsSendSessionEventsV2) and read its answers from that session's events or event stream. One analyst per caller per tree: opening again returns the same conversation, and a body of {"reset": true} ends it; the next question starts a new one. The analyst runs on a fixed platform model with no sandbox and no credentials, and nothing it does changes the target session. Any session id in the tree is accepted; the analyst always reads the whole tree. When the tenant is out of credit, a question returns 403 session_start_not_admitted with details.reason out_of_credit and is not delivered; add credits and ask again. A suspended tenant gets the same 403 with details.reason tenant_suspended. ## OpenAPI ````yaml /recursion/openapi.yaml post /managed-agents/v2/sessions/{sessionId}/analyst openapi: 3.1.0 info: title: Managed Agents API version: 0.16.0 description: >- The Recursion Managed Agents REST API. Authenticate with a Recursion API key as a bearer token. An organization-scoped key acts in its own organization and needs nothing else; a tenant-scoped key must also send `x-organization-id` with an organization id or `default`. Field names follow each operation's published schema. servers: - url: https://api.recursion.labelbox.com security: - bearerAuth: [] paths: /managed-agents/v2/sessions/{sessionId}/analyst: post: tags: - Sessions summary: Open the session analyst for a session description: >- Returns the caller's session analyst for the tree containing this session, starting one if they have none (200 in both cases; created distinguishes a new conversation): a read-only assistant session that answers questions about the target -- what the agents were asked to do, what they did, which tools failed, how they coordinated, what it cost and how it was graded. Ask it questions by sending messages to the returned analyst session (managedAgentsSendSessionEventsV2) and read its answers from that session's events or event stream. One analyst per caller per tree: opening again returns the same conversation, and a body of {"reset": true} ends it; the next question starts a new one. The analyst runs on a fixed platform model with no sandbox and no credentials, and nothing it does changes the target session. Any session id in the tree is accepted; the analyst always reads the whole tree. When the tenant is out of credit, a question returns 403 session_start_not_admitted with details.reason out_of_credit and is not delivered; add credits and ask again. A suspended tenant gets the same 403 with details.reason tenant_suspended. operationId: managedAgentsOpenSessionAnalystV2 parameters: - description: >- Session id (UUID) as returned by managedAgentsStartSession or managedAgentsListSessions. in: path name: sessionId required: true schema: description: >- Session id (UUID) as returned by managedAgentsStartSession or managedAgentsListSessions. format: uuid type: string - $ref: '#/components/parameters/RecursionTenantId' - $ref: '#/components/parameters/RecursionOrganizationId' requestBody: content: application/json: schema: $ref: '#/components/schemas/OpenSessionAnalystRequest' responses: '200': content: application/json: schema: $ref: '#/components/schemas/StandaloneV2SessionAnalystResponse' description: OK headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '400': description: Bad Request. content: application/json: schema: oneOf: - $ref: '#/components/schemas/ManagedAgentsApiErrorInvalidJson' - $ref: '#/components/schemas/ManagedAgentsApiErrorInvalidRequest' discriminator: propertyName: code mapping: invalid_json: '#/components/schemas/ManagedAgentsApiErrorInvalidJson' invalid_request: '#/components/schemas/ManagedAgentsApiErrorInvalidRequest' x-recursion-error-codes: - invalid_json - invalid_request headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '401': description: Unauthorized. content: application/json: schema: $ref: '#/components/schemas/ManagedAgentsApiErrorUnauthorized' x-recursion-error-codes: - unauthorized headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '403': description: Forbidden. content: application/json: schema: oneOf: - $ref: '#/components/schemas/ManagedAgentsApiErrorForbidden' - $ref: >- #/components/schemas/ManagedAgentsApiErrorSessionStartNotAdmitted - $ref: >- #/components/schemas/ManagedAgentsApiErrorWorkspaceBoundaryDenied discriminator: propertyName: code mapping: forbidden: '#/components/schemas/ManagedAgentsApiErrorForbidden' session_start_not_admitted: >- #/components/schemas/ManagedAgentsApiErrorSessionStartNotAdmitted workspace_boundary_denied: >- #/components/schemas/ManagedAgentsApiErrorWorkspaceBoundaryDenied x-recursion-error-codes: - forbidden - session_start_not_admitted - workspace_boundary_denied headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '404': description: Not Found. content: application/json: schema: $ref: '#/components/schemas/ManagedAgentsApiErrorNotFound' x-recursion-error-codes: - not_found headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '409': description: Conflict. content: application/json: schema: oneOf: - $ref: '#/components/schemas/ManagedAgentsApiErrorConflict' - $ref: '#/components/schemas/ManagedAgentsApiErrorRevisionConflict' discriminator: propertyName: code mapping: conflict: '#/components/schemas/ManagedAgentsApiErrorConflict' revision_conflict: '#/components/schemas/ManagedAgentsApiErrorRevisionConflict' x-recursion-error-codes: - conflict - revision_conflict headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '413': description: Payload Too Large. content: application/json: schema: $ref: '#/components/schemas/ManagedAgentsApiErrorPayloadTooLarge' x-recursion-error-codes: - payload_too_large headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '415': description: Unsupported Media Type. content: application/json: schema: $ref: '#/components/schemas/ManagedAgentsApiErrorUnsupportedMediaType' x-recursion-error-codes: - unsupported_media_type headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '429': headers: Retry-After: description: >- When present, delay in seconds or an HTTP-date after which the caller may retry; absence supplies no retry advice. schema: type: string style: simple recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' description: Too Many Requests. content: application/json: schema: oneOf: - $ref: >- #/components/schemas/ManagedAgentsApiErrorRateLimitExceeded - $ref: >- #/components/schemas/ManagedAgentsApiErrorTenantConcurrencyLimit discriminator: propertyName: code mapping: rate_limit_exceeded: >- #/components/schemas/ManagedAgentsApiErrorRateLimitExceeded tenant_concurrency_limit: >- #/components/schemas/ManagedAgentsApiErrorTenantConcurrencyLimit x-recursion-error-codes: - rate_limit_exceeded - tenant_concurrency_limit '500': description: Internal Server Error. content: application/json: schema: $ref: '#/components/schemas/ManagedAgentsApiErrorInternalError' x-recursion-error-codes: - internal_error headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '502': description: A dependent service returned an invalid response. content: application/json: schema: $ref: '#/components/schemas/ManagedAgentsApiErrorDependencyFailure' x-recursion-error-codes: - bad_gateway headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '503': description: Service Unavailable. content: application/json: schema: oneOf: - $ref: >- #/components/schemas/ManagedAgentsApiErrorContentStoreUnconfigured - $ref: >- #/components/schemas/ManagedAgentsApiErrorManagedAgentsUnavailable - $ref: >- #/components/schemas/ManagedAgentsApiErrorModelProviderMetadataMissing - $ref: >- #/components/schemas/ManagedAgentsApiErrorModelProviderUnconfigured - $ref: >- #/components/schemas/ManagedAgentsApiErrorModelProviderUnreachable - $ref: '#/components/schemas/ManagedAgentsApiErrorPersistenceBusy' - $ref: >- #/components/schemas/ManagedAgentsApiErrorServiceUnavailable - $ref: >- #/components/schemas/ManagedAgentsApiErrorSessionAnalystBusy - $ref: >- #/components/schemas/ManagedAgentsApiErrorSessionAnalystModelUnavailable - $ref: >- #/components/schemas/ManagedAgentsApiErrorSessionAnalystUnconfigured - $ref: >- #/components/schemas/ManagedAgentsApiErrorSessionStartAdmissionUnavailable discriminator: propertyName: code mapping: content_store_unconfigured: >- #/components/schemas/ManagedAgentsApiErrorContentStoreUnconfigured managed_agents_unavailable: >- #/components/schemas/ManagedAgentsApiErrorManagedAgentsUnavailable model_gateway_metadata_missing: >- #/components/schemas/ManagedAgentsApiErrorModelProviderMetadataMissing model_gateway_unconfigured: >- #/components/schemas/ManagedAgentsApiErrorModelProviderUnconfigured model_gateway_unreachable: >- #/components/schemas/ManagedAgentsApiErrorModelProviderUnreachable persistence_busy: '#/components/schemas/ManagedAgentsApiErrorPersistenceBusy' service_unavailable: >- #/components/schemas/ManagedAgentsApiErrorServiceUnavailable session_analyst_busy: >- #/components/schemas/ManagedAgentsApiErrorSessionAnalystBusy session_analyst_model_unavailable: >- #/components/schemas/ManagedAgentsApiErrorSessionAnalystModelUnavailable session_analyst_unconfigured: >- #/components/schemas/ManagedAgentsApiErrorSessionAnalystUnconfigured session_start_admission_unavailable: >- #/components/schemas/ManagedAgentsApiErrorSessionStartAdmissionUnavailable x-recursion-error-codes: - content_store_unconfigured - managed_agents_unavailable - model_gateway_metadata_missing - model_gateway_unconfigured - model_gateway_unreachable - persistence_busy - service_unavailable - session_analyst_busy - session_analyst_model_unavailable - session_analyst_unconfigured - session_start_admission_unavailable headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '504': headers: Retry-After: description: When to retry, as delay seconds or an HTTP date. schema: type: string recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' description: A dependent service timed out. content: application/json: schema: $ref: '#/components/schemas/ManagedAgentsApiErrorDependencyTimeout' x-recursion-error-codes: - gateway_timeout components: parameters: RecursionTenantId: name: x-tenant-id in: header required: false description: >- Optional tenant consistency check. When present, it must name the tenant bound to the API key, including when x-organization-id is `default`. schema: minLength: 1 type: string RecursionOrganizationId: name: x-organization-id in: header required: false description: >- Organization in which to act. Required for a tenant-scoped API key. Optional for an organization-scoped key, where it must name that same organization. The value may be an organization id or `default`. schema: minLength: 1 type: string schemas: OpenSessionAnalystRequest: description: >- Optional request body of managedAgentsOpenSessionAnalyst. An empty body returns the caller's conversation with the tree, if any; question asks (starting the conversation if needed); reset ends the current conversation. properties: question: description: >- A question for the analyst. Starts the caller's conversation with this tree when there is none, as its first turn; otherwise it is delivered to the existing conversation. An analyst is never started without one. type: string x-recursion-omission: strategy: absent reset: default: false description: >- When true, ends the caller's current conversation with this tree: the analyst session is cancelled and stays readable, and the caller has no conversation until the next question. type: boolean type: object additionalProperties: false StandaloneV2SessionAnalystResponse: properties: created: description: True when this request started the conversation. type: boolean session: $ref: '#/components/schemas/StandaloneV2Session' description: >- The caller's analyst conversation for this session tree, when one exists. required: - created type: object additionalProperties: false ManagedAgentsApiErrorInvalidJson: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - invalid_json message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorInvalidRequest: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - invalid_request message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorUnauthorized: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - unauthorized message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorForbidden: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - forbidden message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorSessionStartNotAdmitted: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - session_start_not_admitted message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorWorkspaceBoundaryDenied: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - workspace_boundary_denied message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorNotFound: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - not_found message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorConflict: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - conflict message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorRevisionConflict: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - revision_conflict message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorPayloadTooLarge: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - payload_too_large message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorUnsupportedMediaType: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - unsupported_media_type message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorRateLimitExceeded: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - rate_limit_exceeded message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorTenantConcurrencyLimit: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - tenant_concurrency_limit message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorInternalError: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - internal_error message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorDependencyFailure: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - bad_gateway message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorContentStoreUnconfigured: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - content_store_unconfigured message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorManagedAgentsUnavailable: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - managed_agents_unavailable message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorModelProviderMetadataMissing: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - model_gateway_metadata_missing message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorModelProviderUnconfigured: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - model_gateway_unconfigured message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorModelProviderUnreachable: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - model_gateway_unreachable message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorPersistenceBusy: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - persistence_busy message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorServiceUnavailable: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - service_unavailable message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorSessionAnalystBusy: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - session_analyst_busy message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorSessionAnalystModelUnavailable: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - session_analyst_model_unavailable message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorSessionAnalystUnconfigured: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - session_analyst_unconfigured message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorSessionStartAdmissionUnavailable: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - session_start_admission_unavailable message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorDependencyTimeout: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - gateway_timeout message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. StandaloneV2Session: properties: accessPolicy: type: string enum: - platform_internal description: >- Present only when reading a platform-managed session directly; these sessions are omitted from session lists. activeHandoff: $ref: '#/components/schemas/StandaloneV2ActiveHandoff' description: >- Current browser handoff, including its exclusive driver claim and deadline. Absent when no browser handoff is active. Never contains the short-lived access URL. agentId: description: >- Agent this session runs (UUID). Empty for imported sessions that were not started from an agent. type: string agentSnapshot: additionalProperties: $ref: '#/components/schemas/PlatformSafeJsonValue' description: >- The definition of the agent version this session runs, frozen so later edits to the agent cannot change this session's behavior. Written at start; it changes only when the session moves to another version of its agent, which agentVersionId shows. type: object agentVersionId: description: >- Agent version this session runs (UUID), pinned at start so a later edit to the agent cannot change a running session. It changes only when the session moves to another version of its agent. type: string budget: $ref: '#/components/schemas/SessionBudgetStatus' description: >- The session tree's budget and what the tree has spent toward it, on a root session read in full. Omitted when the session has none, and on summary and list reads. computerUse: description: >- Whether this session has a computer-enabled environment and a display that passed its readiness probe. type: boolean concurrencySlotHeld: description: >- Whether this root session currently occupies the agent's max_concurrent_sessions slot. True while admitted and non-terminal. False exclusively while an active queued root waits to start. Omitted for unlimited agents, child sessions, legacy rows, and terminal or deleted sessions. type: boolean config: additionalProperties: $ref: '#/components/schemas/PlatformSafeJsonValue' description: >- Resolved per-session runtime settings written at start, including the snapshotted MCP servers and tool bindings, multi-agent roster, and delegation depth limits. The settings an agent version owns change only when the session moves to another version of its agent. Read-only to callers. type: - object - 'null' costState: description: >- final once the session has ended, its sandbox has stopped, and every charge has settled: costUsd will not change unless the session is resumed. so_far while it can still grow. Present exactly when costUsd is. enum: - final - so_far type: string costUsd: description: >- Billed cost of this session's whole tree as an exact canonical decimal USD string. On Recursion, a writer's cost also includes linked cloned outcome evaluation roots, counting each ledger charge once; manual evaluations remain independent. On other surfaces, cost remains tree-only. Compute still running is included as an estimate; the figure is final once every included tree has ended and settled. Returned by managedAgentsGetSession and managedAgentsListSessions only, and absent when it cannot be read. examples: - '1.234567' type: string createdAt: description: RFC 3339 timestamp of when this record was created. Server-assigned. format: date-time type: string credentialRefs: description: >- Explicit allowlist of individual credentials the session may use; empty when none are listed. Read credentialRefsConfigured to tell an intentionally empty allowlist from a legacy session granted whole vaults. items: $ref: '#/components/schemas/StandaloneV2VaultCredentialRef' type: array credentialRefsConfigured: description: >- True when credentialRefs is an explicit allowlist. False on legacy sessions granted every credential in their vaults, which would otherwise be indistinguishable from an empty allowlist. type: boolean effectiveModel: description: >- Provider-qualified model string this session runs, including any per-session model override. Written at start; it changes only when the session moves to another version of its agent. Prefer this over resolving model_ref_id or the current agent version when displaying the model a session runs. type: string environmentId: description: Environment whose sandbox definition this session runs in (UUID). type: string executionState: description: >- Where the agent loop is. Empty for sessions without a loop, such as imported rollouts. provisioning includes any automatic setup-image refresh before sandbox creation. The deployment's compute-ready timeout (five minutes by default) bounds sandbox readiness after refresh, not the setup run itself. A failed setup or sandbox timeout fails the session with the reason in failure. This field, read from the session itself, is the authoritative status -- a session's event stream is written on a separate path and can lag it, so an empty event list does not mean the session is still starting. enum: - provisioning - queued - running - idle - completed type: string externalSourceId: description: >- Identifier of the session's counterpart in the external_source_type system, so a caller can find the session again from that side. Set together with external_source_type. type: string externalSourceType: description: >- Kind of external system this session is correlated to, e.g. slack_thread. Set together with external_source_id and filterable when listing sessions. type: string failure: $ref: '#/components/schemas/SessionFailure' description: >- Structured terminal failure. Omitted for healthy sessions and legacy rows. forkedAtEventId: description: >- Event in the parent session (UUID) this session was forked from, so the fork's starting context is identifiable. Set only on forks. type: string kind: description: >- What produced the session: api_call, chat, rollout (an imported RL rollout), subagent (delegated by another session), benchmark, evaluation (a platform-started evaluation run over other session snapshots), reflection (a platform-started memory consolidation), or session_analyst (a platform-started read-only assistant that answers questions about another session tree). enum: - api_call - chat - rollout - subagent - benchmark - evaluation - reflection - session_analyst type: string lastActivityAt: description: >- RFC 3339 timestamp of when the agent loop last made progress. Distinct from updated_at, which any metadata write touches. Absent for sessions that run no loop. format: date-time type: string metadata: additionalProperties: type: string description: >- Caller-defined string key/value pairs supplied when the session was started, e.g. ids from your own system. Immutable, present on root sessions only, and filterable with metadataAll=key:value or metadataKeyAll=key on GET /v2/sessions. At most 32 entries; keys use letters, digits, '_', '.', and '-' up to 64 characters; values are 1-512 characters. type: object modelRefId: description: >- Model reference the session's turns run on (UUID), resolved from the agent version or the start request. Written at start; it changes only when the session moves to another version of its agent. type: string modelSnapshot: additionalProperties: $ref: '#/components/schemas/PlatformSafeJsonValue' description: >- The resolved model reference and inference settings this session runs, frozen for the same reason as agentSnapshot. Written at start; it changes only when the session moves to another version of its agent. type: object organizationId: description: >- Organization that owns this record. Resolved from the API key; never accepted from the caller. type: string parentSessionId: description: >- Session that created this one (UUID) — the delegating session for a subagent, or the source session for a fork. Empty on a root session. type: string projectId: description: >- Identifier of the external project the session's work belongs to, interpreted according to project_source. type: string rootSessionId: description: >- Root session of the multi-agent tree this session belongs to (UUID). Equal to sessionId for a root session. type: string sandboxInstanceId: description: >- Provider-assigned id of the sandbox instance serving this session. Empty before provisioning finishes; historical self_hosted sessions may also have no instance id. type: string sandboxProvider: description: >- Sandbox runtime that provisioned this session's compute, from the supported sandbox providers list. type: string sessionId: description: Identifier for this session (UUID). Server-assigned. type: string sessionPath: description: >- Position of this session within its tree, as a slash-delimited path of session ids. "/" for a root session. type: string sourceRefs: additionalProperties: $ref: '#/components/schemas/PlatformSafeJsonValue' description: >- Secondary provenance ids from the originating system beyond the primary external source, e.g. an imported rollout's problem, problem-version, and run ids. type: object status: $ref: '#/components/schemas/SessionStatus' description: >- Coarse session state shared with RL rollout imports: active, awaiting_human (for a rollout, carries no score), completed, failed, or cancelled. For where a running agent loop is, read execution_state instead. stopReason: description: >- Why the loop is not running. Set whenever execution_state is idle or completed. sleeping means the agent chose to wait and the session resumes on the next message or at wake_at; awaiting_subagents means a coordinator is waiting on delegated work; out_of_credit and tenant_suspended pause before new work and continue on the next message after the tenant is admitted again; an out_of_credit pause from the last 72 hours also continues on its own within about a minute once the tenant is admitted again; budget_reached means the session tree reached its budget and paused before its next model request, and raising or removing the session's budget continues it. type: string updatedAt: description: >- RFC 3339 timestamp of the last change to this record. Server-assigned. format: date-time type: string userId: description: >- User the session was started on behalf of, resolved from the request scope. type: string vaultIds: description: >- Vaults (UUIDs) the session may draw credentials from. Combine with credentialRefs to narrow the grant to specific credentials. items: type: string type: array wakeAt: description: >- RFC 3339 timestamp at which a sleeping session wakes itself if nobody messages it first. Absent unless the agent scheduled a timed wait. format: date-time type: string required: - rootSessionId - sessionPath - sessionId - organizationId - kind - status - computerUse - credentialRefs - credentialRefsConfigured - config - createdAt - updatedAt type: object additionalProperties: false ManagedAgentsApiErrorDetails: type: object properties: field: description: >- Request field or header responsible for the error, when one can be identified. type: string issues: description: >- Boundary-validation failures as path-prefixed human-readable messages. type: array items: type: string requestId: description: Request correlation identifier for support and log lookup. type: string retryable: description: >- Server advice about failure transience. `true` means transient, `false` means non-transient, and absence gives no advice. Automatic replay is allowed only when this field is not `false` and the operation-specific retry and idempotency contract permits replay. type: boolean additionalProperties: $ref: '#/components/schemas/PlatformSafeJsonValue' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. StandaloneV2ActiveHandoff: properties: accessExpiresAt: description: >- Latest time the current display access remains usable; never later than deadline_at. format: date-time type: string deadlineAt: description: When the handoff automatically expires and the agent resumes. format: date-time type: string handoffId: description: Stable identifier for this browser handoff. type: string reason: description: Why the agent asked a person to take over the shared browser. type: string requestedAt: description: When the agent requested the handoff. format: date-time type: string state: description: >- Whether nobody has opened access yet, one person currently owns the display, or hand-back/deadline resolution is being delivered. enum: - awaiting_user - user_driving - resolved type: string wakeCause: description: >- Resolution cause once resolved: user_handed_back, deadline_elapsed, cancelled, or interrupted. type: string required: - handoffId - reason - requestedAt - deadlineAt - state type: object additionalProperties: false PlatformSafeJsonValue: description: >- A JSON value whose integer members stay within the exact ECMAScript safe-integer range at every nesting level. oneOf: - type: 'null' - type: boolean - type: string - type: integer minimum: -9007199254740991 maximum: 9007199254740991 - type: number not: type: integer - type: array items: $ref: '#/components/schemas/PlatformSafeJsonValue' - additionalProperties: $ref: '#/components/schemas/PlatformSafeJsonValue' type: object SessionBudgetStatus: description: A session tree's budget and what it has spent toward it. properties: agentCapUsd: description: >- The agent's multiagent.limits.max_tree_cost_usd, in US dollars with two decimals: the most this budget can be set to. A session whose budget reached it stays paused; start a new session, or raise the agent's cap for sessions started after. examples: - '25.00' readOnly: true type: string continuesOnRaise: description: >- Whether raising or removing the budget of a session paused at it continues the session right away. False for a session bound to a Slack thread, which continues on its next reply there. readOnly: true type: boolean maxCostUsd: description: The budget in US dollars, with two decimals. examples: - '10.00' pattern: ^(0|[1-9][0-9]{0,5})(\.[0-9]{1,2})?$ type: string spentUsd: description: >- What the session tree has spent, plus any linked outcome grading sessions charged to the same budget on Recursion, in US dollars with two decimals, at the billed price the budget is enforced at (models, tools and sandbox compute). Present on a full read of the root; absent when the spend could not be read. A session that paused at its budget can read a little past it: the request that crossed it completes. examples: - '4.20' readOnly: true type: string required: - maxCostUsd - continuesOnRaise type: object additionalProperties: false StandaloneV2VaultCredentialRef: properties: credentialId: description: Credential to select inside vault_id. type: string vaultId: description: >- Vault holding the credential. Required, because credential ids are unique only within a vault. type: string required: - vaultId - credentialId type: object additionalProperties: false SessionFailure: description: >- Structured, sanitized reason a session terminated abnormally. Present on a session only after a terminal failure; healthy and legacy sessions omit it. properties: at: description: Time the terminal failure was persisted. format: date-time type: string category: description: >- Who can act on this failure: transient (wait or retry), caller_error (change the request or configuration, retrying as-is will not help), or internal (report it). retryable=false with category=caller_error is a fixable mistake, not an outage. A retryable failure is never caller_error: if the platform will retry, changing the request is not the fix. enum: - transient - caller_error - internal type: string code: description: Stable machine-readable failure code. type: string message: description: >- Sanitized bounded operator-facing message; never contains raw provider response bodies or credentials. type: string phase: description: >- Lifecycle phase that failed, such as provisioning, setup, workflow, or model. type: string retryable: description: >- Whether the platform will retry, or a retry of the same request may succeed on its own. False does not mean permanently broken -- read category to tell a transient condition from a request the caller must change. type: boolean required: - phase - code - message - retryable - category - at type: object additionalProperties: false SessionStatus: description: Coarse session state shared by Managed Agents and imported RL rollouts. enum: - active - awaiting_human - completed - failed - cancelled type: string headers: RecursionOrganizationId: description: Organization id resolved for this request. schema: minLength: 1 type: string RecursionTenantId: description: Tenant id resolved for this request. schema: minLength: 1 type: string securitySchemes: bearerAuth: type: http scheme: bearer description: A Recursion API key, created in the console under API keys. ````