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Documentation Index

Fetch the complete documentation index at: https://developers.autoplay.ai/llms.txt

Use this file to discover all available pages before exploring further.

The canonical changelog for releases and PyPI sdists also lives in the repository as CHANGELOG.md. This page mirrors that file for the documentation site, with links pointed at these docs.

[0.7.3] โ€” 2026-05-14

Documentation

  • Added dedicated references for UserSessionIndex, compose_chat_pipeline(...), and build_copilot_app(...), including lifecycle details, endpoint status semantics, and failure troubleshooting.
  • Updated Logging with explicit observability guidance for autoplay_sdk.chat_pipeline, autoplay_sdk.user_index, and autoplay_sdk.serve.fastapi, including recommended app-layer log points for self-hosted bridges.
  • Added a clearer self-hosted quick-reference and troubleshooting section in README.md (repository package docs), covering primitive selection and common 404/identity/product-scope failure modes.

[0.7.2] โ€” 2026-05-14

Removed

  • TourDefinition.label and TourDefinition.user_tour_exists โ€” these fields belong to proactive_intercom.messages, not the tour registry. Removed from the dataclass, to_dict, and from_dict. Legacy configs that still include these keys are silently ignored on parse.

Added

  • TOUR_OFFER_QUICK_REPLY_BODY โ€” constant ("Would you like me to show you?"); default body for the tour-offer Yes/No quick reply.
  • tour_offer_quick_reply_body(integration_config) โ€” single SDK source-of-truth for the tour-offer message body; reads integration_config.tour_offer_body for product-level overrides, falls back to the constant. Call this after resolve_tour_offer_for_inbound returns a non-None flow id. Both symbols exported from autoplay_sdk.proactive_triggers.

[0.7.1] โ€” 2026-05-13

Added

  • autoplay_sdk.install_skills โ€” CLI command autoplay-install-skills that copies bundled Cursor/Claude agent skills into the current project. Supports --chatbot and --user-activity flags.
  • autoplay_sdk/skills/ โ€” 10 agent skill files shipped inside the wheel: autoplay-core, chatbot-ada, chatbot-intercom, chatbot-botpress, chatbot-dify, chatbot-crisp, chatbot-landbot, chatbot-tidio, activity-fullstory, activity-posthog.

Documentation

  • Ada tutorial (docs/recipes/ada/), FullStory Streams tutorial (docs/recipes/fullstory/how-to-setup.mdx), and quickstart autoplay-install-skills tip block.

[0.7.0] โ€” 2026-05-12

Added

  • autoplay_sdk.agent_state_v2 โ€” SessionState FSM with THINKING / PROACTIVE / REACTIVE states, timeout-only exit rules, and InvalidTransitionError. Coexists with v1 AgentStateMachine.
  • autoplay_sdk.proactive_triggers.trigger_config โ€” ProactiveTriggerConfig, TriggerMessage, and recursive ProactiveCriteria for config-driven proactive triggers.
  • autoplay_sdk.proactive_triggers.tour_registry โ€” TourDefinition and TourRegistry; per-tour interaction_timeout_s / cooldown_period_s overrides; get_by_user_tour_id().
  • SessionState.record_tour_step(), SessionState.set_visual_guidance(), SessionState.tick(tour_registry=None).
  • parse_tour_registry(integration_config, product_id) helper in proactive_intercom_config.

Changed

  • integration_config.proactive_intercom โ€” now a list of ProactiveTriggerConfig objects (was a single dict).
  • TriggerMessage โ€” renamed offers_tour โ†’ user_tour_exists, flow_id โ†’ user_tour_id; backward-compatible properties retained.

Documentation


[0.6.8] โ€” 2026-05-05

  • SDK branch release tag/version for current branch cut.
  • AgentStateMachine.enter_reactive_from_user_message docs + behavior notes now include rejection logging and preserved InvalidTransitionError semantics.

[0.6.7] โ€” 2026-04-30

Agent FSM, Intercom proactive quick_reply, autoplay_sdk.proactive_triggers (replaces integrations.proactive), registry timings/entity, context builders, scope validation, product-scoped context-store buckets, and proactive idle teardown for chat: run_proactive_idle_expiry, ProactiveIdleExpiryHooks, ProactiveIdleExpiryResult, Intercom DELETE /conversations/{id} helpers (build_intercom_delete_conversation_request, etc.). For full Added / Changed / Breaking detail, see the same version in the repository CHANGELOG.md.

Removed

  • autoplay_sdk.integrations.proactive โ€” use autoplay_sdk.proactive_triggers (import paths and submodules mirror the old layout).

Added

  • autoplay_sdk.agent_states โ€” AgentState, AgentStateMachine, TaskProgress, SessionMetrics, InvalidTransitionError, InvalidSnapshotError; five-state FSM; transition_on_disengagement(); to_snapshot() / from_snapshot(); can_show_proactive_with_reason().
  • autoplay_sdk.agent_states.AgentStateMachine โ€” expire_proactive_to_thinking_if_idle.
  • autoplay_sdk.integrations.intercom โ€” quick_reply helpers, INTERCOM_PROACTIVE_QUICK_REPLY_DEFAULT_BODY, proactive_trigger_canonical_url_ping_pong, connector helpers for POST /intercom/proactive/{product_id}, IntercomProactivePolicyConfig.
  • autoplay_sdk.proactive_triggers โ€” ProactiveTriggerContext, ProactiveTriggerResult, registry, CanonicalPingPongTrigger, default_proactive_trigger_registry, timings (ProactiveTriggerTimings, ProactiveTriggerEntity, interaction_timeout_s, cooldown_s).
  • autoplay_sdk.proactive_triggers.defaults โ€” ProactiveTriggerIds, get_proactive_trigger_ids(), DEFAULT_PROACTIVE_QUICK_REPLY_BODY.
  • PredicateProactiveTrigger; from_actions_payloads / from_slim_actions; DEFAULT_PROACTIVE_CONTEXT_* exports; scope (ScopePolicy, validation helpers); validate_scope (require_conversation).
  • autoplay_sdk.context_store โ€” actions_bucket_id, optional product_id on get, enrich, reset; composite _actions keys when ActionsPayload.product_id is set.

Changed

  • autoplay_sdk.integrations.intercom โ€” INTERCOM_PROACTIVE_QUICK_REPLY_DEFAULT_BODY aliases proactive_triggers.defaults.
  • ProactiveTriggerContext โ€” optional recent_actions, summaries, context_extra.
  • from_slim_actions / from_actions_payloads โ€” default scope_policy=STRICT (use LENIENT to relax).
  • POST /intercom/proactive/{product_id} documented as always-on when authenticated (ENABLE_INTERCOM_PROACTIVE_PROMPTS removed).

Documentation

Breaking changes

  • expire_proactive_to_thinking_if_idle โ€” returns ProactiveIdleExpiryResult (use if result: / result.transitioned, not is True on the return value). See CHANGELOG.md.
  • Migrate imports from autoplay_sdk.integrations.proactive to autoplay_sdk.proactive_triggers.
  • Strict scope defaults; LENIENT for old permissive behaviour.
  • Match product_id on context-store reads when payloads carry product_id.

[0.6.6] โ€” 2026-04-23

Added

  • SlimAction / ActionsPayload โ€” optional conversation_id (Intercom thread when linked); merge semantics unchanged at batch level.
  • autoplay_sdk.rag_query โ€” query-time RAG assembly (assemble_rag_chat_context, providers, ChatContextAssembly, formatters).
  • autoplay_sdk.prompts โ€” versioned Adoption Copilot defaults (RAG_SYSTEM_PROMPT, REASONING_PROMPT, RESPONSE_PROMPT).
  • autoplay_sdk.rag_query.watermark โ€” delta activity watermarks for Intercom / connector chat.
  • autoplay_sdk.prompts.intercom_readability โ€” shared INTERCOM_READABILITY_RULES fragment for Messenger replies.

Changed

  • Root __all__ documents query-time RAG vs ingestion RagPipeline.
  • RAG_SYSTEM_PROMPT / RESPONSE_PROMPT (1.2) and connector INTERCOM_CHAT_PROMPT (5) โ€” readability + guidance framing for product how-to questions.
  • assemble_rag_chat_context โ€” structured DEBUG / WARNING logging.

Documentation

Breaking changes

None for JSON consumers โ€” new fields remain optional.

[0.6.4] โ€” 2026-04-23

Added

  • SlimAction โ€” optional per-action session_id, user_id, and email (aligned with batch-level payload identity). Present on each entry in actions for SSE, push webhooks, and typed parsing.
  • RedisEventBuffer โ€” serialized JSON now includes those fields per action so buffered events round-trip cleanly.

Documentation

  • Payload schema and Typed payloads โ€” document per-action identity fields; payload schema clarifies shared shape for SSE and push webhooks.

Breaking changes

None โ€” new fields are optional (None when omitted).

[0.6.2] โ€” 2026-04-16

Added

  • POST /products terminal feedback โ€” TTY-only Rich stderr spinner and stdout success/failure lines in post_register_product_payload; no output when stdout is not a TTY.

Changed

  • run_product_onboarding โ€” single POST /products; connector performs Redis + Render when configured. render_sync_performed reflects connector dual_write in the JSON response.
  • unkey.py is now a default dependency โ€” plain pip install autoplay-sdk includes operator onboarding (autoplay_sdk.admin / Unkey).

Removed

  • autoplay-sdk[admin] extra โ€” install autoplay-sdk only.

[0.6.1] โ€” 2026-04-14

Added

  • ConversationEvent (autoplay_sdk.chatbot) โ€” dataclass for chatbot session-link webhooks.
  • BaseChatbotWriter session-link webhook flow โ€” SESSION_LINK_WEBHOOK_TOPICS, extract_conversation_event(), _parse_session_link_webhook_payload() (subclasses override parse only).
  • autoplay_sdk.integrations.intercom โ€” webhook topic constants, intercom_chatbot_webhook_url(), optional format_reactive_session_link_script (no logging from this subpackage).

Removed

  • format_proactive_session_start_script and the proactive /sessions/start snippet โ€” use Intercom webhooks to POST /chatbot-webhook/{product_id}; optional format_reactive_session_link_script remains for POST /sessions/link.

Documentation

  • Logging โ€” logger hierarchy, app-owned logging configuration, third-party subclass guidance, changelog cross-link.
  • README โ€” logging section aligned with the above; metrics pointer (SdkMetricsHook).
  • Intercom integration โ€” SDK helpers and connector mapping (webhooks, optional snippet, inbox UX).

Breaking changes

  • format_proactive_session_start_script removed from autoplay_sdk.integrations.intercom.

Deprecations

None.

[0.6.0] โ€” 2026-04-13

Documentation

  • BaseChatbotWriter โ€” Note body format โ€” BaseChatbotWriter now documents the full plain-text contract for _post_note bodies (header via format_chatbot_note_header, sorted 1-based action lines, binning vs post-link, empty list, summary notes). _format_note docstring points to that page as the single source of truth.
  • Logging โ€” New Logging reference page (module loggers, % formatting, exc_info, structured extra, secrets guidance including HTTP bodies, common logging mistakes). Quickstart links to it for discoverability.

Bug fixes / observability

  • BaseChatbotWriter โ€” pre-link flush failure warning now includes structured extra (session_id, product_id, conversation_id).
  • BaseChatbotWriter โ€” post-link debounced flush: if _post_note returns no part id after the debounce buffer was popped, logs a warning with the same extra shape and explains that this flush is not retried automatically.

Breaking changes

None.

Deprecations

None.

[0.5.0] โ€” 2026-04-10

New features

  • ActionsPayload.merge(payloads) โ€” class method that merges a non-empty list of ActionsPayload objects for the same session into one. Actions are concatenated and re-indexed from 0; user_id/email resolved from the first non-None value; forwarded_at set to the latest timestamp. Raises ValueError on empty input.
  • AsyncAgentContextWriter(debounce_ms=N) โ€” new optional constructor parameter for a per-session trailing-edge accumulation window. When > 0, multiple add() calls arriving within the window are merged via ActionsPayload.merge() before write_actions is called, reducing destination API calls during event bursts. Default is 0 (no debounce โ€” existing behaviour unchanged).
  • BaseChatbotWriter (autoplay_sdk.chatbot) โ€” new public base class providing the complete pre-link/post-link delivery policy for building chatbot destinations. Subclass it and implement _post_note and _redact_part; pre-link buffering (sliding window), at-link flush (binned note), and post-link debouncing are all included. IntercomChatbot in the event connector already extends this class.

Breaking changes

None. All changes are additive:
  • AsyncAgentContextWriter.__init__ gains debounce_ms: int = 0 โ€” existing code passing positional or keyword arguments is unaffected.
  • ActionsPayload.merge() is a new class method; no existing method is renamed or removed.
  • BaseChatbotWriter is a new public export; no existing symbols are removed.

Deprecations

None.

Bug fixes / error handling improvements

  • BaseChatbotWriter.on_session_linked โ€” now no-ops when the same conversation_id is passed again (idempotent guard). The product worker includes the conv_id on every batch for already-linked sessions; without this guard, each batch would cancel the in-flight 150ms post-link debounce task and restart the window, causing notes to be delayed indefinitely during fast user interactions.
  • BaseChatbotWriter.on_session_linked โ€” pre-link buffer (_pending) is now only cleared after _post_note confirms success (returns a non-None part id). Previously the buffer was popped before the API call; a transient Intercom failure would permanently lose those events. On failure the buffer is now preserved and the _conv_map entry is rolled back so the next on_session_linked call retries automatically.
  • BaseChatbotWriter.write_actions: the post-link debounce asyncio.Task now has a done_callback that logs any unhandled exception at ERROR level with structured extra (previously silent โ€” Python only emitted a DEBUG-level โ€œTask exception was never retrievedโ€).
  • AsyncAgentContextWriter._flush_session done-callback: now includes product_id in the log message and extra dict for structured log filtering.

Migration notes

AsyncAgentContextWriter + BaseChatbotWriter โ€” avoid double-debouncing BaseChatbotWriter already coalesces rapid write_actions() calls via its post_link_debounce_s window (default 150 ms). When wiring an AsyncAgentContextWriter to a BaseChatbotWriter subclass, keep debounce_ms=0 (the default):
# CORRECT โ€” BaseChatbotWriter handles debouncing; no stacking needed
writer = AsyncAgentContextWriter(
    summarizer=summarizer,
    write_actions=chatbot_subclass.write_actions_cb,
    overwrite_with_summary=overwrite_cb,
    debounce_ms=0,   # โ† default, explicit for clarity
)

# AVOID โ€” stacks two debounce windows, adds latency without benefit
writer = AsyncAgentContextWriter(..., debounce_ms=200)
Use debounce_ms > 0 only when write_actions points to a raw destination with no internal coalescing (e.g. a direct Zendesk or Salesforce API call).

[0.4.0] โ€” 2026-04-09

Bug fixes

  • Fixed TOCTOU race in RedisEventBuffer._get_redis(): concurrent callers could each create their own connection pool; now serialised with asyncio.Lock and double-checked locking.
  • Fixed AsyncSessionSummarizer.flush() cancellation safety: replaced sequential for q in queues: await q.join() with asyncio.gather(*[asyncio.shield(q.join()) for q in queues]) so all queues are drained even when the caller is cancelled.

Other

  • Added CHANGELOG.md to document breaking changes and new features going forward.

[0.3.0] โ€” 2026-04-09

Breaking changes

  • AsyncSessionSummarizer.get_context(session_id) is now async โ€” callers must await it.
  • AsyncSessionSummarizer.reset(session_id) is now async โ€” callers must await it.
  • AsyncSessionSummarizer.active_sessions is now an async property โ€” callers must await it.
  • AsyncSessionSummarizer.add() now returns immediately โ€” the LLM call is dispatched to a background worker queue rather than awaited inline. Code that relied on the LLM having completed by the time await add() returned must call await summarizer.flush() before inspecting state.

New features

  • AsyncSessionSummarizer.flush() โ€” waits for all queued payloads to be fully processed; cancellation-safe via asyncio.gather + asyncio.shield.
  • SdkMetricsHook protocol (autoplay_sdk.metrics) โ€” a @runtime_checkable Protocol that customers can implement to receive Prometheus / Datadog / OTEL counters for: dropped events, summarizer latency, Redis operation latency, queue depth, and semaphore timeouts.
  • metrics= constructor parameter on ConnectorClient, AsyncConnectorClient, AsyncSessionSummarizer, and RedisEventBuffer.
  • initial_backoff_s, max_backoff_s, max_retries constructor parameters on both SSE clients โ€” exposes and documents the reconnect policy with configurable jitter-backed exponential backoff.
  • Per-session ordering guarantee in AsyncSessionSummarizer โ€” each session now has its own asyncio.Queue + background asyncio.Task worker, ensuring that concurrent add() calls for the same session are always processed in arrival order, even if an earlier LLM call fails.
  • py.typed marker โ€” the package is now PEP 561-compliant; static type-checkers will find type stubs automatically.

Bug fixes (v0.2.x โ†’ v0.3.0)

The following 24 items were addressed across two audit passes: Concurrency & correctness
  • Fixed AsyncSessionSummarizer ordering bug: concurrent adds during an LLM failure could produce out-of-order on_summary callbacks (replaced single lock with per-session queue).
  • Fixed TOCTOU race in RedisEventBuffer._get_redis(): concurrent callers could each create their own connection pool; now serialised with asyncio.Lock and double-checked locking.
  • Replaced asyncio.Semaphore._value (private API, breaks across CPython minor versions) with an explicit _TrackedSemaphore counter.
  • Replaced asyncio.get_event_loop() (deprecated) with asyncio.get_running_loop() in app.py and async_client.py.
  • Replaced asyncio.ensure_future() with loop.create_task() in async_client.py.
  • Added done_callback on fire-and-forget asyncio.Tasks to log unhandled exceptions instead of silently swallowing them.
Error handling
  • RedisEventBuffer._payload_from_json() now wraps json.loads in try/except json.JSONDecodeError; corrupt ZSET members no longer crash the drain loop.
  • ConnectorClient now sets self._running = False on KeyboardInterrupt so callers can inspect the state after shutdown.
  • All except clauses that were swallowing exceptions now pass exc_info=True to the logger so tracebacks appear in structured logs.
Data structures
  • RedisEventBuffer ZSET members now carry a unique UUID prefix, preventing silent deduplication when two events arrive at the same millisecond timestamp.
  • SessionSummarizer now deletes _history[session_id] and _counts[session_id] after summarisation to prevent unbounded memory growth.
  • AsyncConnectorClient._session_semaphores changed from plain dict to collections.OrderedDict with LRU eviction to cap memory when many short-lived sessions are processed.
Redis connection management
  • Extracted LazyRedisClient helper (storage/_redis.py) so all storage modules share one lazily-initialised, thread-safe Redis client instead of each implementing the same racy pattern.
  • session_store now uses LazyRedisClient and exposes a SessionState.from_redis_link() classmethod that owns the full reconstruction logic (preventing silent field omissions on restore).
  • SessionState gains an error: Optional[str] field to surface last-known error reason through the API.
Logging & observability
  • Replaced custom _JsonFormatter in app.py that ignored extra={} fields with a correct implementation that merges them into the JSON line.
  • All structured log calls now use extra={} dicts consistently.
  • Metrics instrumentation added at every observability-relevant site: event drops, queue depth, semaphore timeouts, summarizer latency, Redis add/drain latency.
Package hygiene
  • Added __all__ exports to __init__.py so from autoplay_sdk import * is well-defined.
  • Added __version__ = "0.3.0" to __init__.py.
  • Added py.typed marker for PEP 561 compliance.
  • Removed dead _dropped_count / _total_count metrics fields that were incremented but never surfaced.
  • Standardised public API: on_drop callback signature is now consistent across ConnectorClient, AsyncConnectorClient, and RedisEventBuffer.

[0.2.0] โ€” prior

Initial internal release. No changelog maintained at this version.