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2.13.0 (2026-10-22)

Highlights

This release stabilizes core features while introducing TypeSafe workflow classification, live audio interactions, MongoDB integrations, and execution performance improvements.

  • Stability: Access 12 mature experimental features now promoted to stable status. See the unit guide for more details. (ea298d4)
  • Classifiers: Route workflows with TypeSafe's Jev models via the new TypesafeClassifier and ClassifierNode. Jev returns calibrated probabilities in a single forward pass, much faster than an LLM. See the unit guide for more details. (ddf8c55, e8c4bac)
  • Live Audio: Enable natural real-time voice interactions with barge-in support alongside Gemini speech-to-text and text-to-speech integration. See the unit guide for more details. (2e7ef92)
  • MongoDB Sessions & Memory: Persist sessions in MongoDB and share them across runner replicas with the new MongoDbSessionService. Add long-term memory without an embedding model using MongoDbMemoryService, which recalls past turns by keyword match on any MongoDB deployment, with no vector index needed. Both are experimental. See the session service and memory service guides for more details. (0df43f5, e40e349)
  • MongoDB: Deploy MongoDbToolset to Agent Engine without packaging your connection string, and let Atlas Automated Embedding embed search queries server-side, with no Google embedding call or credentials needed. See the unit guide for more details. (bc3773f, 2f6c666, 8bbfc33)
  • Performance: Enjoy up to 8x faster execution turns for string-model agents and reduced event-loading overhead. (772f139)

Breaking changes

  • Telemetry: Defaults to OpenTelemetry GenAI v2 (otel_semconv_1_44, removing call_llm); set ADK_TELEMETRY_SCHEMA_VERSION_OPT_IN=otel_semconv_1_36 to keep the legacy v1 schema. See the unit guide for more details. (7838488)
All changes ### ⚠ BREAKING CHANGES * **telemetry:** deprecate `call_llm` span and OpenTelemetry 1.36 GenAI semconv ### Features * add delete_memory api to BaseMemoryService ([41e5c7b](https://github.com/google/adk-python/commit/41e5c7b90622c90ed79af70f0ce96c3b55ab1ff3)), closes [#6949](https://github.com/google/adk-python/issues/6949) * add MongoDB-backed memory service ([e40e349](https://github.com/google/adk-python/commit/e40e3496cdbe38d4c7194f127d9b2566f1bdbb0c)) * add MongoDB-backed session service ([0df43f5](https://github.com/google/adk-python/commit/0df43f572b0c24d0e76123e44e7a090c5a785df2)) * add OpenSandbox environment ([69d1c90](https://github.com/google/adk-python/commit/69d1c901ba842b5300d6ef8ce2872ea545b2375c)), closes [#6758](https://github.com/google/adk-python/issues/6758) * **classifiers:** add BaseClassifier and typed question/answer types ([773418f](https://github.com/google/adk-python/commit/773418f34f93edd7c379edb5703744066b9cc28a)) * **classifiers:** add ClassifierNode for workflow routing ([e8c4bac](https://github.com/google/adk-python/commit/e8c4bacdfe675ceb5adcaf24ea005af94d271c68)) * **classifiers:** add LlmClassifier ([772b577](https://github.com/google/adk-python/commit/772b5773bcc4f695ea7a1fe9459277bef8aac4a1)) * **eval:** split invocation duration into model, tool and framework time ([e3797a4](https://github.com/google/adk-python/commit/e3797a496e5521209e13513f956284877410b436)) * **features:** promote 12 mature experimental features to stable ([ea298d4](https://github.com/google/adk-python/commit/ea298d4bde4477daa6c419d45637f339eec86d58)) * honor ADK_SUPPRESS_EXPERIMENTAL_FEATURE_WARNINGS ([b592dee](https://github.com/google/adk-python/commit/b592dee0a7ca1e1f9fb84b40c808fda16776b57e)), closes [#5114](https://github.com/google/adk-python/issues/5114) * **integrations:** add TypesafeClassifier for TypeSafe's Jev models ([ddf8c55](https://github.com/google/adk-python/commit/ddf8c55eb6bc5e0c5fb90acbed3b66af939f7d7a)) * **integrations:** keep MongoDB credentials out of Agent Engine packages ([ab5cb45](https://github.com/google/adk-python/commit/ab5cb4591c091b37de90d3596aea023cae376d55)) * **live:** add barge-in support to CascadeLiveConnection ([2e7ef92](https://github.com/google/adk-python/commit/2e7ef926c953e5daab31cbc7ccb52fc77ebd9ae6)) * **live:** add Gemini speech-to-text and text-to-speech for CascadeLive ([f78149a](https://github.com/google/adk-python/commit/f78149a97e109e9c947ade06e3a9ab8a45385e0e)) * **live:** add ZIP_STORED visual frame pack and unpack helpers ([17d8a5a](https://github.com/google/adk-python/commit/17d8a5aeaa2b6a97ad042cb97e400985ef74ba0b)) * make MongoDbToolset picklable for Agent Engine ([2f6c666](https://github.com/google/adk-python/commit/2f6c6664a8d3cdf9151ac585bcfe6cb2c0f78d52)) * **plugins:** add agent evaluation session and turn trace views ([ab9c994](https://github.com/google/adk-python/commit/ab9c99427e867234da692b969302b466b76e89a5)) * **plugins:** classify error-bearing tool results and extract shared callback helpers ([a4b8ee9](https://github.com/google/adk-python/commit/a4b8ee94c8dcbcd867fe41567868413ae6b834c1)), closes [#7112](https://github.com/google/adk-python/issues/7112) * **plugins:** classify write-time 403 and 404 drops in BigQueryAgentAnalyticsPlugin ([d5c87a6](https://github.com/google/adk-python/commit/d5c87a66cff0333b8afb3bbb2fd64204251d23a8)) * **plugins:** log terminations, node results and tool result errors in the logging plugins ([6a77d48](https://github.com/google/adk-python/commit/6a77d48cc6405cd50a33c87e1b533881ebf72380)) * record google_search grounding on LLM spans ([ead208a](https://github.com/google/adk-python/commit/ead208a47540e0004286302d6718330679278a1b)), closes [#7345](https://github.com/google/adk-python/issues/7345) * **samples:** add Secret Manager and Parameter Manager integration samples ([7391411](https://github.com/google/adk-python/commit/7391411d75f7f7a21b2d19fc6658833dd4901bbb)), closes [#7582](https://github.com/google/adk-python/issues/7582) * seed adk web sessions from initial_state.json ([3c8c63e](https://github.com/google/adk-python/commit/3c8c63e41b3efca99e20b0b06804ed6b69b1dbf1)), closes [#4961](https://github.com/google/adk-python/issues/4961) * support Atlas Automated Embedding in MongoDB search ([8bbfc33](https://github.com/google/adk-python/commit/8bbfc33a54f92be11283c25a7c4a2b709f9cc3e3)) * support BaseLlm instances in evaluation and user simulation ([cb48b91](https://github.com/google/adk-python/commit/cb48b91981c7306b3110435019e19047b712a7eb)), closes [#3400](https://github.com/google/adk-python/issues/3400) * support extra packages in cloud deployments ([18a41a5](https://github.com/google/adk-python/commit/18a41a543f2db1dd8856b8f887d48d0c4c2ab56e)), closes [#4980](https://github.com/google/adk-python/issues/4980) * surface Vertex rubric verdicts and explanations in eval results ([bc220d2](https://github.com/google/adk-python/commit/bc220d2ef5da6d36d707baacc04760d4f57afbe6)), closes [#7350](https://github.com/google/adk-python/issues/7350) * **telemetry:** count conversation compactions per workflow ([d01d5d8](https://github.com/google/adk-python/commit/d01d5d840832df35d536dcf154dc2575348ca5cc)) * **telemetry:** report tool call content under the semconv attributes ([5f0babc](https://github.com/google/adk-python/commit/5f0babc9c59a03005502504713d9f4bd0e5cca55)) * **telemetry:** serve the elided LLM content to the ADK Web UI ([f7e3f12](https://github.com/google/adk-python/commit/f7e3f127f3163af9da77ef82624f3b2289ebf25c)) * **tools:** add ForceEscalationPlugin for deterministic model consultation ([a84d978](https://github.com/google/adk-python/commit/a84d978e213d8c788bf719b35f103be8c82ef02d)) * **tools:** infer Workflow input_schema from START successors in NodeTool ([4ec4af1](https://github.com/google/adk-python/commit/4ec4af1959471bf3445d66bb7a25680865187c8a)) * **tools:** measure model consultation escalations, tokens, and cost ([f02b89c](https://github.com/google/adk-python/commit/f02b89c398ead95eda1748e771ef9c91c5675f11)) * **tools:** support Gemini 3.x computer use browser action schemas ([b90e4a5](https://github.com/google/adk-python/commit/b90e4a5eefac8d7dd24c3bc0e60ef774b21ac7a7)) * **vmaas:** add AgentEngineEnvironment ([3800f06](https://github.com/google/adk-python/commit/3800f0689df1b3f1bb4fdd83750b37a03c3a9ead)) * **vmaas:** add command and readiness helpers to the sandbox manager ([46edd25](https://github.com/google/adk-python/commit/46edd253341b22cd1f9e3cafc92c2bd6a18f05d9)) * **workflow:** honor tool_thread_pool_config for synchronous workflow nodes ([3f11cb3](https://github.com/google/adk-python/commit/3f11cb3dec76d5346734432393d1e32131575d65)) ### Bug Fixes * accept Gemini 3 and later in the CFC and example gates ([f1c23e3](https://github.com/google/adk-python/commit/f1c23e30882a0593b40c09ea373d03f664554bd4)) * add SSRF protection to RestApiTool ([30726ea](https://github.com/google/adk-python/commit/30726eaf0aab26d61474d96acb4cdd2beadbc083)) * adk eval process exit code now reflects passed/failed ([c2ff634](https://github.com/google/adk-python/commit/c2ff63480bf879da70c3b82bb3e4ed06f6842498)) * **agents:** restore ToolUnion parameter type on _convert_tool_union_to_tools ([8ef71d5](https://github.com/google/adk-python/commit/8ef71d5e3cc50bc8766c15f71db1c4bf8b384b20)) * align MCP auth and header provider precedence ([f82aa22](https://github.com/google/adk-python/commit/f82aa222f1e90b9a32a32dc82cd6d347840a8574)), closes [#7548](https://github.com/google/adk-python/issues/7548) * align shipped AgentConfig.json schema with runtime validation ([33453d8](https://github.com/google/adk-python/commit/33453d8874d58071454218f23d02fc5788c7f4f2)) * allow custom name/description when VertexAiSearchTool is swapped ([aa9af7b](https://github.com/google/adk-python/commit/aa9af7bfba59c263a7adb3a245ea251fe14d2e40)) * bind sandbox resources per tool call, not per computer ([facaf29](https://github.com/google/adk-python/commit/facaf297b1f7f74516f090df03e10eae0808bd56)) * cap litellm below 1.106.3 ([efbb072](https://github.com/google/adk-python/commit/efbb072bbc8117d77c512ff995ed957cd4c56e7a)) * cap the google-genai instrumentor below 1.0 in the test extra ([0e96818](https://github.com/google/adk-python/commit/0e968189596f93a0220f8f7bc63ebe3a569765a8)) * classify artifact MIME types without case sensitivity ([a468d5a](https://github.com/google/adk-python/commit/a468d5a5be5f27789eab0eae147949f5c7f4eaed)) * clear strict mypy errors in model connectors and telemetry ([6e02699](https://github.com/google/adk-python/commit/6e02699531946a00637e58634c2ce9cabeb450b0)) * clear strict mypy errors in the adk cli and web server ([7296062](https://github.com/google/adk-python/commit/7296062ecbf0085750951d6c0bd7ea9fef430c4b)) * **cli:** serialize BaseNode instances in serialize_node_like ([53e962f](https://github.com/google/adk-python/commit/53e962f97cec44773821305845978d60bde234b1)) * **compaction:** isolate event compaction by isolation_scope ([dd9ca6f](https://github.com/google/adk-python/commit/dd9ca6fc100c146978ce2d199ff168458be4007b)) * consume AGENT_GATEWAY_ROOT_CERTIFICATES in deploy Dockerfile ([2ba3e2d](https://github.com/google/adk-python/commit/2ba3e2dbd5b661d1beebe6248b0f1b853345cfde)) * copy events and search results in InMemoryMemoryService ([77a74f0](https://github.com/google/adk-python/commit/77a74f0206eaf8542e4db6243d4b9dc7965f4475)), closes [#7565](https://github.com/google/adk-python/issues/7565) * **core:** stop the unsafe local code executor waiting forever ([1def14b](https://github.com/google/adk-python/commit/1def14ba8efa662a5fa5d3b4c368ec8eecc9a2d6)) * disambiguate colliding truncated OpenAPI tool names ([b310c30](https://github.com/google/adk-python/commit/b310c3080bd95a0d4bf865dfa59704e580319887)), closes [#7281](https://github.com/google/adk-python/issues/7281) * do not resolve Bigtable view parameters from session state ([57e8bc6](https://github.com/google/adk-python/commit/57e8bc67f19aa964e928b6c6d3199a9ec7892de6)) * drop plain execute_sql when Bigtable view parameters are set ([3893d7f](https://github.com/google/adk-python/commit/3893d7fa36fc6cf9fb504075845d6542eb94398d)) * **evaluation:** reject drive-qualified app and eval set ids ([29bb053](https://github.com/google/adk-python/commit/29bb0532c48abad0314cecea5a30b3cdaf6d7898)) * **features:** fail fast when feature decorators are misused ([0491606](https://github.com/google/adk-python/commit/0491606e42f56565aa6091f6aefa4cedd006476c)) * find stored words with a capital dotted I in sqlite memory ([2416f66](https://github.com/google/adk-python/commit/2416f660b15fbb6b8e8d92c76eef76d6de69963e)), closes [#7540](https://github.com/google/adk-python/issues/7540) * finish runner cleanup when close is cancelled ([e342a14](https://github.com/google/adk-python/commit/e342a14eca15e4e5a0a103a06f8307543633e904)) * **flows:** isolate parallel single-turn node events across branches and node_paths ([1360dda](https://github.com/google/adk-python/commit/1360dda520dbff1b8f41c9f6265226c92a7021f2)), closes [#7488](https://github.com/google/adk-python/issues/7488) * **flows:** preserve completed sibling tool responses on NodeInterruptedError ([cb47e7b](https://github.com/google/adk-python/commit/cb47e7bf00f3c84e3c03a98f436b450426ed441c)) * **flows:** read interrupt ids through the shared extractor in the agent flow ([0798b2c](https://github.com/google/adk-python/commit/0798b2c94c4f5bf83693de9850e451cb17701306)) * forward thinking_config to litellm reasoning params ([dd80f8f](https://github.com/google/adk-python/commit/dd80f8f7500c9853d44a3682405c4742f2c40c37)), closes [#7360](https://github.com/google/adk-python/issues/7360) * give each retry of a dynamic function node fresh arguments ([13dde39](https://github.com/google/adk-python/commit/13dde39b685aee292be9056f63a7ca24214950de)) * give each seeded environment-simulation injection its own generator ([52cc2d8](https://github.com/google/adk-python/commit/52cc2d82a2959e9920db04c028be1450d7b4aaa0)) * honor an output schema on Claude when the request carries no tools ([97af1ff](https://github.com/google/adk-python/commit/97af1ff62af59a5a8eeb6db0a29a154a07a16715)) * honor each metric's own eval_status in AgentEvaluator.evaluate() ([5bf7f12](https://github.com/google/adk-python/commit/5bf7f12efbf84ec3ac8959e9388e31dcb6bf57f2)) * ignore OAuth credentials without access tokens in McpTool ([dc78d0a](https://github.com/google/adk-python/commit/dc78d0a58595012fd09ad5bff9448fc2271b9787)), closes [#7587](https://github.com/google/adk-python/issues/7587) * **integrations:** lazy-import google-cloud clients in gcs, secret_manager and parameter_manager ([cb54727](https://github.com/google/adk-python/commit/cb547270100aafe134bb4a831f680a44d9deb1c2)), closes [#7581](https://github.com/google/adk-python/issues/7581) * **integrations:** use the mTLS Model Armor endpoint when mTLS is enabled ([3139855](https://github.com/google/adk-python/commit/31398554885485f92bd918f35f90b9810f3ffed1)), closes [#7553](https://github.com/google/adk-python/issues/7553) * keep a streamed thought signature sent without the call's name ([557743c](https://github.com/google/adk-python/commit/557743c4484c7745f6c52b3bca07727011852e78)) * keep ADK tracking headers and http options when client_kwargs sets http_options ([8197c10](https://github.com/google/adk-python/commit/8197c107b1136d7f99820f59aabbaaea13c9cba1)) * keep client token usage when the last response has none ([8ff9941](https://github.com/google/adk-python/commit/8ff99419f3da8bc5921122699f125bf931905698)), closes [#7560](https://github.com/google/adk-python/issues/7560) * keep every artifact when converting an A2A task to an event ([e3e6581](https://github.com/google/adk-python/commit/e3e6581354e069d7d67f915ddcb36f5949c914e9)) * keep every tool call in a finish-bearing stream chunk ([74d0eff](https://github.com/google/adk-python/commit/74d0eff89391746464997b6eb1ca5cb3d44ca670)), closes [#7004](https://github.com/google/adk-python/issues/7004) * keep finished parallel tool results when a sibling raises ([7d3658e](https://github.com/google/adk-python/commit/7d3658ef1a1f61c4c18cc4781f6892460add960c)), closes [#7428](https://github.com/google/adk-python/issues/7428) * keep integers outside 64 bits exact in SqliteSessionService state ([db432db](https://github.com/google/adk-python/commit/db432dbae7c92df1c88b6d37d82a36c86998becb)), closes [#7576](https://github.com/google/adk-python/issues/7576) * keep sticky routing when a sub-agent runs in task mode ([c5ee35e](https://github.com/google/adk-python/commit/c5ee35e332052b197b98952cec5442653f1c2aa6)) * key Eventarc client cache by full credential identity and scopes ([67b816b](https://github.com/google/adk-python/commit/67b816b477251d0fcfbf72d4e1e0bace338e1d58)) * let operation parameters override path-level ones ([6563a09](https://github.com/google/adk-python/commit/6563a09ed649084867b981c27fe26f43e4875365)), closes [#7205](https://github.com/google/adk-python/issues/7205) * **live:** stop adding set_model_response to live sessions ([8fbcd42](https://github.com/google/adk-python/commit/8fbcd42e1d3b08951231db6169aaf75af0a9dfa4)) * load the whole session when rewinding ([8431830](https://github.com/google/adk-python/commit/8431830c75c282b2afaf10e474394c32e0c30190)) * make JoinNode in a loop wait for each iteration's predecessors ([a6ed859](https://github.com/google/adk-python/commit/a6ed85905d4c1d1f285ba9d4f76a9d801b66d17f)), closes [#7498](https://github.com/google/adk-python/issues/7498) [#7515](https://github.com/google/adk-python/issues/7515) * merge tracking headers regardless of casing ([377306e](https://github.com/google/adk-python/commit/377306e43c5914de3f64f72526173b0732b0c7d8)) * **otel:** degrade gracefully when OTel exporter packages are missing ([a221ccd](https://github.com/google/adk-python/commit/a221ccd806cea0d0af6b09ce6f9d27658c75a969)) * pin certifi 2026.10.19 in the constraints files ([62be742](https://github.com/google/adk-python/commit/62be74214cd04fda36a27676895aac6b40daecc4)) * **plugins:** match credential key names that use hyphens ([e4165d0](https://github.com/google/adk-python/commit/e4165d0a43947ba7e1a0b2544e9e6e65f86ad1a8)) * point litellm install hints at google-adk[extensions] ([18d2032](https://github.com/google/adk-python/commit/18d20325200cd47c54726266042f2304bace3dd5)) * present the mTLS client certificate from OAuth2 metadata discovery ([a3b1515](https://github.com/google/adk-python/commit/a3b15155a6b78f3c97d03687349f771fd3d86e66)) * present the mTLS client certificate from RestApiTool's default client ([a8fa294](https://github.com/google/adk-python/commit/a8fa294f77f7822d75dcfda1e3f3ef8c5304d158)) * preserve Annotated text and content schemas ([04b8b60](https://github.com/google/adk-python/commit/04b8b6011ed6335febeef77631f137613d471348)) * preserve custom client factories ([1daa0ec](https://github.com/google/adk-python/commit/1daa0eca989f5f19c8081107c1d1f9767929ba6b)), closes [#3158](https://github.com/google/adk-python/issues/3158) * raise a clear error when an agentplatform older than 2.2 loads ([270ef5e](https://github.com/google/adk-python/commit/270ef5ee9f958174148982f0c4941f401e1910ed)) * record a nested state write only when its container converts to JSON unchanged ([662b017](https://github.com/google/adk-python/commit/662b0175aa23605d4936c36ec60609ad8bbca09f)) * record a write into a nested state container as a state change ([ce2fdc5](https://github.com/google/adk-python/commit/ce2fdc5aac5c97b4e2e12581e18e2dfacfe99524)) * record artifact_delta from before and after agent callbacks ([019387c](https://github.com/google/adk-python/commit/019387c62d706375059376156c355f20e0c735c2)), closes [#7478](https://github.com/google/adk-python/issues/7478) * recover the correct occurrence of reused compacted tool calls ([626bd20](https://github.com/google/adk-python/commit/626bd20717100edf781a738c65c92e40b183d179)) * refuse internal agents with a 403 on a non-loopback dev server ([c08225d](https://github.com/google/adk-python/commit/c08225da0a6e4adc667aea858c93f96cbf23599c)) * reject empty train eval cases and honor empty validation case IDs in LocalEvalSampler ([d9fe639](https://github.com/google/adk-python/commit/d9fe639c03f2e0af94188c0e2f796e9f5e502d99)), closes [#7168](https://github.com/google/adk-python/issues/7168) * reject whitespace-only path segments in artifact validation ([0c94967](https://github.com/google/adk-python/commit/0c9496744a8ccf0ddaab8610f5a8d76cd94e7cfe)) * report cached and detailed token usage for the Interactions API ([d57f0cb](https://github.com/google/adk-python/commit/d57f0cb0cefc1e6eab1acff95ca9108293c300c5)) * require authlib 1.9.1 or newer for CVE fixes ([ef3e80a](https://github.com/google/adk-python/commit/ef3e80aa8e74c76ebd34bdb2e38488b5750abac9)) * resolve JSON Pointer $ref in _dereference_schema ([59fe93b](https://github.com/google/adk-python/commit/59fe93bd0e7b32649c217dcce76f8928ee3c10bc)) * retry a rejected dynamic child instead of replaying it ([e2dbc0f](https://github.com/google/adk-python/commit/e2dbc0f55027372f3a701d41004ee006ee8f9f14)) * return 404 when adding a session to a missing eval set ([7d6637c](https://github.com/google/adk-python/commit/7d6637c536f3e4343c904f64b4d8bd2c8331ce7a)) * return 404 when an eval result or session is missing ([c2dcb75](https://github.com/google/adk-python/commit/c2dcb75af5c7a6786c68d8d2e6ed26506a830c75)) * route next turn to target of unfinished transfer_to_agent ([bb353c8](https://github.com/google/adk-python/commit/bb353c8ddf129dfaccba3ce4bfa5ce418fd49acb)), closes [#7458](https://github.com/google/adk-python/issues/7458) * route the turn after a paused single_turn sub-agent to its delegator ([6727f8f](https://github.com/google/adk-python/commit/6727f8f5617509f88d2b3d4e5bf49c59d3b0e539)), closes [#7602](https://github.com/google/adk-python/issues/7602) * run a task delegation sent in the same turn as finish_task ([486ef30](https://github.com/google/adk-python/commit/486ef302cf6cc620c13d0e2bb0e1d98d5d66cf02)) * **samples:** prevent comment spam alerts from labeling entire issue as spam ([05355fd](https://github.com/google/adk-python/commit/05355fd49ec2c49e8ae9ed3952c8ab243e0e7618)) * sanitize GCS blob names to prevent path traversal in skill loading ([20a5a0c](https://github.com/google/adk-python/commit/20a5a0cd47735487b504a249a3145cea5d4afef3)) * send adk run queries as messages after a pause is answered ([23bc0bb](https://github.com/google/adk-python/commit/23bc0bb79d2d9b5b8657562cee00a63afdbef38a)) * serve dev UI behind prefix-stripping proxies ([b60b44f](https://github.com/google/adk-python/commit/b60b44ff2a2ab843cabb4804bfc5492926953352)), closes [#7439](https://github.com/google/adk-python/issues/7439) * **sessions:** purge events before deleting session row in DatabaseSessionService ([3b2b949](https://github.com/google/adk-python/commit/3b2b949c4b0b2a063b01e838d0fdde4aa93336d7)) * share event id across streamed A2A artifact chunks ([5d40869](https://github.com/google/adk-python/commit/5d408696d2c5a1c8bb80cac6e4fb63263093bf82)), closes [#7395](https://github.com/google/adk-python/issues/7395) * source MCP destination ID from RuntimeReference.uri ([2802834](https://github.com/google/adk-python/commit/2802834eb2dc15855e82142b598b7d22a6843810)), closes [#7196](https://github.com/google/adk-python/issues/7196) * **spanner:** validate the database id used in the create statement ([456d2cb](https://github.com/google/adk-python/commit/456d2cb9ef1ac2c20842c60c97cf9079eb8adf33)) * stop persisting an OAuth2 credential whose code was never redeemed ([7fca46f](https://github.com/google/adk-python/commit/7fca46f1155ff04a4d9b50516c6badc6d7cdfc89)) * support callables with positional-only arguments in FunctionTool ([12726f7](https://github.com/google/adk-python/commit/12726f7a9775dfb46eddea044742efd89956ac1e)), closes [#7382](https://github.com/google/adk-python/issues/7382) * support unhashable callable tools ([56ac304](https://github.com/google/adk-python/commit/56ac304859b35906f12171d1a6aac489a0ffbffb)) * surface HITL pauses in AgentTool instead of returning "" ([9a5510e](https://github.com/google/adk-python/commit/9a5510e09b788d114cedfb07119a0c9cd4cc527b)), closes [#7245](https://github.com/google/adk-python/issues/7245) * **telemetry:** drop the call_llm span under telemetry schema v2 ([5909a0e](https://github.com/google/adk-python/commit/5909a0ebabdf5786397b68babf1a1fa15aea22ce)) * tolerate non-UTF-8 artifact metadata in FileArtifactService ([69c0b00](https://github.com/google/adk-python/commit/69c0b00fc60a35f0a20882f8cddea052e43ba66a)) * **tools:** extract query text from all user content parts in ExampleTool ([8f17ac4](https://github.com/google/adk-python/commit/8f17ac4fa4c9a18efabc699ea3032bb861e25dcf)) * **tools:** preserve raw routine docstrings in legacy declaration builder ([e4067db](https://github.com/google/adk-python/commit/e4067dbcc8192615b69d8ca1fc1de17743a71676)) * **tools:** return validation error dict when Workflow entry node rejects tool args in NodeTool ([d0c8454](https://github.com/google/adk-python/commit/d0c8454ed762981a9bd6be8aa843ce80e18a5327)) * **tools:** run on_tool_error callbacks when a tool call is cancelled ([2723a18](https://github.com/google/adk-python/commit/2723a18919fbcf22ce45c61595e1c7d7f3538307)) * track Live background tool calls per function call ([cf4ec93](https://github.com/google/adk-python/commit/cf4ec93993ccb53f6f882dd1afdd1032b4775b60)), closes [#7058](https://github.com/google/adk-python/issues/7058) * unify boolean environment variable parsing in is_env_enabled ([95d6215](https://github.com/google/adk-python/commit/95d62152387f52318f04c14d979b83da60f1b313)) * use a real CallToolResult in agent identity 2LO MCP tests ([e02b2bf](https://github.com/google/adk-python/commit/e02b2bff416602476cd94e8f9184a9fda1879444)) * use explicit re-export in __init__.py generated by adk create ([8ccbb55](https://github.com/google/adk-python/commit/8ccbb55a83ab6e8d1b71037713a7869c9171ff4b)), closes [#6648](https://github.com/google/adk-python/issues/6648) * use McpTool inside McpToolset ([eff016d](https://github.com/google/adk-python/commit/eff016d235e4b19407868e5278c579e5414c2675)) * **vmaas:** report sandbox timeouts and retry commands only when safe ([019b2b2](https://github.com/google/adk-python/commit/019b2b21f9b68a344efd6b92f4f7a40a7c6e273b)) * **vmaas:** stop retrying expired unreachable sandboxes and timed-out commands ([287b7e9](https://github.com/google/adk-python/commit/287b7e9a19f8a0cd5003cad228b5ae84a3534c3c)) * warn when cousin agents share a name ([6031bb1](https://github.com/google/adk-python/commit/6031bb1d75a411f21c4cd8a54251823b03249f78)), closes [#7110](https://github.com/google/adk-python/issues/7110) * **workflow:** buffer out-of-order completions in ReplaySequenceBarrier ([a4ba813](https://github.com/google/adk-python/commit/a4ba8137262f6a36339f6dd02f41cf9710f8542f)), closes [#7502](https://github.com/google/adk-python/issues/7502) * **workflow:** disambiguate RequestInput interrupt_id across rerun loop iterations ([ed81e1b](https://github.com/google/adk-python/commit/ed81e1b26ecb536b39cbd88693714710addb915b)), closes [#5617](https://github.com/google/adk-python/issues/5617) * **workflow:** preserve route and retry order during replay interception ([3b3de80](https://github.com/google/adk-python/commit/3b3de80f1ab75f0adf210c1eab1e440cd61d8c7b)) * **workflow:** publish a delegated output on the claiming node's branch ([7c53386](https://github.com/google/adk-python/commit/7c53386ad3c7996dd103afdc0c5061e2ca77ca5c)) * **workflow:** run a resumed sub-agent again when control transfers back to it ([b0e5952](https://github.com/google/adk-python/commit/b0e59521dbc9b15d7ccbf634b5f61dc6dc2d15ae)) * yield turn_complete and interrupted after flushing live audio ([da121d7](https://github.com/google/adk-python/commit/da121d7bd8be75806b9f87a8323bac0677701169)) ### Performance Improvements * avoid quadratic scans of compacted session history ([2a28c3e](https://github.com/google/adk-python/commit/2a28c3edebeecebcd8e738933f24b29c4f51b3a9)) * cut a string-model agent's turn from 20 ms to 2.5 ms ([772f139](https://github.com/google/adk-python/commit/772f1396244ac7c3381ee7cfe22530899b428de2)) * cut late /run_sse turns by 13-30% by loading their events once ([ebbfb0e](https://github.com/google/adk-python/commit/ebbfb0ee5166424240156ab9056f2bf67f5af784)) * defer the sessions.state import in code_executor_context ([dcd20ec](https://github.com/google/adk-python/commit/dcd20ec4a966073fe5e462e33182089d83bc5f7c)) * skip the connector poll sleep once the operation is done ([9163b19](https://github.com/google/adk-python/commit/9163b19debc64edff3aecc771bdcd085b76bc093)) * **tools:** preserve skill tool order and cap AgentTool cache TTL ([81311b7](https://github.com/google/adk-python/commit/81311b7abd542a5073cd1b9313c0babc61a0e0ea)) ### Documentation * **agents:** add RunConfig unit guide covering StreamingMode and ToolThreadPoolConfig ([de92647](https://github.com/google/adk-python/commit/de926474b285a568bd53cad77aea3774b1a8ff2d)) * clarify VAD usage of activity and audio stream end signals ([ab795b6](https://github.com/google/adk-python/commit/ab795b6742f202de4278eae5b03a73bb41a1dd39)) * document GcsArtifactService URL generation ([2824b4a](https://github.com/google/adk-python/commit/2824b4a54ca4ce56c1457721c55b470b715693f0)) * fix get_gcp_exporters docstring argument names ([8909689](https://github.com/google/adk-python/commit/8909689ae46de5ecadd12cd8fccfdee6a32b67cc)) * fix grammar and phrasing in README ([fb44710](https://github.com/google/adk-python/commit/fb447108ab4dd1d4c1ed7e1ffde60ea3b4dd55f2)) * **live:** fix run_live and CascadeLive snippets and document LiveRequest.state_delta ([43bab7d](https://github.com/google/adk-python/commit/43bab7db04b4418eec1b55e9eb0e73a72504b9d4)) * mark Sequential/Parallel/Loop agents deprecated in README ([c9f53a6](https://github.com/google/adk-python/commit/c9f53a6242b0eeb0cc3622da788e12ed824b233f)) * **memory:** document SqliteMemoryService and delete_memory support in unit guide ([4dbb55d](https://github.com/google/adk-python/commit/4dbb55d0a7e02f6d654244e42506bc220ba285ba)) * **runner:** fix InMemoryRunner auto_create_session example and constructor options ([f9f7825](https://github.com/google/adk-python/commit/f9f7825e39dc601b3ff3a8a82d2f74b963e7ffda)) * **runner:** fix voluntary early-termination guidance in abort unit guide ([92bb67f](https://github.com/google/adk-python/commit/92bb67f9b5e4204aba71e482aeabfab39bd87da9)) * **samples:** add classifier tool gate sample ([723beea](https://github.com/google/adk-python/commit/723beea21234cd6d8784382a64b4bb1f2cce26b9)) * **samples:** add ClassifierNode workflow routing sample ([bba90f2](https://github.com/google/adk-python/commit/bba90f2e2ff77b0e10d484ee3f7a7e839443a1ec)) * **sessions:** update State iteration, nested write tracking, and session error docs ([2d81d32](https://github.com/google/adk-python/commit/2d81d3289586bdfb1b9ec4264193dba01416f945)) * **vmaas:** add a unit guide for AgentEngineEnvironment ([c006e00](https://github.com/google/adk-python/commit/c006e00b96b96777090c423f428a6bbffebac275)) * **workflow:** align retry_config, graph validation, and error types with HEAD ([ff6c851](https://github.com/google/adk-python/commit/ff6c851dde00cbf3469400810c3148164ff82a18))
Source: README.md, updated 2026-10-23