1.18.0 (2025-11-05)

Features

• [ADK Visual Agent Builder]

  • Core Features
    • Visual workflow designer for agent creation
    • Support for multiple agent types (LLM, Sequential, Parallel, Loop, Workflow)
    • Agent tool support with nested agent tools
    • Built-in and custom tool integration
    • Callback management for all ADK callback types (before/after agent, model, tool)
    • Assistant to help you build your agents with natural language
    • Assistant proposes and writes agent configuration yaml files for you
    • Save to test with chat interfaces as normal
    • Build and debug at the same time in adk web!

• [Core]

  • Add support for extracting cache-related token counts from LiteLLM usage (4f85e86)
  • Expose the Python code run by the code interpreter in the logs (a2c6a8a)
  • Add run_debug() helper method for quick agent experimentation (0487eea)
  • Allow injecting a custom Runner into agent_to_a2a (156d235)
  • Support MCP prompts via the McpInstructionProvider class (88032cf)

• [Models]

  • Add model tracking to LiteLlm and introduce a LiteLLM with fallbacks demo (d4c63fc)
  • Add ApigeeLlm as a model that lets ADK Agent developers to connect with an Apigee proxy (87dcb3f)

• [Integrations]

  • Add example and fix for loading and upgrading old ADK session databases (338c3c8)
  • Add support for specifying logging level for adk eval cli command (b1ff85f)
  • Propagate LiteLLM finish_reason to LlmResponse for use in callbacks (71aa564)
  • Allow LLM request to override the model used in the generate content async method in LiteLLM (ce8f674)
  • Add api key argument to Vertex Session and Memory services for Express Mode support (9014a84)
  • Added support for enums as arguments for function tools (240ef5b)
  • Implement artifact_version related methods in GcsArtifactService (e194ebb)

• [Services]

  • Add support for Vertex AI Express Mode when deploying to Agent Engine (d4b2a8b)
  • Remove custom polling logic for Vertex AI Session Service since LRO polling is supported in express mode (546c2a6)
  • Make VertexAiSessionService fully asynchronous (f7e2a7a)

• [Tools]

  • Add Bigquery detect_anomalies tool (9851340)
  • Extend Bigquery detect_anomalies tool to support future data anomaly detection (38ea749)
  • Add get_job_info tool to BigQuery toolset (6429457)

• [Evals]

  • Add "final_session_state" to the EvalCase data model (2274c4f)
  • Marked expected_invocation as optional field on evaluator interface (b17c8f1)
  • Adds LLM-backed user simulator (54c4ecc)

• [Observability]

  • Add BigQueryLoggingPlugin for event logging to BigQuery (b7dbfed)

• [Live]

  • Add token usage to live events for bidi streaming (6e5c0eb)

Bug Fixes

• Reduce logging spam for MCP tools without authentication (11571c3)
• Fix typo in several files (d2888a3)
• Disable SetModelResponseTool workaround for Vertex AI Gemini 2+ models (6a94af2)
• Bug when callback_context_invocation_context is missing in GlobalInstructionPlugin (f81ebdb)
• Support models slash prefix in model name extraction (8dff850)
• Do not consider events with state delta and no content as final response (1ee93c8)
• Parameter filtering for CrewAI functions with **kwargs (74a3500)
• Do not treat FinishReason.STOP as error case for LLM responses containing candidates with empty contents (2f72ceb)
• Fixes null check for reflect_retry plugin sample (86f0155)
• Creates evalset directory on evalset create (6c3882f)
• Add ADK_DISABLE_LOAD_DOTENV environment variable that disables automatic loading of .env when running ADK cli, if set to true or 1 (15afbcd)
• Allow tenacity 9.0.0 (ee8acc5)
• Output file uploading to artifact service should handle both base64 encoded and raw bytes (496f8cd)
• Correct message part ordering in A2A history (5eca72f)
• Change instruction insertion to respect tool call/response pairs (1e6a9da)
• DynamicPickleType to support MySQL dialect (fc15c9a)
• Enable usage metadata in LiteLLM streaming (f9569bb)
• Fix issue with MCP tools throwing an error (1a4261a)
• Remove redundant format field from LiteLLM content objects (489c39d)
• Update the contribution analysis tool to use original write mode (54db3d4)
• Fix agent evaluations detailed output rows wrapping issue(4284c61)
• Update dependency version constraints to be based on PyPI versions(0b1784e)

Improvements

• Add Community Repo section to README (432d30a)
• Undo adding MCP tools output schema to FunctionDeclaration (92a7d19)
• Refactor ADK README for clarity and consistency (b0017ae)
• Add support for reversed proxy in adk web (a0df75b)
• Avoid rendering empty columns as part of detailed results rendering of eval results (5cb35db)
• Clear the behavior of disallow_transfer_to_parent (48ddd07)
• Disable the scheduled execution for issue triage workflow (a02f321)
• Include delimiter when matching events from parent nodes in content processor (b8a2b6c)
• Improve Tau-bench ADK colab stability ([04dbc42](https://gi...

1.17.0 (2025-10-22)

Features

• [Core]

  • Add a service registry to provide a generic way to register custom service implementations to be used in FastAPI server. See short instruction here. (391628f)
  • Add the ability to rewind a session to before a previous invocation (9dce06f)
  • Support resuming a parallel agent with multiple branches paused on tool confirmation requests (9939e0b)
  • Support content union as static instruction (cc24d61)

• [Evals]

  • ADK cli allows developers to create an eval set and add an eval case (ae139bb)

• [Integrations]

  • Allow custom request and event converters in A2aAgentExecutor (a17f3b2)

• [Observability]

  • Env variable for disabling llm_request and llm_response in spans (e50f05a)

• [Services]

  • Allow passing extra kwargs to create_session of VertexAiSessionService (6a5eac0)
  • Implement new methods in in-memory artifact service to support custom metadata, artifact versions, etc. (5a543c0)
  • Add create_time and mime_type to ArtifactVersion (2c7a342)
  • Support returning all sessions when user id is none (141318f)

• [Tools]

  • Support additional headers for Google API toolset (ed37e34)
  • Introduces a new AgentEngineSandboxCodeExecutor class that supports executing agent-generated code using the Vertex AI Code Execution Sandbox API (ee39a89)
  • Support dynamic per-request headers in MCPToolset (6dcbb5a)
  • Add bypass_multi_tools_limit option to GoogleSearchTool and VertexAiSearchTool (9a6b850, 6da7274)
  • Extend ReflectAndRetryToolPlugin to support hallucinating function calls (f51380f)
  • Add require_confirmation param for MCP tool/toolset (78e74b5)

• [UI]

  • Granular per agent speech configuration (409df13)

Bug Fixes

• Returns dict as result from McpTool to comply with BaseTool expectations (4df9263)
• Fixes the identity prompt to be one line (7d5c6b9)
• Fix the broken langchain importing caused their 1.0.0 release (c850da3)
• Fix BuiltInCodeExecutor to support visualizations (ce3418a)
• Relax runner app-name enforcement and improve agent origin inference (dc4975d)
• Improve error message when adk web is run in wrong directory (4a842c5)
• Handle App objects in eval and graph endpoints (0b73a69)
• Exclude additionalProperties from Gemini schemas (307896a)
• Overall eval status should be NOT_EVALUATED if no invocations were evaluated (9fbed0b)
• Create context cache only when prefix matches with previous request (9e0b1fb)
• Handle App instances returned by agent_loader.load_agent (847df16)
• Add support for file URIs in LiteLLM content conversion (85ed500)
• Only exclude scores that are None (998264a)
• Better handling the A2A streaming tasks (bddc70b)
• Correctly populate context_id in remote_a2a_agent library (2158b3c)
• Remove unnecessary Aclosing (2f4f561)
• Fix pickle data was truncated error in database session using MySql (36c96ec)

Improvements

• Improve hint message in agent loader (fe1fc75)
• Fixes MCPToolset --> McpToolset in various places (d4dc645)
• Add span for context caching handling and new cache creation (a2d9f13)
• Checks gemini version for 2 and above for gemini-builtin tools (0df6759)
• Refactor and fix state management in the session service (8b3ed05)
• Update agent builder instructions and remove run command details (89344da)
• Clarify how to use adk built-in tool in instruction (d22b8bf)
• Delegate the agent state reset logic to LoopAgent (bb1ea74)
• Adjust the instruction about default model (214986e)
• Migrate invocation_context to callback_context (e2072af)
• Correct the callback signatures (fa84bcb)
• Set default for bypass_multi_tools_limit to False for GoogleSearchTool and VertexAiSearchTool (6da7274)
• Add more clear instruction to the doc updater agent about one PR for each recommended change (b21d0a5)
• Add a guideline to avoid content deletion (16b030b)
• Add an sample agent for the ReflectAndRetryToolPlugin (9b8a4aa)
• Improve error message when adk web is run in wrong directory (4a842c5)
• Add an sample agent for the ReflectAndRetryToolPlugin (9b8a4aa)
• Add span for context caching handling and new cache creation (a2d9f13)
• Disable the scheduled execution for issue triage workflow (bae2102)
• Correct the callback signatures (fa84bcb)

Documentation

• Format README.md for samples (0bdba30)
• Bump models in llms and llms-full to Gemini 2.5 (ce46386)
• Update gemini_llm_connection.py - typo spelling correction (e6e2767)
• Announce the first ADK Community Call in the README ([731bb90](https://github.com/google/adk-python/...

1.16.0 (2025-10-08)

Features

• [Core]
  • Implementation of LLM context compaction (e0dd06f)
  • Support pause and resume an invocation in ADK (ce9c39f, 2f1040f, 1ee01cc, f005414, fbf7576)
• [Models]
  • Add citation_metadata to LlmResponse (3f28e30)
  • Add support for gemma model via gemini api (2b5acb9)
• [Tools]
  • Add dry_run functionality to BigQuery execute_sql tool (960eda3)
  • Add BigQuery analyze_contribution tool (4bb089d)
  • Spanner ADK toolset supports customizable template SQL and parameterized SQL (da62700)
  • Support Oauth2 client credentials grant type (5c6cdcd)
  • Add ReflectRetryToolPlugin to reflect from errors and retry with different arguments when tool errors (e55b894)
  • Support using VertexAiSearchTool built-in tool with other tools in the same agent (4485379)
  • Support using google search built-in tool with other tools in the same agent (d3148da)
• [Evals]
  • Add HallucinationsV1 evaluation metric (8c73d29)
  • Add Rubric based tool use metric (c984b9e)
• [UI]
  • Adds adk web options for custom logo (822efe0)
• [Observability]
  • otel: Switch CloudTraceSpanExporter to telemetry.googleapis.com (bd76b46)

Bug Fixes

• Adapt to new computer use tool name in genai sdk 1.41.0 (c6dd444)
• Add AuthConfig json serialization in vertex ai session service (636def3)
• Added more agent instructions for doc content changes (7459962)
• Convert argument to pydantic model when tool declares it accepts pydantic model as argument (571c802)
• Do not re-create App object when loader returns an App (d5c46e4)
• Fix compaction logic (3f2b457)
• Fix the instruction in workflow_triage example agent (8f3ca03)
• Fixes a bug that causes intermittent pydantic validation errors when uploading files (e680063)
• Handle A2A Task Status Update Event when streaming in remote_a2a_agent (a5cf80b)
• Make compactor optional in Events Compaction Config and add a default (3f4bd67)
• Rename SlidingWindowCompactor to LlmEventSummarizer and refine its docstring (f1abdb1)
• Rollback compaction handling from _get_contents (84f2f41)
• Set max_output_tokens for the agent builder (2e2d61b)
• Set default response modality to AUDIO in run_session (68402bd)
• Update remote_a2a_agent to better handle streaming events and avoid duplicate responses (8e5f361)
• Update the load_artifacts tool so that the model can reliably call it for follow up questions about the same artifact (238472d)
• Fix VertexAiSessionService base_url override to preserve initialized http_options (8110e41, c51ea0b)
• Handle App instances returned by agent_loader.load_agent (847df16)

Improvements

• Migrate VertexAiSessionService to use Agent Engine SDK (90d4c19)
• Migrate VertexAiMemoryBankService to use Agent Engine SDK (d1efc84, 97b950b, 83fd045)
• Add support for resolving $ref and $defs in OpenAPI schemas (a239716)

Documentation

• Update BigQuery samples README (3021266)

1.15.1 (2025-09-26)

Bug Fixes

• Fix the deployment failure for Agent Engine (e172811)

1.15.0 (2025-09-24)

Features

• [Core]
  • Adding the ContextFilterPlugin (a06bf27)
  • Adds plugin to save artifacts for issue #2176 (657369c)
  • Expose log probs of candidates in LlmResponse (f7bd3c1)
• [Context Caching]
  • Support context caching (c66245a)

    • Support explicit context caching auto creation and lifecycle management.

      Usage: App(root_agent=..., plugins=..., context_cache_config=...)

  • Support non-text content in static instruction (61213ce)
  • Support static instructions (9be9cc2)

    • Support static instruction that won't change, put at the beginning of
      the instruction.
      Static instruction support inline_data and file_data as contents.
      Dynamic instruction moved to the end of LlmRequest, increasing prefix
      caching matching size.

      Usage:
      LlmAgent(model=...,static_instruction =types.Content(parts=...), ... )

• [Telemetry]
  • Add --otel_to_cloud experimental support (1ae0b82, b131268, 7870480)
  • Add GenAI Instrumentation if --otel_to_cloud is enabled (cee365a)
  • Support standard OTel env variables for exporter endpoints (f157b2e)
  • Temporarily disable Cloud Monitoring integration in --otel_to_cloud (3b80337)
• [Services]
  • Add endpoint to generate memory from session (2595824)
• [Tools]
  • Add Google Maps Grounding Tool to ADK (6b49391)
  • MCP: Initialize tool_name_prefix in MCPToolse (86dea5b)
• [Evals]
  • Data model for storing App Details and data model for steps (01923a9)
  • Adds Rubric based final response evaluator (5a485b0)
  • Populate AppDetails to each Invocation (d486795)
• [Samples]
  • Make the bigquery sample agent run with ADC out-of-the-box (10cf377)

Bug Fixes

• Close runners after running eval (86ee6e3)
• Filter out thought parts when saving agent output to state (632bf8b)
• Ignore empty function chunk in LiteLlm streaming response (8a92fd1)
• Introduces a raw_mcp_tool method in McpTool to provide direct access to the underlying MCP tool (6158075)
• Make a copy of the columns instead of modifying it in place (aef1ee9)
• Prevent escaping of Latin characters in LLM response (c9ea80a)
• Retain the consumers and transport registry when recreating the ClientFactory in remote_a2a_agent.py (6bd33e1)
• Remove unsupported 'type': 'unknown' in test_common.py for fastapi 0.117.1 (3745221)

Documentation

• Correct the documentation of after_agent_callback (b9735b2)

1.14.1 (2025-09-14)

Bug Fixes

• Fix logging issues with RemoteA2aAgent 0c1f1fa

1.14.0 (2025-09-10)

Features

• [A2A]
  • Allow users to pass their own agent card to to_a2a method a1679da
  • Allow custom part converters in A2A classes b05fef9
• [Tools]
  • Allow setting agent/application name and compute project for BigQuery tools 11a2ffe
  • Add BigQuery forecast tool 0935a40
  • Add GkeCodeExecutor for sandboxed code execution on GKE 72ff9c6
  • Add a tool confirmation flow that can guard tool execution with explicit confirmation and custom input a17bcbb
  • Add audience and prompt as configurable for OAuth flows edda922
  • Allow user specify embedding model for file retrieval 67f23df
• [Core]
  • Allow all possible values for agent_class field in all Agent Configs 3bc2d77
  • Allow agent loader to load built-in agents from special directories in adk folder 578fad7
  • Upgrade ADK runner to use App in addition to root_agent 4df79dd
  • Allow inject artifact into instructions bb4cfde
• [Misc] Create an initial ADK release analyzer agent to find the doc updates needed between releases e3422c6

Bug Fixes

• Add custom_metadata to DatabaseSessionService fb009d8
  • NOTE: This requires DB migration, run ALTER TABLE events ADD COLUMN custom_metadata JSON; to migrate existing database tables.
• Add a NOTE to agent transfer instructions listing available agents 43eec82
• Fix pagination of list_sessions in VertexAiSessionService e63fe0c
• Fix AttributeError and indentation in parameter processing of LiteLlm 1e23652
• Allow AgentTool to inherit/use plugins from its invocation context when running 1979dcf
• Enforce foreign key constraint for SQLite DB 0c87907
• Add back installing requirements.txt to Dockerfile template for cloud run 8e43f0d
• Only process the auth responses in the last event with content (if applicable i.e. it's authored by user) 3b922a2
• Extract a utility for aggregating partial streaming responses and emitting LlmResponses for them as needed 7975e8e
• Support saving text artifacts in GCS artifact service cecf7e8
• Fixes thought handling in contents.py and refactors its unit tests a30851e
• Fixes the thought field handling in _planning.py fe8b37b
• Pass state_delta to runner in /run endpoint a3410fa
• Fix discussion answering github action workflow to escape the quote in the discussion content JSON 43c9681
• Send full MIME types for image/video/pdf in get_content e45c3be
• Fix flaky unit tests: tests/unittests/flows/llm_flows/test_functions_simple.py b92b288
• Make UT of a2a consistent about how tests should be skipped when python verison < 3.10 98b0426

Improvements

• Update contribution guide 8174a29
• Skip PR triage for already triaged or Google-contributor PRs 78eea1a
• Avoid mutable default arguments in local_eval_service and runners 64f11a6
• Avoid mutable default arguments in local_eval_service and runners 5b465fd
• Reorder dependencies in pyproject.toml ca5f7f1
• Follow pydantic convention to make field_validator a public method 1448406
• Update comment to clarify after_run callbacks 7720616
• Tune instructions to not ask root directory if it's already provided in the context 25df6c2
• Load discussion data from event content to avoid additional GraphQL API call a503a0c
• Refactor discussion answering agent to merge answer_discussions.py into main.py 408d3df
• Add community repo dependency group to pyproject toml 7b077ac
• Add warning for using Gemini models via LiteLLM 9291daa

Documentation

• Update root_agent description for clarity 467df1a
• Update the ask_data_insights docstring aad1533
• Add contributing Spanner tools RAG agent sample fcd748e

Tests

• Add functional telemetry tests bc6b546
• Add unit tests for the App class and improve Runner initialization tests fc90ce9

Chores

• Use lazy % formatting in logging functions to fix pylint warnings b431072
• Update release cadence in README decc19b
• Update create_session endpoint to use Request message as post body 219815d

1.13.0 (2025-08-27)

Features

• [Tools] Add the ask_data_insights tool for natural language queries on BigQuery data 47b88d2

Bug Fixes

• Add the missing from_config class method in BaseToolset 2dd432c
• Change LlmResponse to use Content for transcriptions 3b997a0
• AgentTool returns last content, instead of the content in the last event bcf0dda
• Fix adk deploy docker file permission ad81aa5
• Updating BaseAgent.clone() and LlmAgent.clone() to properly clone fields that are lists 29bb75f
• Make tool description for bigquery execute_sql for various write modes self contained 167182b
• Set invocation_id and branch for event generated when both output_schema and tools are used 3f3aa7b
• Rework parallel_agent.py to always aclose async generators 826f554
• Add table metadata info into Spanner tool get_table_schema and fix the key usage info 81a53b5
• Fix Spanner DatabaseSessionService support 54ed079
• Add support for required params c144b53
• Replaced hard coded value for user_id to the value from the tool context from parent agent. 0b89f18

Improvements

• Allow user to specify protocol for A2A RPC URL in to_a2a utility 157f731
• Passthrough extra args for adk deploy cloud_run as Cloud Run args 6806dea
• Renames MCPTool and MCPToolset to McpTool and McpToolset 4c70606
• Ignore hidden files in autoformat.sh 0eb65c0

Documentation

• Clean up docs in sample a360bc2
• Fixes root_agent.yaml in tool_mcp_stdio_notion_config for Agent Config sample and add README.md 2c088ac
• Add What's new section to README.md ccab076

Features

[Agent Config] 🌟 NEW FEATURE: Support using config file (YAML) to author agents in addition to python code. See the documentation for details.

• [Agent Config] Support deploying config agent to Agent Engine in CLI (b3b7003)
• [Tools] Add a dedicated Bigtable toolset to provide an easier, integrated way to interact
  with Bigtable for building AI Agent applications(experimental feature) (a953807)
• [Tools] Support custom tool_name_prefix in auto-generated GoogleApiToolset (a2832d5) See oauth_calendar_agent as an example.
• [CLI] Add build_image option for adk deploy cloud_run CLI (c843503)
• [Services] Add setdefault method to the ADK State object (77ed1f5)

Bug Fixes

• Lazy load VertexAiCodeExecutor and ContainerCodeExecutor (018db79)
• Fix the path for agent card in A2A demo (fa64545)
• Fix the path for agent card in A2A demo (a117cf0)
• litellm-test due to breaking change in dep library of extension extra (004a0a0)
• Using base event's invocation id when merge multiple function response event (279e4fe)
• Avoid crash when there is no candidates_token_count, which is Optional (22f34e9)
• Fix the packaging version comparison logic in adk cli (a2b7909)
• Add Spanner admin scope to Spanner tool default Oauth scopes (b66054d)
• Fixes SequentialAgent.config_type type hint (8a9a271)
• Fixes the host in the ansi bracket of adk web (cd357bf)
• Add spanner tool name prefix (a27927d)

Improvements

• Support ADK_SUPPRESS_EXPERIMENTAL_FEATURE_WARNINGS as environment variable to suppress experimental warnings (4afc9b2)
• Uses pydantic Field for Agent configs, so that the generated AgentConfig.json json schema can carry field description (5b999ed)
• Update openai dependency version, based on correct OPENAI release (bb8ebd1)
• Add the missing license header for core_callback_config init file (f8fd6a4)
• Creates yaml_utils.py in utils to allow adk dump yaml in the same style (1fd58cb)
• Return explict None type for DELETE endpoints (f03f167)
• Add _config suffix to all yaml-based agent examples (43f302c)
• Rename run related method and request to align with the conventions (ecaa7b4)
• Update models in samples/ folder to be gemini 2.0+ (6c217ba)
• Remove the "one commit" requirement from the contributing guide (c32cb6e)
• Bump version to 1.11.0 (8005270)

Documentation

• Add contributing bigtable sample (fef5318)
• Fix core_callback example (ba6e85e)
• Adds a minimal sample to demo how to use Agent Config to create a multi-agent setup (1328e6e)

1.11.0 (2025-08-14)

Features

• [Tools] Support adding prefix to tool names returned by toolset (ebd726f)
• [Eval] Expose print_detailed_results param to AgentEvaluator.evaluate (7e08808)
• [Tools] Add Spanner toolset (breaking change to BigQueryTool, consolidating into generic GoogleTool) (1fc8d20)
• [Core] Support both output_schema and tools at the same time in LlmAgent(sample) (af63567)

Bug Fixes

• A2A RPC URL got overriden by host and port param of adk api server (52284b1)
• Aclose all async generators to fix OTel tracing context (a30c63c)
• Use PreciseTimestamp for create and update time in database session service to improve precision (585141e)
• Ignore AsyncGenerator return types in function declarations (e2518dc)
• Make all subclass of BaseToolset to call parent constructor (8c65967)
• Path parameter extraction for complex Google API endpoints (54680ed)
• Docstring concatenation in 3.13 (88f759a)
• Lazy load retrieval tools and prompt users to install extensions if import failed (9478a31)
• Incorrect logic in LlmRequest.append_tools and make BaseTool to call it (b4ce3b1)
• Creates an InMemoryMemoryService within the EvaluationGenerator (e4d54b6)
• Uncomment OTel tracing in base_llm_flow.py (9cfe433)

Improvements

• Added upper version bounds to dependencies in "pyproject.toml" (a74d334)
• Update python-version in .github/workflows/python-unit-tests.yml to ["3.9", "3.10", "3.11", "3.12", "3.13"] (ddf2e21)
• Update comment to reference "Streamable HTTP Client" (c52f956)
• Remove logging that contains full event data from DatabaseSessionService (bb3735c)
• Add the missing env variables in discussion_answering.yml (a09a5e6)
• Add Gemini API docs as a new datastore for the ADK Answering Agent (5fba196)
• Add the missing license header for some sample agents' files (7d2cb65)
• Add docstring to clarify the behavior of preload memory tool (88114d7)
• Add experimental messages for a2a related API (d0b3b5d)
• Fixes generate_image sample (d674178)
• Make all FastAPI endpoints async (7f12387)
• Group FastAPI endpoints with tags (c323de5)
• Allow implementations to skip defining a close method on Toolset (944e39e)
• Add sample agent to test support of output_schema and tools at the same time for gemini model (f2005a2)
• Add Github workflow config for uploading ADK docs to knowledge store (5900273)
• Update ADK Answering agent to reference doc site instead of adk-docs repo (b5a8bad)

Documentation

• Fixes tool_functions, which is a config-based sample for using tools (c5af44c)
• Add workflow_triage sample for multi-agent request orchestration (e295feb)
• Add examples for config agents (d87feb8)
• Adds pypi badge to README.md (dc26aad)
• Update StreamableHTTPConnectionParams docstring to remove SSE references (8f937b5)