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Insights: strands-agents/sdk-python
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60 Pull requests merged by 13 people
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Switch readme to use light logo for better display in github dark mode
#475 merged
Jul 16, 2025 -
chore: remove preview from README.md
#459 merged
Jul 15, 2025 -
refactor(multiagent): Swarm - Remove unnecessary complete_swarm_task tool
#473 merged
Jul 15, 2025 -
fix(multiagent): raise ValueError for unsupported Graph and Swarm agent features
#472 merged
Jul 15, 2025 -
fix: Fix various docstring issues
#469 merged
Jul 15, 2025 -
feat: Add kwargs to session interfaces for future extensibility
#464 merged
Jul 15, 2025 -
Update default model to be Claude 4 Sonnet
#467 merged
Jul 15, 2025 -
fix: Plumb system_prompt through to structured_output
#466 merged
Jul 15, 2025 -
docs: correct naming in registry.py
#425 merged
Jul 15, 2025 -
feat(telemetry): Expose OpenTelemetry exporter init arguments in API
#365 merged
Jul 15, 2025 -
feat: add Swarm tracing
#461 merged
Jul 15, 2025 -
multiagent - use invoke_async instead of stream_async
#463 merged
Jul 15, 2025 -
feat(multiagent): introduce Swarm multi-agent orchestrator
#416 merged
Jul 15, 2025 -
feat: Store conversation manager in session
#441 merged
Jul 15, 2025 -
fix: Fix session manager agent init
#458 merged
Jul 14, 2025 -
refactor: add kwargs to multiagent interfaces
#454 merged
Jul 14, 2025 -
docstrings - fix formatting
#456 merged
Jul 14, 2025 -
feat: added swarm and graph spans
#451 merged
Jul 14, 2025 -
fix: session manager tracks all agent last message
#455 merged
Jul 14, 2025 -
Expand additional $refs for structured_output
#439 merged
Jul 14, 2025 -
refactor(a2a): upper bound deps + remove from multiagent submodule
#447 merged
Jul 14, 2025 -
feat: redact content from a message in a session
#446 merged
Jul 14, 2025 -
models - openai - null usage
#442 merged
Jul 14, 2025 -
chore: update span names
#440 merged
Jul 14, 2025 -
Session persistence
#302 merged
Jul 14, 2025 -
feat!: add pagination to mcp_client list_tools_sync
#436 merged
Jul 13, 2025 -
models - ollama - clean up in tests
#435 merged
Jul 12, 2025 -
models - mistral - init client on every request
#434 merged
Jul 12, 2025 -
models - ollama - init async client per request
#433 merged
Jul 12, 2025 -
deps(a2a): upper bound a2a sdk dep
#432 merged
Jul 12, 2025 -
feat(multiagent): Graph - support multi-modal inputs
#430 merged
Jul 12, 2025 -
models - bedrock - remove signaling
#429 merged
Jul 12, 2025 -
refactor(a2a): configurable host and port and remove excessive logging
#423 merged
Jul 11, 2025 -
chore!: set Agent property load_tools_from_directory to default to False
#419 merged
Jul 11, 2025 -
refactor: Remove _remove_dangling_messages from SlidingWindowConversationManager
#418 merged
Jul 11, 2025 -
refactor: Update interfaces to include kwargs to enable backwards compatibility
#413 merged
Jul 11, 2025 -
refactor: Remove message processor
#417 merged
Jul 11, 2025 -
refactor: Remove event_loop_cycle from top level import
#415 merged
Jul 11, 2025 -
feat(multi-agent): introduce Graph multi-agent orchestrator
#336 merged
Jul 11, 2025 -
models - move abstract class
#409 merged
Jul 11, 2025 -
models - litellm - async
#414 merged
Jul 11, 2025 -
Mark hooks as non-experimental
#410 merged
Jul 11, 2025 -
models - bedrock - threading
#411 merged
Jul 11, 2025 -
Rename StartRequestEvent & EndRequestEvent events
#408 merged
Jul 10, 2025 -
[REFACTOR] Unify Model Interface Around Single Entry Point (model.stream)
#400 merged
Jul 10, 2025 -
feat(async): mcp async call tool
#406 merged
Jul 10, 2025 -
structured output - multi-modal input
#405 merged
Jul 10, 2025 -
Add Model Invocation Hooks
#387 merged
Jul 10, 2025 -
Add hooks for when new messages are appended to the agent's messages
#385 merged
Jul 10, 2025 -
fix: Allow tool names that start with numbers
#407 merged
Jul 10, 2025 -
Add basis for conformance-based tests
#403 merged
Jul 10, 2025 -
async tools support
#391 merged
Jul 10, 2025 -
Fix: Update mistral tests to avoid shared agents
#398 merged
Jul 9, 2025 -
multi modal input
#367 merged
Jul 9, 2025 -
Remove agent.tool_config and update usages to use tool_specs
#388 merged
Jul 9, 2025 -
Update integ tests to isolate provider-based tests
#396 merged
Jul 9, 2025 -
Writer model provider
#228 merged
Jul 9, 2025 -
deps(a2a): upgrade a2a with db support
#395 merged
Jul 9, 2025 -
Add cohere client
#236 merged
Jul 9, 2025 -
fix: add-threading-instrumentation
#394 merged
Jul 9, 2025
7 Pull requests opened by 7 people
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Add baseten integration
#389 opened
Jul 9, 2025 -
feat: expose cache metrics
#392 opened
Jul 9, 2025 -
feat(a2a): agents-as-tools
#424 opened
Jul 11, 2025 -
models: Add support for DeepSeek models
#428 opened
Jul 12, 2025 -
feat! REQUIRED: Let users directly pass an existing boto3 session int…
#448 opened
Jul 14, 2025 -
refactor: update tool registry interface
#468 opened
Jul 15, 2025 -
docs: Update README.md with Writer
#474 opened
Jul 15, 2025
10 Issues closed by 4 people
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[BUG] Model access issue gives invalid URL
#452 closed
Jul 15, 2025 -
[BUG] System prompt is not passed when using structured output in Bedrock
#362 closed
Jul 15, 2025 -
[BUG] 0.2.1 breaks streaming
#399 closed
Jul 14, 2025 -
[BUG] Tool has validation error due to convert_pydantic_to_tool_spec failing to resolve $ref
#337 closed
Jul 14, 2025 -
[FEATURE] Model Providers - Always Base64 Encode Images
#252 closed
Jul 14, 2025 -
[BUG] Error: Event loop is closed
#431 closed
Jul 12, 2025 -
[BUG] [Fix in v0.2.1] Parallel Tool Invocation Running Slower in v0.2.0
#356 closed
Jul 11, 2025 -
[BUG] Loss of Temporary System Prompt Override Functionality
#344 closed
Jul 11, 2025 -
[BUG] receiving 'invalid start byte' when using ImageSource with Azure OpenAI
#85 closed
Jul 10, 2025 -
[BUG] Bedrock Marketplace model error
#150 closed
Jul 9, 2025
19 Issues opened by 14 people
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[FEATURE] Allow applications to control thread pools for Agent tool calls.
#476 opened
Jul 16, 2025 -
[Refactor] Remove run_async from a2a_client tool
#471 opened
Jul 15, 2025 -
[FEATURE] Support few-shot samples for structured outputs
#470 opened
Jul 15, 2025 -
[BUG] SlidingWindowConversationManager does not work as (I) expect
#465 opened
Jul 15, 2025 -
[BUG] Agent.__init__() got an unexpected keyword argument 'max_parallel_tools'
#462 opened
Jul 15, 2025 -
[BUG] Token counting inconsistency with image_reader tool - metrics don't reflect actual token usage
#460 opened
Jul 15, 2025 -
[FEATURE] Allow tool consent in async frameworks
#457 opened
Jul 14, 2025 -
[FEATURE] Allow setting tool_choice when invoking the agent
#453 opened
Jul 14, 2025 -
[FEATURE] Amazon Nova tool caching with cachePoint in messages
#449 opened
Jul 14, 2025 -
[FEATURE] Configurable agent-as-tool properties
#445 opened
Jul 14, 2025 -
[FEATURE] Agent as a tool persistence
#444 opened
Jul 14, 2025 -
[REFACTOR] Implemeent Agent interface which prevents circular imports
#443 opened
Jul 14, 2025 -
[FEATURE] Remove $ref expansion from structured_output
#438 opened
Jul 14, 2025 -
Add performance regression tests
#427 opened
Jul 11, 2025 -
[BUG] Listing MCP tools doesn't paginate through results
#420 opened
Jul 11, 2025 -
[FEATURE] cache_messages argument for Bedrock model provider
#404 opened
Jul 10, 2025 -
[BUG] LiteLLMModel fails on structured output and uses blocking async calls
#402 opened
Jul 10, 2025 -
[BUG] Palmyra model access via BadrockModel
#393 opened
Jul 9, 2025 -
[FEATURE] AgentRegistry for managing agents
#390 opened
Jul 9, 2025
25 Unresolved conversations
Sometimes conversations happen on old items that aren’t yet closed. Here is a list of all the Issues and Pull Requests with unresolved conversations.
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[FEATURE] Enhance ToolRegistry to automatically flatten nested tool collections
#50 commented on
Jul 9, 2025 • 0 new comments -
[BUG] OpenTelemetry traces not using parent span context
#262 commented on
Jul 9, 2025 • 0 new comments -
[FEATURE] Multi-Agent Primitives
#214 commented on
Jul 10, 2025 • 0 new comments -
[BUG] LiteLLM+Tools not working
#312 commented on
Jul 10, 2025 • 0 new comments -
[BUG] Agent object not JSON serializable when passed to direct tool calls
#350 commented on
Jul 10, 2025 • 0 new comments -
[FEATURE] Support Multi-Modal input in requests
#212 commented on
Jul 10, 2025 • 0 new comments -
[BUG] Strands import tools from `tools/tools.py` even when no tools are imported.
#376 commented on
Jul 10, 2025 • 0 new comments -
[FEATURE] Implement native async iterator support
#83 commented on
Jul 11, 2025 • 0 new comments -
[FEATURE] Implement general-purpose hook/callback system
#231 commented on
Jul 11, 2025 • 0 new comments -
[FEATURE] Add configurable limits for cycles, token counts, and overall runtime
#191 commented on
Jul 11, 2025 • 0 new comments -
[FEATURE] Pass Agent objects directly to other Agent objects
#84 commented on
Jul 11, 2025 • 0 new comments -
[BUG] AttributeError: 'NoneType' object has no attribute 'prompt_tokens' with OpenAIModel
#308 commented on
Jul 14, 2025 • 0 new comments -
[BUG] Streaming chunks does not return `complete` boolean to signify end of stream
#276 commented on
Jul 14, 2025 • 0 new comments -
[FEATURE] Provide agent access via web UI and API in addition to the CLI
#82 commented on
Jul 14, 2025 • 0 new comments -
[FEATURE] Add metric observability to Agent.structured_output() invocations
#335 commented on
Jul 15, 2025 • 0 new comments -
[FEATURE] Tool Manager for Semantic Tool Selection
#263 commented on
Jul 15, 2025 • 0 new comments -
[FEATURE] Add Database Session Management
#33 commented on
Jul 15, 2025 • 0 new comments -
[FEATURE] Improved MCP DX to prevent common context manager scoping issue
#198 commented on
Jul 15, 2025 • 0 new comments -
[ANNOUNCEMENT] Upcoming Breaking Changes
#253 commented on
Jul 15, 2025 • 0 new comments -
[BUG] Failed to get data source ID: No data sources found for knowledge base INSBJQX888
#183 commented on
Jul 16, 2025 • 0 new comments -
feature/ introduce new model - gemini
#31 commented on
Jul 11, 2025 • 0 new comments -
Support for Amazon SageMaker AI endpoints as Model Provider
#176 commented on
Jul 11, 2025 • 0 new comments -
feat: Adding portkey.ai gateway as a custom model
#197 commented on
Jul 11, 2025 • 0 new comments -
feat(event_loop): make event loop settings configurable
#288 commented on
Jul 11, 2025 • 0 new comments -
models - llamaapi - async
#372 commented on
Jul 12, 2025 • 0 new comments