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29 Commits
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[BREAKING] Python: Update github-copilot-sdk integration to use ToolInvocation/ToolResult types (#4551)
* Update github_copilot package for github-copilot-sdk>=0.1.32 (#4549) - Update requires-python from >=3.10 to >=3.11 - Remove Python 3.10 classifier - Update mypy python_version to 3.11 - Update dependency to github-copilot-sdk>=0.1.32 - Fix ToolResult API: use snake_case kwargs (text_result_for_llm, result_type) instead of camelCase (textResultForLlm, resultType) - Update test assertions to use attribute access on ToolResult - Add ToolResult type assertions to tool handler tests Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Fix tests to use ToolInvocation dataclass instead of plain dict (#4549) Update test_github_copilot_agent.py to pass ToolInvocation objects to tool handlers instead of plain dicts, matching the github-copilot-sdk>=0.1.32 API where ToolInvocation is a dataclass with an .arguments attribute. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Add regression tests for ToolInvocation contract (#4549) Add tests to lock in the new ToolInvocation-based calling convention: - test_tool_handler_rejects_raw_dict_invocation: verifies passing a raw dict (old calling convention) raises TypeError/AttributeError - test_tool_handler_with_empty_arguments: verifies ToolInvocation with empty arguments works correctly for no-arg tools Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Revert requires-python to >=3.10 to avoid breaking CI (#4549) The repo CI runs with Python 3.10 (uv sync --all-packages) and all other packages require >=3.10. Raising this package to >=3.11 would break the shared install flow. The SDK dependency version constraint (>=0.1.32) will enforce any Python version requirement from the SDK itself. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Fix min Python version for github_copilot package to >=3.11 github-copilot-sdk>=0.1.32 requires Python>=3.11, which conflicts with the package's declared >=3.10 minimum, breaking uv sync. * Bump py version for GH workflows to 3.11, exclude GHCP sdk from 3.10 items * Fix uv command * Fixes * Update samples --------- Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Evan Mattson ·
2026-03-09 09:57:51 +00:00 -
Python: Fix Python pyright package scoping and typing remediation (#4426)
* Fix Python pyright package scoping and typing remediation Implements issue #4407 by removing the root pyright include, adding package-level pyright includes, and resolving pyright/mypy typing issues across Python packages. Also cleans unnecessary casts and applies line-level, rule-specific ignores where external libraries are too dynamic. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Reduce pyright cost in handoff cloning Simplify cloned_options construction in HandoffAgentExecutor to avoid expensive TypedDict narrowing/inference in _handoff.py, which was causing pyright to spend a long time in orchestrations. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * fix types * Fix lint and type-check regressions Resolve current Python package check failures across lint, pyright, and mypy after recent code changes, including purview/declarative pyright issues and multiple ruff simplification findings. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * fixed hooks * Stabilize package tests and test tasks Resolve cross-package non-integration test failures, simplify streaming type flow, harden locale/culture handling, and standardize package test poe tasks to exclude integration tests where applicable. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * lots of small fixes * Fix current Python test regressions Address current failing unit tests in azure-ai, bedrock, and azure-cosmos while keeping Bedrock parsing logic inline (no new static helper methods). Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * small fixes * small fixes * removed pydantic from json * final updates * fix core * fix tests * fix obser --------- Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Eduard van Valkenburg ·
2026-03-05 15:32:24 +00:00 -
Dmytro Struk ·
2026-03-04 16:49:48 +00:00 -
Update Python package versions to rc2 (#4258)
- Bump core and azure-ai to 1.0.0rc2 - Bump preview packages to 1.0.0b260225 - Update dependencies to >=1.0.0rc2 - Add CHANGELOG entries for changes since rc1 - Update uv.lock Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Dmytro Struk ·
2026-02-25 19:37:44 +00:00 -
Python: Phase 2: Embedding clients for Ollama, Bedrock, and Azure AI Inference (#4207)
* Phase 2: Embedding clients for Ollama, Bedrock, and Azure AI Inference Add embedding client implementations to existing provider packages: - OllamaEmbeddingClient: Text embeddings via Ollama's embed API - BedrockEmbeddingClient: Text embeddings via Amazon Titan on Bedrock - AzureAIInferenceEmbeddingClient: Text and image embeddings via Azure AI Inference, supporting Content | str input with separate model IDs for text (AZURE_AI_INFERENCE_EMBEDDING_MODEL_ID) and image (AZURE_AI_INFERENCE_IMAGE_EMBEDDING_MODEL_ID) endpoints Additional changes: - Rename EmbeddingCoT -> EmbeddingT, EmbeddingOptionsCoT -> EmbeddingOptionsT - Add otel_provider_name passthrough to all embedding clients - Register integration pytest marker in all packages - Add lazy-loading namespace exports for Ollama and Bedrock embeddings - Add image embedding sample using Cohere-embed-v3-english - Add azure-ai-inference dependency to azure-ai package Part of #1188 Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Fix mypy duplicate name and ruff lint issues - Rename second 'vector' variable to 'img_vector' in image embedding loop - Combine nested with statements in tests - Remove unused result assignments in tests Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * updates from feedback * Fix CI failures in embedding usage handling - Fix Azure AI embedding mypy issues by normalizing vectors to list[float], safely accumulating optional usage token fields, and filtering None entries before constructing GeneratedEmbeddings - Avoid Bandit false positive by initializing usage details as an empty dict - Update OpenAI embedding tests to assert canonical usage keys (input_token_count/total_token_count) Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> --------- Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Eduard van Valkenburg ·
2026-02-25 17:45:08 +00:00 -
Python: [BREAKING] Redesign Python exception hierarchy (#4082)
* [BREAKING] Redesign Python exception hierarchy Replace the flat ServiceException family with domain-scoped branches: - AgentException (with InvalidAuth, InvalidRequest, InvalidResponse, ContentFilter) - ChatClientException (same consistent suberrors) - IntegrationException (same + InitializationError) - WorkflowException (Runner, Convergence, Checkpoint, Validation, Action, Declarative) - ContentError (AdditionItemMismatch) - ToolException / ToolExecutionException (unchanged) - MiddlewareException / MiddlewareTermination (unchanged) Key changes: - All Service* exceptions removed (ServiceException, ServiceInitializationError, etc.) - AgentExecutionException split into AgentInvalidRequest/ResponseException - AgentInvocationError removed, split into AgentInvalidRequest/ResponseException - Workflow exceptions moved from _workflows/_exceptions.py into main exceptions.py - _workflows/__init__.py emptied; main __init__.py imports directly from submodules - Purview exceptions re-parented under IntegrationException hierarchy - Init validation errors use built-in ValueError/TypeError instead of custom exceptions - CODING_STANDARD.md updated with hierarchy design and rationale Fixes microsoft/agent-framework#3410 Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Clarify ToolException vs ToolExecutionException docstrings ToolException: base class for all tool-related exceptions (preconditions, connection/init failures). ToolExecutionException: runtime call failures (tool call failed, reconnect failed, MCP errors). Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Fix remaining stale imports from agent_framework._workflows - azurefunctions: _context.py, _app.py, _serialization.py, test_func_utils.py used 'from agent_framework._workflows import X' which broke after emptying _workflows/__init__.py; changed to direct submodule imports - azure-ai-search: test still referenced ServiceInitializationError; updated to ValueError to match production code Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> --------- Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Eduard van Valkenburg ·
2026-02-19 17:58:14 +00:00 -
Python: Updated package versions for RC release (#4068)
* Updated package versions for RC release * Update python/packages/redis/pyproject.toml Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Small fix --------- Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Dmytro Struk ·
2026-02-19 16:11:48 +00:00 -
Python: improve .env handling and observability samples (#4032)
* Python: improve .env precedence and observability samples - Switch load_settings to explicit precedence: overrides -> explicit .env -> environment -> defaults\n- Raise when env_file_path is provided but missing\n- Update settings docs and tests for new behavior\n- Refresh observability samples and README guidance for env loading options\n\nCloses #3864\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * fixed some imports * Fix load_settings CI regressions Allow explicit env_file_path values that exist but are not regular files (for example /dev/null) by checking path existence before dotenv parsing, and restore a dict accumulator with typed return cast to satisfy mypy. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Avoid implicit dotenv in observability Only load dotenv in observability helpers when env_file_path is explicitly provided, and remove test os.devnull workarounds that are no longer necessary. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> --------- Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Eduard van Valkenburg ·
2026-02-18 11:18:52 +00:00 -
Python: Fix tool normalization and provider sample consolidation (#3953)
* Fix tool normalization and provider samples - restore callable/single-tool normalization paths and unset tool-choice behavior\n- consolidate and expand chat/provider samples (OpenAI/Azure/Anthropic/Ollama/Bedrock)\n- migrate Bedrock lazy import surface to agent_framework.amazon and move provider samples Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * small fix in sample * Finalize provider, samples, and core cleanup Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Fix CopilotTool passthrough in agent Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * fix link --------- Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Eduard van Valkenburg ·
2026-02-16 16:30:38 +00:00 -
Python: [BREAKING] Fix #3613 chat/agent message typing alignment (#3920)
* Fix #3613 message typing across chat and agents * Address #3613 review feedback and sample input style * refactor: use shared AgentRunMessages aliases (#3613) * refactor: rename agent run input aliases for #3613 * samples: inline image content in run calls * core: export AgentRunInputs from package init * core: use explicit init re-exports without __all__ * updated logging and inits * Fix core mypy export and samples XML note * Remove AgentRunInputsOrNone and dedupe loggers * Remove prepare_messages helper * fix integration tests
Eduard van Valkenburg ·
2026-02-16 15:27:25 +00:00 -
Python: [BREAKING] Remove FunctionTool[Any] compatibility shim for schema passthrough (#3600) (#3907)
* Fix #3600: Pass JSON schemas through without Pydantic conversion This change optimizes FunctionTool and MCP flows by passing JSON schemas directly to providers without converting them to Pydantic models first. Key changes: - Store JSON schema as-is when supplied to FunctionTool - Skip Pydantic model_validate for schema-supplied tools in invoke() - Return MCP tool schemas directly without conversion - Add comprehensive tests for schema passthrough behavior Performance benefits: - Eliminates expensive Pydantic model creation for supplied schemas - Preserves exact schema structure (additionalProperties, custom fields, etc.) - Reduces memory overhead and initialization time Maintains backward compatibility: - Function signature inference still uses Pydantic models - Explicit Pydantic models passed as input_model work as before - All existing tests pass * Fix schema passthrough validation and remove helper * Simplify FunctionTool without generic model dependency * Fix FunctionTool typing fallout in 3600 * Remove FunctionTool[Any] compatibility shim * Use serializable kwargs in OTEL tool args
Eduard van Valkenburg ·
2026-02-14 10:12:21 +00:00 -
update package versions (#3902)
Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>
Giles Odigwe ·
2026-02-13 00:00:57 +00:00 -
Python: [BREAKING] PR2 — Wire context provider pipeline, remove old types, update all consumers (#3850)
* PR2: Wire context provider pipeline and update all internal consumers - Replace AgentThread with AgentSession across all packages - Replace ContextProvider with BaseContextProvider across all packages - Replace context_provider param with context_providers (Sequence) - Replace thread= with session= in run() signatures - Replace get_new_thread() with create_session() - Add get_session(service_session_id) to agent interface - DurableAgentThread -> DurableAgentSession - Remove _notify_thread_of_new_messages from WorkflowAgent - Wire before_run/after_run context provider pipeline in RawAgent - Auto-inject InMemoryHistoryProvider when no providers configured * fix: update all tests for context provider pipeline, fix lazy-loaders, remove old test files * refactor: update all sample files for context provider pipeline (AgentThread→AgentSession, ContextProvider→BaseContextProvider) * fix: update remaining ag-ui references (client docstring, getting_started sample) * fix: make get_session service_session_id keyword-only to avoid confusion with session_id * refactor: rename _RunContext.thread_messages to session_messages * refactor: remove _threads.py, _memory.py, and old provider files; migrate devui to use plain message lists * rename: remove _new_ prefix from test files * refactor: rewrite SlidingWindowChatMessageStore as SlidingWindowHistoryProvider(InMemoryHistoryProvider) * fix: read full history from session state directly instead of reaching into provider internals * fix: update stale .pyi stubs, sample imports, and README references for new provider types * fix: remove stale message_store, _notify_thread_of_new_messages, and session_id.key references in samples * refactor: merge context_providers and sessions sample folders into sessions, remove aggregate_context_provider * refactor: UserInfoMemory stores state in session.state instead of instance attributes * feat: add Pydantic BaseModel support to session state serialization Pydantic models stored in session.state are now automatically serialized via model_dump() and restored via model_validate() during to_dict()/from_dict() round-trips. Models are auto-registered on first serialization; use register_state_type() for cold-start deserialization. Also export register_state_type as a public API. * fix mem0 * Update sample README links and descriptions for session terminology - Replace 'thread' with 'session' in sample descriptions across all READMEs - Update file links for renamed samples (mem0_sessions, redis_sessions, etc.) - Fix Threads section → Sessions section in main samples/README.md - Update tools, middleware, workflows, durabletask, azure_functions READMEs - Update architecture diagrams in concepts/tools/README.md - Update migration guides (autogen, semantic-kernel) * Fix broken Redis README link to renamed sample * Fix Mem0 OSS client search: pass scoping params as direct kwargs AsyncMemory (OSS) expects user_id/agent_id/run_id as direct kwargs, while AsyncMemoryClient (Platform) expects them in a filters dict. Adds tests for both client types. Port of fix from #3844 to new Mem0ContextProvider. * Fix rebase issues: restore missing _conversation_state.py and checkpoint decode logic - Add back _conversation_state.py (encode/decode_chat_messages) lost in rebase - Fix on_checkpoint_restore to decode cache/conversation with decode_chat_messages - Fix on_checkpoint_restore to use decode_checkpoint_value for pending requests - Add tests/workflow/__init__.py for relative import support - Fix test_agent_executor checkpoint selection (checkpoints[1] not superstep) * Add STORES_BY_DEFAULT ClassVar to skip redundant InMemoryHistoryProvider injection Chat clients that store history server-side by default (OpenAI Responses API, Azure AI Agent) now declare STORES_BY_DEFAULT = True. The agent checks this during auto-injection and skips InMemoryHistoryProvider unless the user explicitly sets store=False. * Fix broken markdown links in azure_ai and redis READMEs * Fix getting-started samples to use session API instead of removed thread/ContextProvider API * updates to workflow as agent * fix group chat import * Rename Thread→Session throughout, fix service_session_id propagation, remove stale AGUIThread - Fix: Propagate conversation_id from ChatResponse back to session.service_session_id in both streaming and non-streaming paths in _agents.py - Rename AgentThreadException → AgentSessionException - Remove stale AGUIThread from ag_ui lazy-loader - Rename use_service_thread → use_service_session in ag-ui package - Rename test functions from *_thread_* to *_session_* - Rename sample files from *_thread* to *_session* - Update docstrings and comments: thread → session - Update _mcp.py kwargs filter: add 'session' alongside 'thread' - Fix ContinuationToken docstring example: thread=thread → session=session - Fix _clients.py docstring: 'Agent threads' → 'Agent sessions' * Fix broken markdown links after thread→session file renames * fix azure ai test
Eduard van Valkenburg ·
2026-02-12 21:00:32 +00:00 -
Python: Centralize tool result parsing in FunctionTool.invoke() (#3854)
* Centralize tool result parsing in FunctionTool.invoke() - Add parse_result static method to FunctionTool that converts raw function return values to strings at invocation time - Add result_parser parameter to FunctionTool and @tool decorator for custom parsing - Remove prepare_function_call_results from all 9 consumer files and from the public API - Update MCPTool to parse MCP types directly to strings via _parse_tool_result_from_mcp and _parse_prompt_result_from_mcp - Change MCPTool parse_tool_results/parse_prompt_results type from Literal[True] | Callable | None to Callable | None - Remove ReturnT type parameter from FunctionTool (now single generic ArgsT since invoke() always returns str) - Update all subclass signatures and docstrings Fixes #1147 * Fix test_mcp_tool_call_tool_with_meta_integration for string results The test was still accessing result[0].additional_properties but invoke() now returns a string, not a list of Content objects. * Fix SIM108 lint: use binary operator for output assignment * Fix bedrock: use FunctionTool.parse_result instead of str() fallback str(result) turns None into literal 'None' and dicts into Python reprs with single quotes, breaking JSON parsing. Use the shared parse_result which handles None as '' and serializes via json.dumps. * updated lock * updates from feedback
Eduard van Valkenburg ·
2026-02-12 13:49:42 +00:00 -
Python: Replace Pydantic Settings with TypedDict + load_settings() (#3843)
* Replace Pydantic Settings with TypedDict + load_settings() - Remove pydantic-settings dependency, add python-dotenv - Delete _pydantic.py (AFBaseSettings, HTTPsUrl) - Add _settings.py with generic load_settings() function, SecretString, type coercion, and Required field validation (SettingNotFoundError) - Convert all 13 settings classes from AFBaseSettings subclasses to TypedDict definitions with load_settings() calls - Update all consumers from attribute access to dict access - Add 20 unit tests for load_settings() covering basic loading, dotenv, SecretString, type coercion, and required field validation - Update all existing tests for new settings patterns * Fix mypy type errors from settings conversion - Fix str | None attribute access in responses_client (walrus operator) - Fix SecretString | None narrowing in bedrock (type: ignore after guard) - Convert _context_provider.py attribute access to dict access (missed file) - Fix endpoint type narrowing in search_provider and context_provider - Fix purview: str | None .rstrip(), int | None defaults, urlparse bytes * Address PR review: required_fields param, type validation, fixes - Move required field validation from TypedDict annotations (Required) to a required_fields parameter on load_settings(), enabling runtime decisions about which fields are required - Remove Required imports and restore from __future__ import annotations in ollama and foundry_local - Add _check_override_type() for deterministic ServiceInitializationError on invalid override types (e.g. dict passed for str field) - Fix all multi-exception test catches back to single exception type - Fix Ollama host=None: use .get() so None is passed through to SDK default - Fix Purview processor: use explicit is-None checks instead of or operator - Remove unused BaseModel import from openai/_shared.py - Add 4 new tests (24 total): required_fields param, type validation * Fix type validation: allow int for float fields _check_override_type now permits int values for float-typed fields, matching Python's standard numeric promotion behavior. * fix: wrap urlparse arg with str() to fix mypy bytes endswith error
Eduard van Valkenburg ·
2026-02-12 08:51:20 +00:00 -
Dmytro Struk ·
2026-02-11 00:20:29 +00:00 -
Python: [BREAKING] Replace Hosted*Tool classes with tool methods (#3634)
* Replace Hosted*Tool classes with client static factory methods * fixed failing test * mypy fix * mypy fix 2 * declarative mypy fix * addressed comments * ToolProtocol removal * fixed test * agents mypy fix * fix failing tests * mypy fix * addressed comments * fixed tests * addressed comments + added factory method overrides for azureai v2 client * mypy fix * added kwargs to azureai tool methods * fixed in test * _sessions fix * test fix
Giles Odigwe ·
2026-02-11 00:04:27 +00:00 -
Python: [BREAKING] Simplify API: ChatAgent -> Agent, ChatMessage -> Message (#3747)
* [BREAKING] Rename ChatAgent -> Agent, ChatMessage -> Message, ChatClientProtocol -> SupportsChatGetResponse Simplify the public API by removing redundant 'Chat' prefix from core types: - ChatAgent -> Agent - RawChatAgent -> RawAgent - ChatMessage -> Message - ChatClientProtocol -> SupportsChatGetResponse Also renamed internal WorkflowMessage (was Message in _runner_context) to avoid collision. No backward compatibility aliases - this is a clean breaking change. * [BREAKING] Rename Agent chat_client parameter to client * Fix rebase issues: WorkflowMessage references and broken markdown links * Fix formatting and lint issues from code quality checks * Fix import ordering in workflow sample files * fixed rebase * Fix test failures: use WorkflowMessage and A2AMessage after ChatMessage→Message rename - Replace Message(data=..., source_id=...) with WorkflowMessage(...) in workflow tests - Fix isinstance check in A2A agent to use A2AMessage instead of Message - Fix import in test_workflow_observability.py (Message→WorkflowMessage) * Fix lint, fmt, and sample errors after ChatMessage→Message rename - Auto-fix 70+ ruff lint issues across samples (ChatMessage→Message refs) - Fix HostedVectorStoreContent→Content.from_hosted_vector_store in file search sample - Fix _normalize_messages→normalize_messages in custom agent sample - Fix context.terminate→raise MiddlewareTermination in middleware samples - Fix with_update_hook→with_transform_hook in override middleware sample - Add TOptions_co import back to custom_chat_client sample - Add noqa for FastAPI File() default in chatkit sample - Fix B023 loop variable capture in weather agent sample * fix: update Agent constructor calls from chat_client to client in declaration-only tool tests * fix: add register_cleanup to devui lazy-loading proxy and type stub * fixed tests and updated new pieces * fix agui typevar * fix merge errors * fix merge conflicts * fiux merge * Remove unused links --------- Co-authored-by: Evan Mattson <evan.mattson@microsoft.com>
Eduard van Valkenburg ·
2026-02-10 23:04:32 +00:00 -
Python: [BREAKING] Standardize TypeVar naming convention (TName → NameT) (#3770)
* standardized typevar to use suffix T * addressed copilot comments
Giles Odigwe ·
2026-02-10 19:34:10 +00:00 -
Python: replace pre-commit with prek, add PEP 723 script deps, clean up dev dependencies (#3748)
* python: replace pre-commit with prek, add PEP 723 script deps, clean up dev dependencies - Replace pre-commit with prek (Rust-native, faster pre-commit alternative) - Move supported hooks to repo: builtin for zero-clone speed - Add new builtin hooks: trailing-whitespace, check-merge-conflict, detect-private-key, check-added-large-files - Update all hook versions to latest (pre-commit-hooks v6, pyupgrade v3.21.2, bandit 1.9.3, uv-pre-commit 0.10.0) - Add PEP 723 inline script metadata to 34 samples with external deps - Remove autogen-agentchat/autogen-ext from dev deps (now declared per-sample) - Remove unused dev deps: pytest-env, tomli-w - Add agent-framework-core>=1.0.0b260130 lower bound to all 21 packages - Update CI workflow to use j178/prek-action - Update docs: DEV_SETUP.md, AGENTS.md, CODING_STANDARD.md, SAMPLE_GUIDELINES.md * updated lock * python: fix prek config paths for local execution and CI workflow Remove global 'files: ^python/' filter and strip python/ prefix from all path patterns in .pre-commit-config.yaml so prek finds files when run from the python/ directory. Update CI workflow to use --cd python instead of --config path. Include trailing whitespace fixes and dev dependency cleanup. * python: move helper scripts to scripts/ folder and exclude from checks * python: exclude AGENTS.md from prek markdown code lint * python: exclude AGENTS.md and azure_ai_search sample from markdown lint * fix m365 sample * python: ignore CPY rule for samples with PEP 723 headers * fix in dev_setup * python: replace aiofiles with regular open in samples * python: suppress reportUnusedImport in markdown code block checker * python: use samples pyright config for markdown code block checker Write a temp pyrightconfig.json matching pyrightconfig.samples.json rules (typeCheckingMode=off, only reportMissingImports and reportAttributeAccessIssue). Filter output to only fail on these rules since syntax-level errors (top-level await, undefined vars) are expected in README documentation snippets. * python: use markdown-code-lint with fixed globs instead of prek file list The prek-markdown-code-lint task received all changed files including non-README markdown and files with pre-existing broken imports. Replace with the standard markdown-code-lint task which uses the correct glob patterns (README.md, packages/**/README.md, samples/**/*.md). * python: exclude READMEs with pre-existing broken imports from markdown lint * python: fix broken README code snippets instead of excluding them - ag-ui: replace TextContent (removed) with content.type == 'text' - durabletask: fix import path to durabletask.worker.TaskHubGrpcWorker - orchestrations: use constructor params instead of .participants() method - observability: mark deprecated code blocks as plain text, filter reportMissingImports to agent_framework modules only - remove README excludes from markdown-code-lint task * add revision to gaia download * feat(python): parallelize checks across packages Run (package × task) cross-product in parallel using ThreadPoolExecutor and subprocesses. Key changes: - Add scripts/task_runner.py with shared parallel execution engine - Update run_tasks_in_packages_if_exists.py to accept multiple tasks - Update run_tasks_in_changed_packages.py with --files flag and parallel support - Add check-packages poe task (fmt+lint+pyright+mypy in parallel) - Add prek-markdown-code-lint and prek-samples-check with change detection - Split CI code quality workflow into parallel prek and mypy jobs - Update DEV_SETUP.md to document new parallel behavior Core package changes still trigger checks on all packages. * feat(ci): split code quality into 4 parallel jobs Split the single prek job into parallel jobs: - pre-commit-hooks: lightweight hooks (SKIP=poe-check) - package-checks: fmt/lint/pyright/mypy via check-packages - samples-markdown: samples-lint, samples-syntax, markdown-code-lint - mypy: change-detected mypy checks All 4 jobs run concurrently (×2 Python versions = 8 runners). * feat(ci): use only Python 3.10 for code quality checks * refactor(python): add future annotations and remove quoted types Add `from __future__ import annotations` to 93 package files that used quoted string annotations, then run pyupgrade --py310-plus to remove the now-unnecessary quotes. Fixes https://github.com/microsoft/agent-framework/issues/3578
Eduard van Valkenburg ·
2026-02-09 17:51:01 +00:00 -
Python: [BREAKING] Moved to a single get_response and run API (#3379)
* WIP * big update to new ResponseStream model * fixed tests and typing * fixed tests and typing * fixed tools typevar import * fix * mypy fix * mypy fixes and some cleanup * fix missing quoted names * and client * fix imports agui * fix anthropic override * fix agui * fix ag ui * fix import * fix anthropic types * fix mypy * refactoring * updated typing * fix 3.11 * fixes * redid layering of chat clients and agents * redid layering of chat clients and agents * Fix lint, type, and test issues after rebase - Add @overload decorators to AgentProtocol.run() for type compatibility - Add missing docstring params (middleware, function_invocation_configuration) - Fix TODO format (TD002) by adding author tags - Fix broken observability tests from upstream: - Replace non-existent use_instrumentation with direct instantiation - Replace non-existent use_agent_instrumentation with AgentTelemetryLayer mixin - Fix get_streaming_response to use get_response(stream=True) - Add AgentInitializationError import - Update streaming exception tests to match actual behavior * Fix AgentExecutionException import error in test_agents.py - Replace non-existent AgentExecutionException with AgentRunException * Fix test import and asyncio deprecation issues - Add 'tests' to pythonpath in ag-ui pyproject.toml for utils_test_ag_ui import - Replace deprecated asyncio.get_event_loop().run_until_complete with asyncio.run * Fix azure-ai test failures - Update _prepare_options patching to use correct class path - Fix test_to_azure_ai_agent_tools_web_search_missing_connection to clear env vars * Convert ag-ui utils_test_ag_ui.py to conftest.py - Move test utilities to conftest.py for proper pytest discovery - Update all test imports to use conftest instead of utils_test_ag_ui - Remove old utils_test_ag_ui.py file - Revert pythonpath change in pyproject.toml * fix: use relative imports for ag-ui test utilities * fix agui * Rename Bare*Client to Raw*Client and BaseChatClient - Renamed BareChatClient to BaseChatClient (abstract base class) - Renamed BareOpenAIChatClient to RawOpenAIChatClient - Renamed BareOpenAIResponsesClient to RawOpenAIResponsesClient - Renamed BareAzureAIClient to RawAzureAIClient - Added warning docstrings to Raw* classes about layer ordering - Updated README in samples/getting_started/agents/custom with layer docs - Added test for span ordering with function calling * Fix layer ordering: FunctionInvocationLayer before ChatTelemetryLayer This ensures each inner LLM call gets its own telemetry span, resulting in the correct span sequence: chat -> execute_tool -> chat Updated all production clients and test mocks to use correct ordering: - ChatMiddlewareLayer (first) - FunctionInvocationLayer (second) - ChatTelemetryLayer (third) - BaseChatClient/Raw...Client (fourth) * Remove run_stream usage * Fix conversation_id propagation * Python: Add BaseAgent implementation for Claude Agent SDK (#3509) * Added ClaudeAgent implementation * Updated streaming logic * Small updates * Small update * Fixes * Small fix * Naming improvements * Updated imports * Addressed comments * Updated package versions * Update Claude agent connector layering * fix test and plugin * Store function middleware in invocation layer * Fix telemetry streaming and ag-ui tests * Remove legacy ag-ui tests folder * updates * Remove terminate flag from FunctionInvocationContext, use MiddlewareTermination instead - Remove terminate attribute from FunctionInvocationContext - Add result attribute to MiddlewareTermination to carry function results - FunctionMiddlewarePipeline.execute() now lets MiddlewareTermination propagate - _auto_invoke_function captures context.result in exception before re-raising - _try_execute_function_calls catches MiddlewareTermination and sets should_terminate - Fix handoff middleware to append to chat_client.function_middleware directly - Update tests to use raise MiddlewareTermination instead of context.terminate - Add middleware flow documentation in samples/concepts/tools/README.md - Fix ag-ui to use FunctionMiddlewarePipeline instead of removed create_function_middleware_pipeline * fix: remove references to removed terminate flag in purview tests, add type ignore * fix: move _test_utils.py from package to test folder * fix: call get_final_response() to trigger context provider notification in streaming test * fix: correct broken links in tools README * docs: clarify default middleware behavior in summary table * fix: ensure inner stream result hooks are called when using map()/from_awaitable() * Fix mypy type errors * Address PR review comments on observability.py - Remove TODO comment about unconsumed streams, add explanatory note instead - Remove redundant _close_span cleanup hook (already called in _finalize_stream) - Clarify behavior: cleanup hooks run after stream iteration, if stream is not consumed the span remains open until garbage collected * Remove gen_ai.client.operation.duration from span attributes Duration is a metrics-only attribute per OpenTelemetry semantic conventions. It should be recorded to the histogram but not set as a span attribute. * Remove duration from _get_response_attributes, pass directly to _capture_response Duration is a metrics-only attribute. It's now passed directly to _capture_response instead of being included in the attributes dict that gets set on the span. * Remove redundant _close_span cleanup hook in AgentTelemetryLayer _finalize_stream already calls _close_span() in its finally block, so adding it as a separate cleanup hook is redundant. * Use weakref.finalize to close span when stream is garbage collected If a user creates a streaming response but never consumes it, the cleanup hooks won't run. Now we register a weak reference finalizer that will close the span when the stream object is garbage collected, ensuring spans don't leak in this scenario. * Fix _get_finalizers_from_stream to use _result_hooks attribute Renamed function to _get_result_hooks_from_stream and fixed it to look for the _result_hooks attribute which is the correct name in ResponseStream class. * Add missing asyncio import in test_request_info_mixin.py * Fix leftover merge conflict marker in image_generation sample * Update integration tests * Fix integration tests: increase max_iterations from 1 to 2 Tests with tool_choice options require at least 2 iterations: 1. First iteration to get function call and execute the tool 2. Second iteration to get the final text response With max_iterations=1, streaming tests would return early with only the function call/result but no final text content. * Fix duplicate function call error in conversation-based APIs When using conversation_id (for Responses/Assistants APIs), the server already has the function call message from the previous response. We should only send the new function result message, not all messages including the function call which would cause a duplicate ID error. Fix: When conversation_id is set, only send the last message (the tool result) instead of all response.messages. * Add regression test for conversation_id propagation between tool iterations Port test from PR #3664 with updates for new streaming API pattern. Tests that conversation_id is properly updated in options dict during function invocation loop iterations. * Fix tool_choice=required to return after tool execution When tool_choice is 'required', the user's intent is to force exactly one tool call. After the tool executes, return immediately with the function call and result - don't continue to call the model again. This fixes integration tests that were failing with empty text responses because with tool_choice=required, the model would keep returning function calls instead of text. Also adds regression tests for: - conversation_id propagation between tool iterations (from PR #3664) - tool_choice=required returns after tool execution * Document tool_choice behavior in tools README - Add table explaining tool_choice values (auto, none, required) - Explain why tool_choice=required returns immediately after tool execution - Add code example showing the difference between required and auto - Update flow diagram to show the early return path for tool_choice=required * Fix tool_choice=None behavior - don't default to 'auto' Remove the hardcoded default of 'auto' for tool_choice in ChatAgent init. When tool_choice is not specified (None), it will now not be sent to the API, allowing the API's default behavior to be used. Users who want tool_choice='auto' can still explicitly set it either in default_options or at runtime. Fixes #3585 * Fix tool_choice=none should not remove tools In OpenAI Assistants client, tools were not being sent when tool_choice='none'. This was incorrect - tool_choice='none' means the model won't call tools, but tools should still be available in the request (they may be used later in the conversation). Fixes #3585 * Add test for tool_choice=none preserving tools Adds a regression test to ensure that when tool_choice='none' is set but tools are provided, the tools are still sent to the API. This verifies the fix for #3585. * Fix tool_choice=none should not remove tools in all clients Apply the same fix to OpenAI Responses client and Azure AI client: - OpenAI Responses: Remove else block that popped tool_choice/parallel_tool_calls - Azure AI: Remove tool_choice != 'none' check when adding tools When tool_choice='none', the model won't call tools, but tools should still be sent to the API so they're available for future turns. Also update README to clarify tool_choice=required supports multiple tools. Fixes #3585 * Keep tool_choice even when tools is None Move tool_choice processing outside of the 'if tools' block in OpenAI Responses client so tool_choice is sent to the API even when no tools are provided. * Update test to match new parallel_tool_calls behavior Changed test_prepare_options_removes_parallel_tool_calls_when_no_tools to test_prepare_options_preserves_parallel_tool_calls_when_no_tools to reflect that parallel_tool_calls is now preserved even when no tools are present, consistent with the tool_choice behavior. * Fix ChatMessage API and Role enum usage after rebase - Update ChatMessage instantiation to use keyword args (role=, text=, contents=) - Fix Role enum comparisons to use .value for string comparison - Add created_at to AgentResponse in error handling - Fix AgentResponse.from_updates -> from_agent_run_response_updates - Fix DurableAgentStateMessage.from_chat_message to convert Role enum to string - Add Role import where needed * Fix additional ChatMessage API and method name changes - Fix ChatMessage usage in workflow files (use text= instead of contents= for strings) - Fix AgentResponse.from_updates -> from_agent_run_response_updates in workflow files - Fix test files for ChatMessage and Role enum usage * Fix remaining ChatMessage API usage in test files * Fix more ChatMessage and Role API changes in source and test files - Fix ChatMessage in _magentic.py replan method - Fix Role enum comparison in test assertions - Fix remaining test files with old ChatMessage syntax * Fix ChatMessage and Role API changes across packages - Add Role import where missing - Fix ChatMessage signature: positional args to keyword args (role=, text=, contents=) - Fix Role enum comparisons: .role.value instead of .role string - Fix FinishReason enum usage in ag-ui event converters - Rename AgentResponse.from_updates to from_agent_run_response_updates in ag-ui Fixes API compatibility after Types API Review improvements merge * Fix ChatMessage and Role API changes in github_copilot tests * Fix ChatMessage and Role API changes in redis and github_copilot packages - Fix redis provider: Role enum comparison using .value - Fix redis tests: ChatMessage signature and Role comparisons - Fix github_copilot tests: ChatMessage signature and Role comparisons - Update docstring examples in redis chat message store * Fix ChatMessage and Role API changes in devui package - Fix executor: ChatMessage signature change - Fix conversations: Role enum to string conversion in two places - Fix tests: ChatMessage signatures and Role comparisons * Fix ChatMessage and Role API changes in a2a and lab packages - Fix a2a tests: Role comparisons and ChatMessage signatures - Fix lab tau2 source: Role enum comparison in flip_messages, log_messages, sliding_window - Fix lab tau2 tests: ChatMessage signatures and Role comparisons * Remove duplicate test files from ag-ui/tests (tests are in ag_ui_tests) * Fix ChatMessage and Role API changes across packages After rebasing on upstream/main which merged PR #3647 (Types API Review improvements), fix all packages to use the new API: - ChatMessage: Use keyword args (role=, text=, contents=) instead of positional args - Role: Compare using .value attribute since it's now an enum Packages fixed: - ag-ui: Fixed Role value extraction bugs in _message_adapters.py - anthropic: Fixed ChatMessage and Role comparisons in tests - azure-ai: Fixed Role comparison in _client.py - azure-ai-search: Fixed ChatMessage and Role in source/tests - bedrock: Fixed ChatMessage signatures in tests - chatkit: Fixed ChatMessage and Role in source/tests - copilotstudio: Fixed ChatMessage and Role in tests - declarative: Fixed ChatMessage in _executors_agents.py - mem0: Fixed ChatMessage and Role in source/tests - purview: Fixed ChatMessage in source/tests * Fix mypy errors for ChatMessage and Role API changes - durabletask: Use str() fallback in role value extraction - core: Fix ChatMessage in _orchestrator_helpers.py to use keyword args - core: Add type ignore for _conversation_state.py contents deserialization - ag-ui: Fix type ignore comments (call-overload instead of arg-type) - azure-ai-search: Fix get_role_value type hint to accept Any - lab: Move get_role_value to module level with Any type hint * Improve CI test timeout configuration - Increase job timeout from 10 to 15 minutes - Reduce per-test timeout to 60s (was 900s/300s) - Add --timeout_method thread for better timeout handling - Add --timeout-verbose to see which tests are slow - Reduce retries from 3 to 2 and delay from 10s to 5s This ensures individual test timeouts are shorter than the job timeout, providing better visibility when tests hang. With 60s timeout and 2 retries, worst case per test is ~180s. * Fix ChatMessage API usage in docstrings and source - Fix ChatMessage positional args in docstrings: _serialization.py, _threads.py, _middleware.py - Fix ChatMessage in tau2 runner.py - Fix role comparison in _orchestrator_helpers.py to use .value - Fix role comparison in _group_chat.py docstring example - Fix role assertions in test_durable_entities.py to use .value * Revert tool_choice/parallel_tool_calls changes - must be removed when no tools OpenAI API requires tool_choice and parallel_tool_calls to only be present when tools are specified. Restored the logic that removes these options when there are no tools. - Restored check in _chat_client.py to remove tool_choice and parallel_tool_calls when no tools present - Restored same logic in _responses_client.py - Reverted test to expect the correct behavior * fixed issue in tests * fix: resolve merge conflict markers in ag-ui tests * fix: restructure ag-ui tests and fix Role/FinishReason to use string types * fix: streaming function invocation and middleware termination - Refactor streaming function invocation to use get_final_response() on inner streams - Fix MiddlewareTermination to accept result parameter for passing results - Fix _AutoHandoffMiddleware to use MiddlewareTermination instead of context.terminate - Fix AgentMiddlewareLayer.run() to properly forward function/chat middleware - Remove duplicate middleware registration in AgentMiddlewareLayer.__init__ - Fix exception handling in _auto_invoke_function to properly capture termination - Fix mypy errors in core package - Update tests to use stream=True parameter for unified run API * fix all tests command * Refactor integration tests to use pytest fixtures - Merge testutils.py into conftest.py for azurefunctions integration tests - Merge dt_testutils.py into conftest.py for durabletask integration tests - Convert all integration tests to use fixtures instead of direct imports (fixes ModuleNotFoundError with --import-mode=importlib) - Add sample_helper fixture for azurefunctions tests - Add agent_client_factory and orchestration_helper fixtures for durabletask - Integration tests now skip with descriptive messages when services unavailable - Restructure devui tests into tests/devui/ with proper conftest.py - Add test organization guidelines to CODING_STANDARD.md - Remove __init__.py from test directories per pytest best practices * Fix pytest_collection_modifyitems to only skip integration tests The hook was skipping all tests in the test session, not just integration tests. Now it only skips items in the integration_tests directory. * Fix mem0 tests failing on Python 3.13 Use patch.object on the imported module instead of @patch with string path to ensure the mock takes effect regardless of import timing. * fix mem0 * another attempt for mem0 * fix for mem0 * fix mem0 * Increase worker initialization wait time in durabletask tests Increase from 2 to 8 seconds to allow time for: - Python startup and module imports - Azure OpenAI client creation - Agent registration with DTS worker - Worker connection to DTS This helps prevent test failures in CI where the first tests may run before the worker is fully ready to process requests. * Fix streaming test to use ResponseStream with finalizer The _consume_stream method now expects a ResponseStream that can provide a final AgentResponse via get_final_response(). Update the test to use ResponseStream with AgentResponse.from_updates as the finalizer. * Fix MockToolCallingAgent to use new ResponseStream API and update samples * small updates to run_stream to run * fix sub workflow * temp fix for az func test --------- Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>
Eduard van Valkenburg ·
2026-02-05 20:09:58 +00:00 -
.NET: Python: Add AGENTS.md files and update coding standards (#3644)
* Add AGENTS.md files and update coding standards for Python - Add root python/AGENTS.md with project structure and package links - Add AGENTS.md for each package describing purpose and main classes - Update .github/copilot-instructions.md with improved structure - Update python/CODING_STANDARD.md with API review guidance: - Future annotations convention (#3578) - TypeVar naming convention (#3594) - Mapping vs MutableMapping (#3577) - Avoid shadowing built-ins (#3583) - Explicit exports (#3605) - Exception documentation guidelines (#3410) - Simplify python/.github/instructions/python.instructions.md to reference AGENTS.md - Remove AGENTS.md from .gitignore * Fix purview import path in AGENTS.md * Address PR review comments and restructure instructions - Slim down .github/copilot-instructions.md to reference language-specific docs - Add ADR section explaining templates and purpose - Create dotnet/AGENTS.md with .NET-specific build commands, conventions, and sample guidance - Update Python build/test instructions for core vs isolated changes - Fix Microsoft.Extensions.AI package references - Update kwargs guidance per issue #3642 - Fix Python sample helper placement (top, not bottom) - Document new 'typing' poe task in DEV_SETUP.md * Add 'typing' poe task to run both pyright and mypy * Add kwargs guidelines from issue #3642 to CODING_STANDARD.md * Clarify that connector packages pull in core as dependency
Eduard van Valkenburg ·
2026-02-05 10:27:46 +00:00 -
Python: [BREAKING] Types API Review improvements (#3647)
* Replace Role and FinishReason classes with NewType + Literal - Remove EnumLike metaclass from _types.py - Replace Role class with NewType('Role', str) + RoleLiteral - Replace FinishReason class with NewType('FinishReason', str) + FinishReasonLiteral - Update all usages across codebase to use string literals - Remove .value access patterns (direct string comparison now works) - Add backward compatibility for legacy dict serialization format - Update tests to reflect new string-based types Addresses #3591, #3615 * Simplify ChatResponse and AgentResponse type hints (#3592) - Remove overloads from ChatResponse.__init__ - Remove text parameter from ChatResponse.__init__ - Remove | dict[str, Any] from finish_reason and usage_details params - Remove **kwargs from AgentResponse.__init__ - Both now accept ChatMessage | Sequence[ChatMessage] | None for messages - Update docstrings and examples to reflect changes - Fix tests that were using removed kwargs - Fix Role type hint usage in ag-ui utils * Remove text parameter from ChatResponseUpdate and AgentResponseUpdate (#3597) - Remove text parameter from ChatResponseUpdate.__init__ - Remove text parameter from AgentResponseUpdate.__init__ - Remove **kwargs from both update classes - Simplify contents parameter type to Sequence[Content] | None - Update all usages to use contents=[Content.from_text(...)] pattern - Fix imports in test files - Update docstrings and examples * Rename from_chat_response_updates to from_updates (#3593) - ChatResponse.from_chat_response_updates → ChatResponse.from_updates - ChatResponse.from_chat_response_generator → ChatResponse.from_update_generator - AgentResponse.from_agent_run_response_updates → AgentResponse.from_updates * Remove try_parse_value method from ChatResponse and AgentResponse (#3595) - Remove try_parse_value method from ChatResponse - Remove try_parse_value method from AgentResponse - Remove try_parse_value calls from from_updates and from_update_generator methods - Update samples to use try/except with response.value instead - Update tests to use response.value pattern - Users should now use response.value with try/except for safe parsing * Add agent_id to AgentResponse and clarify author_name documentation (#3596) - Add agent_id parameter to AgentResponse class - Document that author_name is on ChatMessage objects, not responses - Update ChatResponse docstring with author_name note - Update AgentResponse docstring with author_name note * Simplify ChatMessage.__init__ signature (#3618) - Make contents a positional argument accepting Sequence[Content | str] - Auto-convert strings in contents to TextContent - Remove overloads, keep text kwarg for backward compatibility with serialization - Update _parse_content_list to handle string items - Update all usages across codebase to use new format: ChatMessage("role", ["text"]) * Allow Content as input on run and get_response - Update prepare_messages and normalize_messages to accept Content - Update type signatures in _agents.py and _clients.py - Add tests for Content input handling * Fix ChatMessage usage across packages and samples Update all remaining ChatMessage(role=..., text=...) to use new ChatMessage('role', ['text']) signature. * Fix Role string usage and response format parsing - Fix redis provider: remove .value access on string literals - Fix durabletask ensure_response_format: set _response_format before accessing .value * Fix ollama .value and ai_model_id issues, handle None in content list - Fix ollama _chat_client: remove .value on string literals - Fix ollama _chat_client: rename ai_model_id to model_id - Fix _parse_content_list: skip None values gracefully * Fix A2AAgent type signature to include Content * Fix Role/FinishReason NewType dict annotations and improve test coverage to 95% * Fix mypy errors for Role/FinishReason NewType usage * Fix Role.TOOL and Role.ASSISTANT usage in _orchestrator_helpers.py * Fix Role NewType usage in durabletask _models.pyEduard van Valkenburg ·
2026-02-04 10:13:23 +00:00 -
Python: Updated instructions/system_message logic in GitHub Copilot agent (#3625)
* Updated instructions handling * Small improvement * Included runtime options in session creation logic
Dmytro Struk ·
2026-02-03 05:40:35 +00:00 -
Python: Add BaseAgent implementation for Claude Agent SDK (#3509)
* Added ClaudeAgent implementation * Updated streaming logic * Small updates * Small update * Fixes * Small fix * Naming improvements * Updated imports * Addressed comments * Updated package versions
Dmytro Struk ·
2026-01-30 18:11:41 +00:00 -
.NET: Python: [BREAKING] Renamed Github to GitHub (#3486)
* Renamed Github to GitHub * Small fix * Updated package versions
Dmytro Struk ·
2026-01-28 19:58:31 +00:00 -
Python: [BREAKING] changed AIFunction to FunctionTool and @ai_function to @tool (#3413)
* changed AIFunction to FunctionTool and @ai_function to @tool * test and mypy fixes * mypy fix * switch function tool to always_require * fix noop * fix github copilot imports * test fixes * fix ollama test * fixes for tests * fix tests * reverted change to always_require and extended timeout * fix test
Eduard van Valkenburg ·
2026-01-28 14:53:53 +00:00 -
Dmytro Struk ·
2026-01-27 18:16:55 +00:00 -
Python: Add BaseAgent implementation for GitHub Copilot SDK (#3404)
* Added GithubCopilotAgent * Fixed errors * Updated examples * Updated naming and tests * Resolved comments and more tests * Updated tool handling * Updated tool handling * Small fixes * Removed default permission handler * Resolved comments * Updated positional args * Updated docstrings * Small fixes and more examples * Added example with MCP
Dmytro Struk ·
2026-01-26 18:09:04 +00:00