├── .claude └── skills │ └── example-skill │ └── SKILL.md ├── .copier-answers.yml ├── .github ├── FUNDING.yml ├── copilot-instructions.md ├── dependabot.yml └── workflows │ ├── build.yml │ ├── documentation.yml │ └── publish_docker.yml ├── .gitignore ├── .pre-commit-config.yaml ├── .rules ├── Dockerfile ├── LICENSE ├── README.md ├── alembic.ini ├── compose.yml ├── docs ├── .empty ├── advanced │ ├── acp_integration.md │ ├── agent_state.md │ ├── async.md │ ├── callables.md │ ├── connections.md │ ├── db.md │ ├── document_conversion.md │ ├── generic_typing.md │ ├── injection.md │ ├── mcp_servers.md │ ├── models.md │ ├── passing_data.md │ ├── prompts.md │ ├── syntactic_sugar.md │ ├── system_prompts.md │ └── task_monitoring.md ├── agent.md ├── agent_config.md ├── agents │ ├── basic_agent.md │ ├── create_agents.md │ ├── team.md │ └── tool_manager.md ├── cli.md ├── commands.md ├── concepts │ ├── agent_context.md │ ├── capabilities.md │ ├── conversation_manager.md │ ├── events.md │ ├── knowledge.md │ ├── mcp.md │ ├── messages.md │ ├── pool.md │ ├── routing.md │ ├── run_methods.md │ ├── signals.md │ ├── storage.md │ ├── talk.md │ ├── tasks.md │ └── team_run.md ├── config_file │ ├── agent_config.md │ ├── condition_config.md │ ├── connection_config.md │ ├── events_config.md │ ├── inheritance.md │ ├── knowledge_config.md │ ├── manifest.md │ ├── mcp_config.md │ ├── model_config.md │ ├── prompt_config.md │ ├── response_config.md │ ├── session_config.md │ ├── storage_config.md │ ├── system_prompts.md │ ├── task_config.md │ ├── team_config.md │ ├── tool_config.md │ ├── toolset_config.md │ └── worker_config.md ├── examples.md ├── feature_timeline.toml ├── getting_started │ ├── basic_concepts.md │ ├── installation.md │ └── quickstart.md ├── home.md ├── interaction │ ├── extract.md │ └── pick.md ├── key_concepts.md ├── logo.jpg ├── logo.png ├── multi_agent.md ├── running_agents.md ├── structure.txt └── webui.md ├── duties.py ├── examples └── ctx_zip_style │ ├── __init__.py │ ├── http_approach.py │ └── mcp_approach.py ├── migrations ├── README ├── README_USAGE.md ├── __init__.py ├── env.py ├── script.py.mako └── versions │ ├── 5ffc5f0266a1_initial_migration_with_renamed_token_.py │ ├── __init__.py │ └── cd08c98e04c6_remove_tool_calls_table.py ├── mkdocs.yml ├── overrides └── _dummy.txt ├── pyproject.toml ├── schema └── config-schema.json ├── scripts ├── generate_mcp_registry_models.py ├── generate_schema.py └── get_github_copilot_token.py ├── src ├── acp │ ├── README.md │ ├── __init__.py │ ├── __main__.py │ ├── acp_requests.py │ ├── agent │ │ ├── __init__.py │ │ ├── connection.py │ │ └── protocol.py │ ├── client │ │ ├── __init__.py │ │ ├── connection.py │ │ ├── default_client.py │ │ └── protocol.py │ ├── connection.py │ ├── debug_server │ │ ├── __init__.py │ │ ├── cli.py │ │ ├── debug.html │ │ └── debug_server.py │ ├── exceptions.py │ ├── filesystem.py │ ├── headless_client.py │ ├── notifications.py │ ├── py.typed │ ├── schema │ │ ├── __init__.py │ │ ├── agent_plan.py │ │ ├── agent_requests.py │ │ ├── agent_responses.py │ │ ├── base.py │ │ ├── capabilities.py │ │ ├── client_requests.py │ │ ├── client_responses.py │ │ ├── common.py │ │ ├── content_blocks.py │ │ ├── mcp.py │ │ ├── messages.py │ │ ├── notifications.py │ │ ├── protocol_stuff.md │ │ ├── session_state.py │ │ ├── session_updates.py │ │ ├── slash_commands.py │ │ ├── terminal.py │ │ └── tool_call.py │ ├── stdio.py │ ├── task │ │ ├── __init__.py │ │ ├── debug.py │ │ ├── dispatcher.py │ │ ├── queue.py │ │ ├── sender.py │ │ ├── state.py │ │ └── supervisor.py │ ├── terminal_handle.py │ ├── tool_call_reporter.py │ ├── transports.py │ └── utils.py ├── llmling_agent │ ├── __init__.py │ ├── __main__.py │ ├── agent │ │ ├── __init__.py │ │ ├── acp_agent.py │ │ ├── acp_converters.py │ │ ├── agent.py │ │ ├── architect.py │ │ ├── context.py │ │ ├── conversation.py │ │ ├── event_emitter.py │ │ ├── events.py │ │ ├── interactions.py │ │ ├── slashed_agent.py │ │ ├── sys_prompts.py │ │ └── tool_wrapping.py │ ├── base_provider.py │ ├── common_types.py │ ├── config_resources │ │ ├── __init__.py │ │ ├── acp_assistant.yml │ │ ├── agents.yml │ │ └── agents_template.yml │ ├── delegation │ │ ├── __init__.py │ │ ├── base_team.py │ │ ├── message_flow_tracker.py │ │ ├── pool.py │ │ ├── structured_team.py │ │ ├── team.py │ │ └── teamrun.py │ ├── functional │ │ ├── __init__.py │ │ ├── auto_generate.py │ │ ├── py.typed │ │ ├── run.py │ │ └── structure.py │ ├── log.py │ ├── mcp_server │ │ ├── __init__.py │ │ ├── client.py │ │ ├── constants.py │ │ ├── conversions.py │ │ ├── helpers.py │ │ ├── manager.py │ │ ├── message_handler.py │ │ └── registries │ │ │ ├── __init__.py │ │ │ ├── official_registry_client.py │ │ │ └── pulsemcp_client.py │ ├── messaging │ │ ├── __init__.py │ │ ├── connection_manager.py │ │ ├── context.py │ │ ├── event_manager.py │ │ ├── events.py │ │ ├── message_container.py │ │ ├── messagenode.py │ │ ├── messages.py │ │ └── processing.py │ ├── models │ │ ├── __init__.py │ │ ├── acp_agents.py │ │ ├── agents.py │ │ ├── content.py │ │ └── manifest.py │ ├── observability │ │ ├── __init__.py │ │ └── observability_registry.py │ ├── prompts │ │ ├── __init__.py │ │ ├── base.py │ │ ├── builtin_provider.py │ │ ├── conversion_manager.py │ │ ├── convert.py │ │ ├── manager.py │ │ ├── parts │ │ │ └── zed.md │ │ └── prompts.py │ ├── py.typed │ ├── resource_providers │ │ ├── __init__.py │ │ ├── aggregating.py │ │ ├── base.py │ │ ├── codemode │ │ │ ├── __init__.py │ │ │ ├── code_executor.py │ │ │ ├── default_prompt.py │ │ │ ├── helpers.py │ │ │ ├── progress_executor.py │ │ │ ├── provider.py │ │ │ ├── remote_mcp_execution.py │ │ │ └── remote_provider.py │ │ ├── mcp_provider.py │ │ ├── plan_provider.py │ │ ├── pool.py │ │ └── static.py │ ├── running │ │ ├── __init__.py │ │ ├── decorators.py │ │ ├── discovery.py │ │ ├── executor.py │ │ ├── injection.py │ │ ├── py.typed │ │ └── run_nodes.py │ ├── server.py │ ├── skills │ │ ├── __init__.py │ │ ├── manager.py │ │ ├── registry.py │ │ └── skill.py │ ├── storage │ │ ├── __init__.py │ │ ├── manager.py │ │ └── serialization.py │ ├── talk │ │ ├── __init__.py │ │ ├── registry.py │ │ ├── stats.py │ │ └── talk.py │ ├── tasks │ │ ├── __init__.py │ │ ├── exceptions.py │ │ └── registry.py │ ├── tools │ │ ├── __init__.py │ │ ├── base.py │ │ ├── exceptions.py │ │ ├── manager.py │ │ └── tool_call_info.py │ ├── ui │ │ ├── __init__.py │ │ ├── base.py │ │ ├── mock_provider.py │ │ └── stdlib_provider.py │ ├── utils │ │ ├── __init__.py │ │ ├── baseregistry.py │ │ ├── count_tokens.py │ │ ├── importing.py │ │ ├── inspection.py │ │ ├── model_capabilities.py │ │ ├── network.py │ │ ├── now.py │ │ ├── parse_time.py │ │ ├── result_utils.py │ │ ├── signatures.py │ │ ├── streams.py │ │ └── tasks.py │ └── vfs_registry.py ├── llmling_agent_cli │ ├── __init__.py │ ├── agent.py │ ├── cli_types.py │ ├── common.py │ ├── create.py │ ├── history.py │ ├── py.typed │ ├── run.py │ ├── serve_acp.py │ ├── serve_api.py │ ├── serve_mcp.py │ ├── store.py │ ├── task.py │ ├── utils.py │ └── watch.py ├── llmling_agent_commands │ ├── __init__.py │ ├── agents.py │ ├── commands.py │ ├── completers.py │ ├── connections.py │ ├── markdown_utils.py │ ├── models.py │ ├── prompts.py │ ├── py.typed │ ├── read.py │ ├── resources.py │ ├── session.py │ ├── tools.py │ ├── utils.py │ └── workers.py ├── llmling_agent_config │ ├── __init__.py │ ├── builtin_tools.py │ ├── commands.py │ ├── conditions.py │ ├── converters.py │ ├── embeddings.py │ ├── events.py │ ├── forward_targets.py │ ├── jinja.py │ ├── knowledge.py │ ├── loaders.py │ ├── mcp_server.py │ ├── nodes.py │ ├── observability.py │ ├── output_types.py │ ├── pool_server.py │ ├── prompt_hubs.py │ ├── prompts.py │ ├── py.typed │ ├── resources.py │ ├── session.py │ ├── splitters.py │ ├── storage.py │ ├── system_prompts.py │ ├── task.py │ ├── teams.py │ ├── tools.py │ ├── toolsets.py │ └── workers.py ├── llmling_agent_converters │ ├── __init__.py │ ├── base.py │ ├── google_speech.py │ ├── local_whisper.py │ ├── markitdown_converter.py │ ├── plain_converter.py │ ├── py.typed │ ├── whisper_api.py │ └── youtubeconverter.py ├── llmling_agent_docs │ ├── __init__.py │ ├── advanced_features.py │ ├── cli.py │ ├── configuration.py │ ├── core_concepts.py │ ├── create_docs.py │ ├── example_section.py │ ├── examples │ │ ├── __init__.py │ │ ├── create_docs │ │ │ ├── __init__.py │ │ │ ├── config.yml │ │ │ ├── docs.md │ │ │ └── main.py │ │ ├── crewai_flow │ │ │ ├── __init__.py │ │ │ ├── config.yml │ │ │ ├── docs.md │ │ │ └── main.py │ │ ├── download_agents │ │ │ ├── __init__.py │ │ │ ├── config.yml │ │ │ ├── docs.md │ │ │ └── main.py │ │ ├── download_workers │ │ │ ├── __init__.py │ │ │ ├── config.yml │ │ │ ├── docs.md │ │ │ └── main.py │ │ ├── human_interaction │ │ │ ├── __init__.py │ │ │ ├── config.yml │ │ │ ├── docs.md │ │ │ └── main.py │ │ ├── mcp_sampling_elicitation │ │ │ ├── __init__.py │ │ │ ├── demo.py │ │ │ ├── docs.md │ │ │ └── server.py │ │ ├── mcp_servers_yaml │ │ │ ├── __init__.py │ │ │ ├── config.yml │ │ │ ├── docs.md │ │ │ ├── main_py.py │ │ │ └── main_yaml.py │ │ ├── model_comparison │ │ │ ├── __init__.py │ │ │ ├── config.yml │ │ │ ├── docs.md │ │ │ └── main.py │ │ ├── pick_experts │ │ │ ├── __init__.py │ │ │ ├── config.yml │ │ │ ├── docs.md │ │ │ ├── main.py │ │ │ └── pick_teams.py │ │ ├── py.typed │ │ ├── pytest_style │ │ │ ├── __init__.py │ │ │ ├── config.yml │ │ │ ├── docs.md │ │ │ └── main.py │ │ ├── round_robin │ │ │ ├── __init__.py │ │ │ ├── config.yml │ │ │ ├── docs.md │ │ │ └── main.py │ │ ├── structured_response │ │ │ ├── __init__.py │ │ │ ├── config.yml │ │ │ ├── docs.md │ │ │ └── main.py │ │ ├── structured_validation │ │ │ ├── __init__.py │ │ │ └── main.py │ │ └── utils.py │ ├── getting_started.py │ ├── py.typed │ ├── root.py │ ├── usage.py │ └── utils.py ├── llmling_agent_prompts │ ├── __init__.py │ ├── braintrust_hub.py │ ├── fabric.py │ ├── langfuse_hub.py │ ├── promptlayer_provider.py │ └── py.typed ├── llmling_agent_server │ ├── __init__.py │ ├── a2a_server │ │ ├── __init__.py │ │ ├── a2a_types.py │ │ ├── server.py │ │ └── storage.py │ ├── acp_server │ │ ├── __init__.py │ │ ├── acp_agent.py │ │ ├── acp_tools.py │ │ ├── commands │ │ │ ├── __init__.py │ │ │ ├── acp_commands.py │ │ │ ├── debug_commands.py │ │ │ ├── docs_commands │ │ │ │ ├── __init__.py │ │ │ │ ├── fetch_repo.py │ │ │ │ ├── get_schema.py │ │ │ │ ├── get_source.py │ │ │ │ ├── git_diff.py │ │ │ │ ├── helpers.py │ │ │ │ └── url_to_markdown.py │ │ │ ├── spawn.py │ │ │ └── terminal_commands.py │ │ ├── converters.py │ │ ├── input_provider.py │ │ ├── server.py │ │ ├── session.py │ │ ├── session_manager.py │ │ ├── syntax_detection.py │ │ └── zed_tools.md │ ├── aggregating_server.py │ ├── base.py │ ├── mcp_server │ │ ├── __init__.py │ │ ├── handlers.py │ │ ├── server.py │ │ └── zed_wrapper.py │ ├── openai_api_server │ │ ├── __init__.py │ │ ├── completions │ │ │ ├── __init__.py │ │ │ ├── helpers.py │ │ │ └── models.py │ │ ├── responses │ │ │ ├── __init__.py │ │ │ ├── helpers.py │ │ │ └── models.py │ │ └── server.py │ └── py.typed ├── llmling_agent_storage │ ├── __init__.py │ ├── base.py │ ├── file_provider.py │ ├── formatters.py │ ├── memory_provider.py │ ├── models.py │ ├── py.typed │ ├── sql_provider │ │ ├── __init__.py │ │ ├── cli.py │ │ ├── models.py │ │ ├── queries.py │ │ ├── sql_provider.py │ │ └── utils.py │ └── text_log_provider.py ├── llmling_agent_sync │ ├── __init__.py │ ├── config.py │ ├── git.py │ ├── handlers.py │ ├── manager.py │ ├── models.py │ ├── packages.py │ ├── parsers.py │ └── resources.py └── llmling_agent_toolsets │ ├── __init__.py │ ├── builtin │ ├── __init__.py │ ├── agent_management.py │ ├── chain.py │ ├── code.py │ ├── execution_environment.py │ ├── file_edit │ │ ├── __init__.py │ │ ├── file_edit.py │ │ └── fuzzy_matcher │ │ │ ├── __init__.py │ │ │ ├── example_usage.py │ │ │ └── streaming_fuzzy_matcher.py │ ├── history.py │ ├── integration.py │ ├── skills.py │ ├── subagent_tools.py │ ├── tool_management.py │ └── user_interaction.py │ ├── composio_toolset.py │ ├── entry_points.py │ ├── fsspec_toolset │ ├── __init__.py │ ├── helpers.py │ └── toolset.py │ ├── mcp_run_toolset.py │ ├── notifications.py │ ├── openapi.py │ ├── py.typed │ ├── search_toolset.py │ ├── semantic_memory_toolset.py │ ├── upsonic_toolset.py │ └── vfs_toolset.py └── tests ├── __init__.py ├── commands ├── __init__.py └── test_commands_integration.py ├── conftest.py ├── functional ├── __init__.py └── test_functional.py ├── manifest ├── __init__.py ├── test_loader.py ├── test_model_interitance.py ├── test_models.py ├── test_schema.py └── test_yaml_inheritance.py ├── mcp_client ├── __init__.py ├── test_client_conversion.py ├── test_contextual_progress.py └── test_mcp_features.py ├── mcp_server ├── __init__.py ├── server.py └── test_image.png ├── messaging ├── __init__.py ├── test_agent_piping.py ├── test_agent_signals.py ├── test_connection_registry.py ├── test_runners.py ├── test_signal_forwarding.py └── test_talks.py ├── observability ├── __init__.py ├── test_observability.py └── test_observability_integration.py ├── prompts ├── __init__.py ├── test_prompt_manager.py └── test_sys_prompts.py ├── providers ├── __init__.py ├── test_multimodal.py └── test_structured.py ├── resource_providers ├── __init__.py └── codemode │ ├── __init__.py │ └── test_context_injection.py ├── resources ├── __init__.py └── test_loading_resources.py ├── running ├── __init__.py ├── test_delegation.py ├── test_discovery.py └── test_executor.py ├── servers ├── __init__.py └── acp_server │ ├── __init__.py │ ├── conftest.py │ ├── test_acp_agent_integration.py │ ├── test_acp_filesystem_fsspec.py │ ├── test_acp_integration.py │ ├── test_client_filesystem_tools.py │ ├── test_command_bridge_streaming.py │ ├── test_mcp_integration.py │ ├── test_process_tools_integration.py │ └── test_rpc.py ├── teams ├── __init__.py ├── test_parallel_agents.py ├── test_team.py └── test_team_run.py ├── test_acp_filesystem.py ├── test_agent.py ├── 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-------------------------------------------------------------------------------- /tests/tools/test_runcontext.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/phil65/llmling-agent/HEAD/tests/tools/test_runcontext.py -------------------------------------------------------------------------------- /tests/tools/test_tool_confirmation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/phil65/llmling-agent/HEAD/tests/tools/test_tool_confirmation.py -------------------------------------------------------------------------------- /tests/tools/test_tool_manager.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/phil65/llmling-agent/HEAD/tests/tools/test_tool_manager.py -------------------------------------------------------------------------------- /tests/tools/test_workers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/phil65/llmling-agent/HEAD/tests/tools/test_workers.py -------------------------------------------------------------------------------- /tests/toolsets/__init__.py: -------------------------------------------------------------------------------- 1 | """Toolset tests.""" 2 | -------------------------------------------------------------------------------- /tests/toolsets/test_notifications.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/phil65/llmling-agent/HEAD/tests/toolsets/test_notifications.py --------------------------------------------------------------------------------