├── .cursorignore ├── .env.example ├── .github └── workflows │ └── run-tests.yml ├── .gitignore ├── .moatless ├── .DS_Store ├── agents.json ├── flows │ ├── swebench_claude.json │ ├── swebench_react.json │ ├── swebench_react_reasoning.json │ ├── swebench_tools.json │ └── swebench_tools_and_reasoning.json └── models.json ├── CITATION.cff ├── LICENSE ├── Makefile ├── README.md ├── docker-compose.yml ├── docker.md ├── docker ├── Dockerfile.api ├── Dockerfile.base ├── entrypoint.sh ├── update-components.sh └── update-moatless.sh ├── moatless ├── __init__.py ├── actions │ ├── __init__.py │ ├── action.py │ ├── add_coding_tasks.py │ ├── append_string.py │ ├── bash.py │ ├── claude_text_editor.py │ ├── cleanup_context.py │ ├── code_action_value_mixin.py │ ├── code_modification_mixin.py │ ├── create_file.py │ ├── create_json_artifact.py │ ├── create_python_file.py │ ├── create_tasks.py │ ├── define_api.py │ ├── find_class.py │ ├── find_code_snippet.py │ ├── find_function.py │ ├── finish.py │ ├── finish_coding_tasks.py │ ├── glob.py │ ├── grep_tool.py │ ├── identify_mixin.py │ ├── insert_line.py │ ├── list_files.py │ ├── list_tasks.py │ ├── read_file.py │ ├── read_files.py │ ├── reject.py │ ├── remove_coding_tasks.py │ ├── respond.py │ ├── run_maven_tests.py │ ├── run_mypy.py │ ├── run_python_code.py │ ├── run_python_script.py │ ├── run_tests.py │ ├── schema.py │ ├── search_base.py │ ├── semantic_search.py │ ├── string_replace.py │ ├── think.py │ ├── update_task.py │ ├── verified_finish.py │ ├── view_code.py │ └── view_diff.py ├── agent │ ├── __init__.py │ ├── agent.py │ ├── agents.json │ ├── events.py │ └── manager.py ├── api │ ├── __init__.py │ ├── agents │ │ ├── api.py │ │ └── schema.py │ ├── api.py │ ├── dependencies.py │ ├── loop │ │ ├── api.py │ │ └── schema.py │ ├── models │ │ ├── api.py │ │ └── schema.py │ ├── runner │ │ ├── __init__.py │ │ └── api.py │ ├── settings │ │ ├── __init__.py │ │ ├── api.py │ │ └── schema.py │ ├── swebench │ │ ├── api.py │ │ └── schema.py │ ├── trajectories │ │ ├── api.py │ │ └── schema.py │ ├── trajectory │ │ ├── schema.py │ │ └── timeline_utils.py │ └── websocket.py ├── artifacts │ ├── __init__.py │ ├── artifact.py │ ├── coding_task.py │ ├── connector.py │ ├── content.py │ ├── diagnostic.py │ ├── file.py │ ├── file_context.py │ ├── json_handler.py │ ├── plan.py │ └── task.py ├── benchmark │ ├── __init__.py │ ├── swebench │ │ ├── __init__.py │ │ └── utils.py │ └── utils.py ├── codeblocks │ ├── __init__.py │ ├── codeblocks.py │ ├── module.py │ └── parser │ │ ├── __init__.py │ │ ├── comment.py │ │ ├── create.py │ │ ├── java.py │ │ ├── parser.py │ │ ├── python.py │ │ └── queries │ │ ├── __init__.py │ │ ├── java.scm │ │ ├── python.scm │ │ └── python_gpt.scm ├── completion │ ├── __init__.py │ ├── base.py │ ├── completion_mixin.py │ ├── json.py │ ├── log_handler.py │ ├── manager.py │ ├── model_config.json │ ├── multi_tool_call.py │ ├── react.py │ ├── schema.py │ ├── stats.py │ └── tool_call.py ├── component.py ├── context_data.py ├── discriminator │ ├── __init__.py │ └── base.py ├── environment │ ├── __init__.py │ ├── base.py │ ├── docker.py │ └── local.py ├── evaluation │ ├── __init__.py │ ├── datasets │ │ ├── all_repos_dataset.json │ │ ├── claude_dataset.json │ │ ├── dataset_index.json │ │ ├── easy_dataset.json │ │ ├── lite_and_verified_dataset.json │ │ ├── lite_and_verified_solvable_dataset.json │ │ ├── lite_dataset.json │ │ ├── lite_solvable_dataset.json │ │ ├── one_instance_dataset.json │ │ ├── resolved_submissions.json │ │ ├── small_dataset.json │ │ ├── swegym_mini_dataset.json │ │ ├── testing_instance_dataset.json │ │ ├── verified_dataset.json │ │ ├── verified_mini_dataset.json │ │ └── verified_solvable_dataset.json │ ├── manager.py │ ├── run_evaluation.py │ ├── run_golden_patch.py │ ├── run_instance.py │ ├── schema.py │ ├── swebench_lite_all_evaluations.json │ ├── swebench_verified_all_evaluations.json │ └── utils.py ├── eventbus │ ├── __init__.py │ ├── base.py │ ├── local_bus.py │ └── redis_bus.py ├── events.py ├── exceptions.py ├── expander │ ├── __init__.py │ └── expander.py ├── feedback │ ├── __init__.py │ ├── base.py │ └── maven_compilation_checker.py ├── file_context.py ├── flow │ ├── __init__.py │ ├── events.py │ ├── flow.py │ ├── loop.py │ ├── manager.py │ ├── oneoff.py │ ├── run_flow.py │ ├── schema.py │ ├── search_tree.py │ └── trajectory_tree.py ├── index │ ├── __init__.py │ ├── code_block_index.py │ ├── code_index.py │ ├── code_node.py │ ├── embed_model.py │ ├── epic_split.py │ ├── settings.py │ ├── simple_faiss.py │ └── types.py ├── message_history │ ├── __init__.py │ ├── base.py │ ├── compact.py │ ├── message_history.py │ ├── react.py │ ├── react_compact.py │ └── summary.py ├── node.py ├── repository │ ├── __init__.py │ ├── file.py │ ├── git.py │ └── repository.py ├── runner │ ├── __init__.py │ ├── asyncio_runner.py │ ├── docker_runner.py │ ├── job_diagnostics.py │ ├── job_wrappers.py │ ├── kubernetes_runner.py │ ├── label_utils.py │ ├── runner.py │ ├── scheduler.py │ ├── storage │ │ ├── __init__.py │ │ ├── memory.py │ │ ├── redis.py │ │ └── storage.py │ └── utils.py ├── runtime │ ├── __init__.py │ ├── local.py │ ├── runtime.py │ └── testbed.py ├── schema.py ├── selector │ ├── __init__.py │ ├── base.py │ └── simple.py ├── settings.py ├── storage │ ├── __init__.py │ ├── azure_storage.py │ ├── base.py │ ├── file_storage.py │ ├── memory_storage.py │ └── s3_storage.py ├── telemetry.py ├── testing │ ├── __init__.py │ ├── java │ │ ├── __init__.py │ │ └── maven_parser.py │ ├── parser_registry.py │ ├── python │ │ ├── __init__.py │ │ ├── django_parser.py │ │ ├── parser_registry.py │ │ ├── pytest_parser.py │ │ ├── seaborn_parser.py │ │ ├── sympy_parser.py │ │ └── utils.py │ ├── schema.py │ └── test_output_parser.py ├── utils │ ├── __init__.py │ ├── _static │ │ └── tiktoken_cache │ │ │ └── 9b5ad71b2ce5302211f9c61530b329a4922fc6a4 │ ├── class_loading.py │ ├── colors.py │ ├── completion_parser.py │ ├── file.py │ ├── moatless.py │ ├── repo.py │ ├── tokenizer.py │ ├── warnings.py │ └── xml.py ├── value_function │ ├── __init__.py │ ├── artifact_outcome_validator.py │ ├── base.py │ └── swebench.py └── workspace.py ├── notebooks ├── code_inspector_agent.ipynb ├── getting_started.ipynb └── swebench │ ├── 00_evaluate.ipynb │ ├── 01_evaluate_search.ipynb │ └── 02_evaluate_coder.ipynb ├── pyproject.toml ├── pyrightconfig.json ├── pytest.ini ├── scripts ├── build_swebench_docker_images.sh ├── check_maven.py ├── create_dataset.py ├── create_dataset_index.py ├── docker_run.py ├── download_dataset.py ├── download_index_store.sh ├── evaluate_index.py ├── ingest_index.py ├── ingest_swebench_index.py ├── read_java_files.py ├── run_evaluation.py └── smoke_test.py ├── tests ├── __init__.py ├── actions │ ├── __init__.py │ ├── test_action.py │ ├── test_cleanup_context.py │ ├── test_combined_actions.py │ ├── test_create_file.py │ ├── test_define_api.py │ ├── test_find_function.py │ ├── test_glob.py │ ├── test_grep_tool.py │ ├── test_grep_tool_docker.py │ ├── test_insert_line.py │ ├── test_list_files.py │ ├── test_read_file.py │ ├── test_read_files.py │ ├── test_run_maven_tests.py │ ├── test_run_python_code.py │ ├── test_run_python_code_error_output.py │ ├── test_run_python_code_integration.py │ ├── test_run_python_script.py │ ├── test_run_tests.py │ ├── test_semantic_search.py │ ├── test_string_replace.py │ ├── test_task_actions.py │ └── test_view_code.py ├── agent │ └── test_agent.py ├── artifacts │ └── test_coding_tasks.py ├── codeblocks │ ├── data │ │ ├── makemigrations.py_ │ │ └── test_ridge.py_ │ ├── test_java_parser.py │ └── test_python_parser.py ├── completion │ ├── __init__.py │ ├── conftest.py │ ├── test_base.py │ ├── test_json.py │ ├── test_log_handler.py │ ├── test_multi_tool_call.py │ ├── test_react.py │ ├── test_schema.py │ ├── test_stats.py │ └── test_tool_call.py ├── conftest.py ├── environment │ ├── __init__.py │ ├── test_docker.py │ ├── test_execute_python_code.py │ └── test_local.py ├── eventbus │ └── test_local_bus.py ├── feedback │ ├── __init__.py │ └── test_maven_compilation_checker.py ├── flow │ ├── test_event_callback.py │ ├── test_event_callback_only.py │ └── test_search_tree.py ├── memory │ ├── __init__.py │ ├── test_message_history_generator.py │ └── test_react_compact_message_history.py ├── repository │ └── test_file.py ├── runner │ ├── __init__.py │ ├── storage │ │ ├── __init__.py │ │ ├── test_memory_storage.py │ │ └── test_redis_storage.py │ ├── test_asyncio_runner.py │ ├── test_docker_runner.py │ ├── test_docker_runner_integration.py │ ├── test_kubernetes_runner.py │ ├── test_label_utils.py │ └── test_scheduler_runner.py ├── storage │ └── test_file_storage.py ├── test_file_context.py ├── test_json_extraction.py ├── test_node.py ├── test_trajectory_tree.py ├── testing │ ├── java │ │ ├── fixtures │ │ │ ├── command_failure.txt │ │ │ ├── compilation_error.txt │ │ │ ├── compilation_error_line_only.txt │ │ │ ├── spring_context_error.txt │ │ │ ├── success.txt │ │ │ └── test_failure.txt │ │ └── test_maven_parser.py │ ├── python │ │ ├── data │ │ │ ├── django_output_1.txt │ │ │ ├── django_output_2.txt │ │ │ ├── django_output_3.txt │ │ │ ├── django_output_4.txt │ │ │ ├── django_output_5.txt │ │ │ ├── matplotlib_output_1.txt │ │ │ ├── matplotlib_output_2.txt │ │ │ ├── matplotlib_output_3.txt │ │ │ ├── pytest_output_1.txt │ │ │ ├── pytest_output_2.txt │ │ │ ├── pytest_output_3.txt │ │ │ ├── pytest_output_4.txt │ │ │ ├── pytest_output_5.txt │ │ │ ├── pytest_output_6.txt │ │ │ ├── seaborn_output_1.txt │ │ │ ├── seaborn_output_2.txt │ │ │ ├── sphinx_output_1.txt │ │ │ ├── sphinx_output_2.txt │ │ │ ├── sphinx_output_3.txt │ │ │ ├── sympy_output_1.txt │ │ │ ├── sympy_output_2.txt │ │ │ ├── sympy_output_4.txt │ │ │ ├── syntax_error.txt │ │ │ └── syntax_error_2.txt │ │ └── test_parser_registry.py │ └── test_test_file.py └── value_function │ ├── __init__.py │ └── test_artifact_outcome_validator.py └── uv.lock /.cursorignore: 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