https://aitoolchain.io/tools/swe-agent New releases and features in SWE-agent, tracked by The AI Toolchain. en Thu, 22 May 2025 16:11:39 GMT https://github.com/SWE-agent/SWE-agent/releases/tag/v1.1.0 https://github.com/SWE-agent/SWE-agent/releases/tag/v1.1.0 Thu, 22 May 2025 16:11:39 GMT SWE-agent v1.1.0 adds multilingual/multimodal benchmark support, a quick-stats tool, and configurable max_output_tokens. • Adds multilingual evaluation support for SWE-bench multilingual datasets. • Adds SWE-smith and multimodal base support for generating and consuming large-scale training trajectories. • New `quick-stats` tool for at-a-glance run statistics. • Supports configuring/overriding `max_output_tokens` per run. • Enables overriding tool directories via config or CLI. • Enables overriding the path to the SWE-bench dataset. • Allows disabling python-standalone for batch runs. Breaking changes: • The `messages` field in trajectory data format is replaced by `query` — any tooling that reads trajectory files by field name will break. • Many tool bundles that used the windowed file viewer (including `defaults`) have been renamed — configs referencing the old bundle names will break. • The `review_on_submit` tool bundle has been removed and replaced by `review_on_submit_m` — configs referencing `review_on_submit` will break. • The `windowed` tools (formerly `default`) no longer append `\n` to new files — agents or scripts relying on that behaviour will see different output. https://github.com/SWE-agent/SWE-agent/releases/tag/v1.0.1 https://github.com/SWE-agent/SWE-agent/releases/tag/v1.0.1 Fri, 28 Feb 2025 16:46:14 GMT SWE-agent 1.0.1 adds configurable timeouts for startup commands, max_input_tokens override for local models, and switches to anthropic_filemap as the default config. • Adds timeout support for `post_startup_commands` to prevent hangs during agent initialization. • Enables overriding `max_input_tokens` for local models, giving practitioners control over context window limits. • Switches the default config to `anthropic_filemap`, changing out-of-the-box behavior for new runs. Breaking changes: • `anthropic_filemap` is now the default config, replacing the previous default — existing setups that relied on the old default config will behave differently without explicit configuration. https://github.com/SWE-agent/SWE-agent/releases/tag/v1.0.0 https://github.com/SWE-agent/SWE-agent/releases/tag/v1.0.0 Thu, 13 Feb 2025 16:21:23 GMT SWE-agent 1.0 brings massively parallel cloud execution, configurable retries, flexible tool bundles, and a redesigned CLI. • Adds massively parallel code execution via SWE-ReX integration, enabling fast local runs with cloud backends (Modal, AWS, or any SWE-ReX-compatible runtime). • New configurable retry mechanism lets you run multiple agent configurations, models, and parameters in parallel and select the best result. • Introduces flexible tool bundles for composable, user-defined tool definitions. • Expands language model support to all litellm-compatible models. • Adds per-run configuration overrides directly from the command line, covering any config option. • New CLI trajectory inspector lets practitioners scroll through hundreds of recorded agent trajectories from the terminal. • Redesigned CLI with dedicated subcommands for single-issue runs, batch runs, and utility operations. https://github.com/SWE-agent/SWE-agent/releases/tag/v0.7.0 https://github.com/SWE-agent/SWE-agent/releases/tag/v0.7.0 Wed, 25 Sep 2024 14:45:14 GMT SWE-agent v0.7.0 adds CTF/offensive-security mode, Interactive Agent Tools (gdb), Summarizers, and expands LLM support to Claude 3.5, DeepSeek, GPT-4o-mini, and Groq. • New CTF challenge mode (EnIGMA) achieves 3.3x improvement over previous agents on the NYU CTF benchmark, enabling offensive cybersecurity use cases. • Adds Interactive Agent Tools (IAT), including `gdb` integration, letting the agent interact with long-running processes during task execution. • Adds Summarizers to handle long command outputs, preventing context window exhaustion on verbose tool responses. • New `filemap` command provides a repo-map-style overview of a codebase's file structure. • New config for human-eval-style challenges expands benchmark coverage beyond SWE-bench. • Adds Claude 3.5 Sonnet, GPT-4o-mini, DeepSeek Coder, and Groq model integrations. • Makes agent command timeout configurable. • Adds configurable log level and a new TRACE level for deeper debugging. https://github.com/SWE-agent/SWE-agent/releases/tag/v0.6.1 https://github.com/SWE-agent/SWE-agent/releases/tag/v0.6.1 Thu, 20 Jun 2024 15:21:51 GMT SWE-agent v0.6.1 adds configurable LONG_TIMEOUT, log timestamps, and automatic log writes to the trajectory directory. • Adds configuration option to enable timestamps in log output. • Adds `LONG_TIMEOUT` configuration option for `SWEEnv` to control the long-operation timeout threshold. • Always writes the run log to the trajectory directory automatically. • Shows active commands in the output when a timeout error is encountered, aiding diagnosis. Breaking changes: • The sparse clone method is renamed from 'sparse' to 'shallow'; any configuration or scripts referencing the old name must be updated. https://github.com/SWE-agent/SWE-agent/releases/tag/v0.6.0 https://github.com/SWE-agent/SWE-agent/releases/tag/v0.6.0 Wed, 05 Jun 2024 13:16:40 GMT SWE-agent v0.6.0 cuts runtime in half with faster Docker communication, shallow cloning, and uv-based installs. • Achieves ~2x speed improvement (benchmarked with GPT-4o) via faster process communication inside Docker containers, shallow git cloning by default, cloning from an existing Python conda environment, and using `uv` for editable installs. • Renders Markdown in web UI agent feed messages for improved readability. • Allows disabling config dump to log output. https://github.com/SWE-agent/SWE-agent/releases/tag/v0.5.0 https://github.com/SWE-agent/SWE-agent/releases/tag/v0.5.0 Tue, 28 May 2024 17:14:15 GMT SWE-agent v0.5.0 adds `--cache_task_images` for faster repeated runs, Docker web UI support, and GPT-4o model. • Adds `--cache_task_images` flag to cache task environments as Docker images, eliminating repeated cloning and installation when running against the same repository multiple times. • Adds `gpt-4o` as a supported model. • Supports passing API keys as environment variables via `keys.cfg`, using a new custom `Config` class. • Enables running the web UI when SWE-agent is operating entirely inside Docker. • Adds a default `environment_setup` config to simplify initial configuration. • Allows specifying a commit hash as the target in the web UI. Breaking changes: • Direct imports from `sweagent` are removed — `from sweagent import Agent` no longer works. • Codebase has been reformatted; PRs based on previous commits will encounter merge conflicts unless the `pre-commit` hook is installed. https://github.com/SWE-agent/SWE-agent/releases/tag/v0.4.0 https://github.com/SWE-agent/SWE-agent/releases/tag/v0.4.0 Thu, 09 May 2024 14:58:44 GMT SWE-agent v0.4.0 launches a web UI for browser-based agent runs. • Adds a web UI that lets users specify a bug and watch SWE-agent work through it interactively in the browser. https://github.com/SWE-agent/SWE-agent/releases/tag/v0.3.0 https://github.com/SWE-agent/SWE-agent/releases/tag/v0.3.0 Thu, 02 May 2024 15:47:48 GMT SWE-agent v0.3.0 adds Amazon Bedrock (Claude), GPT-4 Turbo, and GitHub Codespaces cloud support. • Adds Amazon Bedrock support, enabling Claude models as a backend via the Bedrock integration. • Adds GPT-4 Turbo as a supported model option. • Enables running SWE-agent in the cloud using GitHub Codespaces. https://github.com/SWE-agent/SWE-agent/releases/tag/v0.2.0 https://github.com/SWE-agent/SWE-agent/releases/tag/v0.2.0 Mon, 15 Apr 2024 19:01:34 GMT SWE-agent v0.2.0 adds local repo targeting, custom environment setup, and configurable OpenAI base URL • Adds `--repo_path` flag to run SWE-agent against a local repository instead of a remote GitHub issue. • Adds `--environment_setup` flag to supply custom installation commands when running on GitHub issues or local repos. • Adds OpenAI API base URL configuration support via `keys.cfg`.