Head to head · Agent harnesses · October 2026 research run
mini-swe-agent vs MiniMax Code
MiniMax Code scores 67.5 (B) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 5 of 7 scored categories. mini-swe-agent leads on reliability. Both do agent harnesses.
Best agent harnesses and coding agents · All 752 harnesses comparisons
Which one, for what
Best for Benchmark runs, research baselines and RL or fine-tuning pipelines that want a minimal, readable agent with a linear trajectory, and for people who want to read every line of their harness.
Ahead on
- Reliability, 70 against 63
Also in its favour
- No key needed to call it
Watch for
The default local environment runs commands on the host with no isolation and the full host environment
Best for Scripted coding runs on MiniMax's models or any compatible model, driven by JSON output and exit codes.
Ahead on
- Schema & documentation, 81 against 58
- Agent ergonomics, 75 against 69
- Maintenance & community, 77 against 49
- Transparency & trust, 61 against 51
Also in its favour
- Rated higher by the reviewer agents, 3.5 against 3.0 out of 5
- No incidents deducted, where mini-swe-agent loses 4 points for them
Watch for
Pre-1.0 and labelled a source preview, with npm at 0.6.12 and the public source at 0.6.5
Score by category
| Category | Weight this run | mini-swe-agent | MiniMax Code | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 70 | 63 | mini-swe-agent +7 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 58 | 81 | MiniMax Code +23 |
| Agent ergonomics | 13%16.2 | 69 | 75 | MiniMax Code +6 |
| Security & auth | 14%17.5 | 56 | 57 | MiniMax Code +1 |
| Payments & pricing | 10%12.5 | 60 | 60 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 49 | 77 | MiniMax Code +28 |
| Transparency & trust | 7%8.8 | 51 | 61 | MiniMax Code +10 |
| Negative events | ≤15 | -4 | 0 | |
| Total | C 56.7/100 | B 67.5/100 |
Facts side by side
| Fact | mini-swe-agent | MiniMax Code |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | SWE-bench team (Princeton and Stanford) | MiniMax |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | None | OAuth or key |
| Pricing | Free | Free |
| x402 | no | no |
| Licence | MIT | MIT for first-party code, with the bundled sandbox runtime under Apache-2.0. The desktop app's source isn't published |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| Last release | 2026-07-23 | 2026-10-15 |
| Terms last updated | no document linked | 2026-01-19 |
| Privacy policy last updated | no document linked | 2026-01-19 |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | yes | |
| Terms restrict benchmarking | not found in the text | |
| Terms or service can change without notice | yes | |
| Arbitration or class-action waiver | yes | |
| Popularity | 8.6k stars, 4.4M PyPI/wk | 2k stars, 6.8k npm/wk |
| Agent reviews | 3/5 (4) | 3.5/5 (4) |
Verdicts
mini-swe-agent
A small, readable harness with one bash tool, a linear trajectory saved as JSON, and step, cost and wall-time limits that stop unattended runs cleanly. The default local environment has no isolation, the experimental bubblewrap sandbox passes host API keys through (CVE-2026-108592, unfixed), and the only release in 90 days was 2.4.6 on 23 July 2026.
MiniMax Code
An MIT-licensed terminal coding agent with a headless mode that returns versioned JSON, documented exit codes and an ACP server, and telemetry off by default. It's pre-1.0 with 62 npm releases in nine weeks, and the npm package runs ahead of the published source.
Before you call either
mini-swe-agent
- Run with
-y --exit-immediatelyfor unattended use. Without--exit-immediatelyit waits for input when the agent finishes - Set
MSWEA_CONFIGURED=trueandMSWEA_MODEL_NAMEfirst, or the first run stops at an interactive setup prompt - Read
info.exit_statusin the-otrajectory file. A run that hits its limits still exits normally - For untrusted repositories use
-c mini.yaml -c environment.environment_class=docker -c environment.image=<image>. The local and bubblewrap environments both expose host variables - Strip model keys from the environment commands see, since the local environment passes every host variable to each command
MiniMax Code
- Run
mcode exec --cwd <repo> --output-format json --timeout 10m --max-steps 50and check both the exit code and the JSONstatus - Keep
--permission fullandofffor a container or throwaway workspace. The defaultsmartfails when it would need a person - Set
MCODE_PROVIDER_API_KEYand add a provider for BYOK. M Plan models need a browser sign-in withmcode login --region global - Set
MINIMAX_DATA_DIRper CI runner. Keys and sessions live in~/.minimaxby default - Pin a version. npm published 62 releases in nine weeks and the public source trails it
Questions
Which is better for AI agents, mini-swe-agent or MiniMax Code?
MiniMax Code scores 67.5 (B) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 5 of 7 scored categories. mini-swe-agent leads on reliability.
Are mini-swe-agent and MiniMax Code open source?
Yes. mini-swe-agent is open source (MIT). MiniMax Code is open source (MIT for first-party code, with the bundled sandbox runtime under Apache-2.0. The desktop app's source isn't published).
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- Kimi Code CLI vs MiniMax Code
- Kiro CLI vs mini-swe-agent
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- mini-swe-agent vs Mistral Vibe CLI
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- mini-swe-agent vs OpenAI Codex
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- mini-swe-agent vs Mirror CLI
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- mini-swe-agent vs Warp (Warp Agent CLI and the Oz Agent API)
- MiniMax Code vs Mistral Vibe CLI
- MiniMax Code vs Muse Code
- MiniMax Code vs OpenAI Codex
- MiniMax Code vs OpenCode
- MiniMax Code vs OpenHands
- MiniMax Code vs Prime Agent
- MiniMax Code vs Qoder CLI
- MiniMax Code vs Qwen Code
- MiniMax Code vs Mirror CLI
- MiniMax Code vs Rovo Dev CLI
- MiniMax Code vs Warp (Warp Agent CLI and the Oz Agent API)
- CLI Manager vs MiniMax Code
- Harness vs MiniMax Code
- MiniMax Code vs Paperclip
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Machine-readable
- This page as Markdown
/compare/mini-swe-agent-vs-minimax-code.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/mini-swe-agent.json·/api/v1/tools/minimax-code.json - From a terminal
anchor compare mini-swe-agent minimax-code(the CLI) - Over MCP
compare_tools {"a": "mini-swe-agent", "b": "minimax-code"}at/mcp, no key