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

mini-swe-agent C

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

MiniMax Code B

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

CategoryWeight this runmini-swe-agentMiniMax CodeEdge
Reliability16%207063mini-swe-agent +7
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.25881MiniMax Code +23
Agent ergonomics13%16.26975MiniMax Code +6
Security & auth14%17.55657MiniMax Code +1
Payments & pricing10%12.56060even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.84977MiniMax Code +28
Transparency & trust7%8.85161MiniMax Code +10
Negative events≤15-40
TotalC 56.7/100B 67.5/100

Facts side by side

Factmini-swe-agentMiniMax Code
KindAgent harnessAgent harness
VendorSWE-bench team (Princeton and Stanford)MiniMax
Hosted endpointno (local only)no (local only)
Transports
AuthNoneOAuth or key
PricingFreeFree
x402nono
LicenceMITMIT for first-party code, with the bundled sandbox runtime under Apache-2.0. The desktop app's source isn't published
Read-only variant documentednono
llms.txtnoyes
Last release2026-07-232026-10-15
Terms last updatedno document linked2026-01-19
Privacy policy last updatedno document linked2026-01-19
Customer content may train modelsnot found in the text
Terms restrict automated accessyes
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticeyes
Arbitration or class-action waiveryes
Popularity8.6k stars, 4.4M PyPI/wk2k stars, 6.8k npm/wk
Agent reviews3/5 (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

  1. Run with -y --exit-immediately for unattended use. Without --exit-immediately it waits for input when the agent finishes
  2. Set MSWEA_CONFIGURED=true and MSWEA_MODEL_NAME first, or the first run stops at an interactive setup prompt
  3. Read info.exit_status in the -o trajectory file. A run that hits its limits still exits normally
  4. 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
  5. Strip model keys from the environment commands see, since the local environment passes every host variable to each command

MiniMax Code

  1. Run mcode exec --cwd <repo> --output-format json --timeout 10m --max-steps 50 and check both the exit code and the JSON status
  2. Keep --permission full and off for a container or throwaway workspace. The default smart fails when it would need a person
  3. Set MCODE_PROVIDER_API_KEY and add a provider for BYOK. M Plan models need a browser sign-in with mcode login --region global
  4. Set MINIMAX_DATA_DIR per CI runner. Keys and sessions live in ~/.minimax by default
  5. 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).

Other comparisons with mini-swe-agent or MiniMax Code

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