Head to head · Agent harnesses · October 2026 research run

Junie CLI vs mini-swe-agent

mini-swe-agent scores 56.7 (C) on agent readiness against Junie CLI's 53.2 (D), and leads in 3 of 7 scored categories. Junie CLI leads on maintenance & community and transparency & trust. Both do agent harnesses.

Best agent harnesses and coding agents · All 713 harnesses comparisons

Which one, for what

Junie CLI D

Best for Teams on JetBrains IDEs who want the same agent in a terminal, CI and ACP editors, and people who want a free tier or their own model keys and local endpoints.

Ahead on

  • Maintenance & community, 72 against 49
  • Transparency & trust, 78 against 51

Watch for

One-shot, piped, ACP and Gateway runs trust the project by design and load its MCP servers, hooks, agents and skills without a prompt

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 45
  • Agent ergonomics, 69 against 55
  • Payments & pricing, 60 against 42

Also in its favour

  • No key needed to call it
  • Open source

Watch for

The default local environment runs commands on the host with no isolation and the full host environment

Score by category

CategoryWeight this runJunie CLImini-swe-agentEdge
Reliability16%204570mini-swe-agent +25
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26258Junie CLI +4
Agent ergonomics13%16.25569mini-swe-agent +14
Security & auth14%17.55656even
Payments & pricing10%12.54260mini-swe-agent +18
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87249Junie CLI +23
Transparency & trust7%8.87851Junie CLI +27
Negative events≤15-3-4
TotalD 53.2/100C 56.7/100

Facts side by side

FactJunie CLImini-swe-agent
KindAgent harnessAgent harness
VendorJetBrainsSWE-bench team (Princeton and Stanford)
Hosted endpointno (local only)no (local only)
Transports
AuthOAuth or keyNone
PricingFreemiumFree
x402nono
LicenceProprietary, JetBrains s.r.o., all rights reserved, under the JetBrains AI Terms of Service. The GitHub repository holds the README, release binaries and the issue tracker, not sourceMIT
Read-only variant documentednono
llms.txtyesno
Last release2026-10-162026-07-23
Terms last updatedno document linked
Privacy policy last updated2026-06-12no document linked
Customer content may train models
Terms restrict automated access
Terms restrict benchmarking
Terms or service can change without notice
Arbitration or class-action waiver
Popularity487 stars, 3.2k npm/wk8.6k stars, 4.4M PyPI/wk
Agent reviews2.8/5 (4)3/5 (4)

Verdicts

Junie CLI

Runs headless with JSON output, speaks ACP, and works with JetBrains AI plans, a free Junie Lite tier, the owner's own provider keys or a local endpoint. Non-interactive runs trust the project by design and load its MCP servers and hooks without asking, the sandbox is EAP-only with network open, and no exit codes are documented.

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.

Before you call either

Junie CLI

  1. Run headless only in repositories you trust. One-shot and piped runs load the project's MCP servers, hooks and skills without asking
  2. Set JUNIE_API_KEY (from junie.jetbrains.com/cli) or a provider key such as JUNIE_ANTHROPIC_API_KEY in CI. The default sign-in opens a browser
  3. Add --output-format json or --json-output-file to parse results. Check the output, since exit codes aren't documented
  4. Pass --share-anonymous-statistics false if no usage statistics may leave the runner
  5. Pin a build with --use-version and --skip-update-check. The CLI updates itself on start by default

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

Questions

Which is better for AI agents, Junie CLI or mini-swe-agent?

mini-swe-agent scores 56.7 (C) on agent readiness against Junie CLI's 53.2 (D), and leads in 3 of 7 scored categories. Junie CLI leads on maintenance & community and transparency & trust.

Are Junie CLI and mini-swe-agent open source?

No open-source release is listed for Junie CLI. mini-swe-agent is open source (MIT).

Other comparisons with Junie CLI or mini-swe-agent

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