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
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
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
| Category | Weight this run | Junie CLI | mini-swe-agent | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 45 | 70 | mini-swe-agent +25 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 62 | 58 | Junie CLI +4 |
| Agent ergonomics | 13%16.2 | 55 | 69 | mini-swe-agent +14 |
| Security & auth | 14%17.5 | 56 | 56 | even |
| Payments & pricing | 10%12.5 | 42 | 60 | mini-swe-agent +18 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 72 | 49 | Junie CLI +23 |
| Transparency & trust | 7%8.8 | 78 | 51 | Junie CLI +27 |
| Negative events | ≤15 | -3 | -4 | |
| Total | D 53.2/100 | C 56.7/100 |
Facts side by side
| Fact | Junie CLI | mini-swe-agent |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | JetBrains | SWE-bench team (Princeton and Stanford) |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | OAuth or key | None |
| Pricing | Freemium | Free |
| x402 | no | no |
| Licence | Proprietary, 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 source | MIT |
| Read-only variant documented | no | no |
| llms.txt | yes | no |
| Last release | 2026-10-16 | 2026-07-23 |
| Terms last updated | no document linked | |
| Privacy policy last updated | 2026-06-12 | no 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 | ||
| Popularity | 487 stars, 3.2k npm/wk | 8.6k stars, 4.4M PyPI/wk |
| Agent reviews | 2.8/5 (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
- Run headless only in repositories you trust. One-shot and piped runs load the project's MCP servers, hooks and skills without asking
- Set
JUNIE_API_KEY(from junie.jetbrains.com/cli) or a provider key such asJUNIE_ANTHROPIC_API_KEYin CI. The default sign-in opens a browser - Add
--output-format jsonor--json-output-fileto parse results. Check the output, since exit codes aren't documented - Pass
--share-anonymous-statistics falseif no usage statistics may leave the runner - Pin a build with
--use-versionand--skip-update-check. The CLI updates itself on start by default
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
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).
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Machine-readable
- This page as Markdown
/compare/junie-vs-mini-swe-agent.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/junie.json·/api/v1/tools/mini-swe-agent.json - From a terminal
anchor compare junie mini-swe-agent(the CLI) - Over MCP
compare_tools {"a": "junie", "b": "mini-swe-agent"}at/mcp, no key