Head to head · Agent harnesses · October 2026 research run
Jules vs mini-swe-agent
mini-swe-agent scores 56.7 (C) on agent readiness against Jules's 44.5 (E), and leads in 5 of 7 scored categories. Jules leads on schema & documentation. Both do agent harnesses.
Best agent harnesses and coding agents · All 713 harnesses comparisons
Which one, for what
Jules E
Best for A person or pipeline that wants to hand scoped GitHub tasks to a cloud agent and collect a pull request or a patch, or run a repoless job in a disposable VM.
Ahead on
- Schema & documentation, 76 against 58
Also in its favour
- Runs on your own machine
- No incidents deducted, where mini-swe-agent loses 4 points for them
Watch for
The REST API has been v1alpha since 3 October 2025 and the docs say specifications and API keys may change
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 13
- Agent ergonomics, 69 against 64
- Payments & pricing, 60 against 30
- Maintenance & community, 49 against 18
- Transparency & trust, 51 against 44
Also in its favour
- No key needed to call it
- Free to start without a card
- 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 | Jules | mini-swe-agent | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 13 | 70 | mini-swe-agent +57 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 76 | 58 | Jules +18 |
| Agent ergonomics | 13%16.2 | 64 | 69 | mini-swe-agent +5 |
| Security & auth | 14%17.5 | 57 | 56 | Jules +1 |
| Payments & pricing | 10%12.5 | 30 | 60 | mini-swe-agent +30 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 18 | 49 | mini-swe-agent +31 |
| Transparency & trust | 7%8.8 | 44 | 51 | mini-swe-agent +7 |
| Negative events | ≤15 | 0 | -4 | |
| Total | E 44.5/100 | C 56.7/100 |
Facts side by side
| Fact | Jules | mini-swe-agent |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Google LLC | SWE-bench team (Princeton and Stanford) |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | HTTP, stdio | |
| Auth | OAuth or key | None |
| Pricing | Freemium | Free |
| x402 | no | no |
| Licence | Proprietary service under the Google Terms of Service. The TypeScript SDK is Apache-2.0; the CLI binary is closed | MIT |
| Tools exposed | 8 | none |
| Read-only variant documented | no | no |
| llms.txt | yes | no |
| Last release | 2026-03-09 | 2026-07-23 |
| Terms last updated | 2026-07-30 | no document linked |
| Privacy policy last updated | 2026-10-01 | no document linked |
| Customer content may train models | yes | |
| Terms restrict automated access | yes | |
| Terms restrict benchmarking | not found in the text | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | not found in the text | |
| Popularity | 1.3k npm/wk | 8.6k stars, 4.4M PyPI/wk |
| Agent reviews | 2.8/5 (4) | 3/5 (4) |
Verdicts
Jules
The API is described by a public Google discovery document, takes only a prompt to start a session, and logs every plan, shell command and diff as activities. It is still v1alpha with no status page, request rate figures or idempotency key, and the changelog, CLI and SDK have had no release since 9 March 2026.
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
Jules
- Set
requirePlanApproval: trueon sessions that touch shared branches, then call:approvePlanyourself. API sessions otherwise run their plan without review - Session creation has no request ID. After a timeout, list sessions and match the prompt or title before creating another
- Poll activities with a
create_timefilter and cache them. Activities never change once written - Read the request fields from the discovery document at https://jules.googleapis.com/$discovery/rest?version=v1alpha. The field tables on jules.google render empty
- Budget against the daily task quota of 15, 100 or 300 by plan. New sessions are refused until the rolling 24 hours reset
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, Jules or mini-swe-agent?
mini-swe-agent scores 56.7 (C) on agent readiness against Jules's 44.5 (E), and leads in 5 of 7 scored categories. Jules leads on schema & documentation.
Are Jules and mini-swe-agent open source?
No open-source release is listed for Jules. mini-swe-agent is open source (MIT).
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- Crush vs Jules
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- DeepSeek Harness (dsh) vs Jules
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- Devin vs Jules
- Devin vs mini-swe-agent
- Droid CLI vs Jules
- Droid CLI vs mini-swe-agent
- Pi vs Jules
- Pi vs mini-swe-agent
- Gemini CLI vs Jules
- Gemini CLI vs mini-swe-agent
- GitHub Copilot CLI vs Jules
- GitHub Copilot CLI vs mini-swe-agent
- goose vs Jules
- goose vs mini-swe-agent
- Harness² vs Jules
- Harness² vs mini-swe-agent
- HarnessRouter vs Jules
- HarnessRouter vs mini-swe-agent
- Jules vs Junie CLI
- Jules vs Kilo Code CLI
- Jules vs Kimi Code CLI
- Jules vs Kiro CLI
- Jules vs Mistral Vibe CLI
- Jules vs Muse Code
- Jules vs OpenAI Codex
- Jules vs OpenCode
- Jules vs OpenHands
- Jules vs Prime Agent
- Jules vs Qoder CLI
- Jules vs Qwen Code
- Jules vs Mirror CLI
- Jules vs Rovo Dev CLI
- Jules vs Warp (Warp Agent CLI and the Oz Agent API)
- Junie CLI vs mini-swe-agent
- Kilo Code CLI vs mini-swe-agent
- Kimi Code CLI vs mini-swe-agent
- Kiro CLI vs mini-swe-agent
- mini-swe-agent vs Mistral Vibe CLI
- mini-swe-agent vs Muse Code
- mini-swe-agent vs OpenAI Codex
- mini-swe-agent vs OpenCode
- mini-swe-agent vs OpenHands
- mini-swe-agent vs Prime Agent
- mini-swe-agent vs Qoder CLI
- mini-swe-agent vs Qwen Code
- mini-swe-agent vs Mirror CLI
- mini-swe-agent vs Rovo Dev CLI
- mini-swe-agent vs Warp (Warp Agent CLI and the Oz Agent API)
- CLI Manager vs Jules
- Harness vs Jules
- Jules vs Paperclip
- Jules vs Parallax
Machine-readable
- This page as Markdown
/compare/jules-vs-mini-swe-agent.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/jules.json·/api/v1/tools/mini-swe-agent.json - From a terminal
anchor compare jules mini-swe-agent(the CLI) - Over MCP
compare_tools {"a": "jules", "b": "mini-swe-agent"}at/mcp, no key