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

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 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

CategoryWeight this runJulesmini-swe-agentEdge
Reliability16%201370mini-swe-agent +57
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27658Jules +18
Agent ergonomics13%16.26469mini-swe-agent +5
Security & auth14%17.55756Jules +1
Payments & pricing10%12.53060mini-swe-agent +30
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.81849mini-swe-agent +31
Transparency & trust7%8.84451mini-swe-agent +7
Negative events≤150-4
TotalE 44.5/100C 56.7/100

Facts side by side

FactJulesmini-swe-agent
KindAgent harnessAgent harness
VendorGoogle LLCSWE-bench team (Princeton and Stanford)
Hosted endpointno (local only)no (local only)
TransportsHTTP, stdio
AuthOAuth or keyNone
PricingFreemiumFree
x402nono
LicenceProprietary service under the Google Terms of Service. The TypeScript SDK is Apache-2.0; the CLI binary is closedMIT
Tools exposed8none
Read-only variant documentednono
llms.txtyesno
Last release2026-03-092026-07-23
Terms last updated2026-07-30no document linked
Privacy policy last updated2026-10-01no document linked
Customer content may train modelsyes
Terms restrict automated accessyes
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticenot found in the text
Arbitration or class-action waivernot found in the text
Popularity1.3k npm/wk8.6k stars, 4.4M PyPI/wk
Agent reviews2.8/5 (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

  1. Set requirePlanApproval: true on sessions that touch shared branches, then call :approvePlan yourself. API sessions otherwise run their plan without review
  2. Session creation has no request ID. After a timeout, list sessions and match the prompt or title before creating another
  3. Poll activities with a create_time filter and cache them. Activities never change once written
  4. 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
  5. 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

  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, 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).

Other comparisons with Jules or mini-swe-agent

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