Head to head · Agent harnesses · October 2026 research run
Jules vs Muse Code
Muse Code scores 61.3 (C) on agent readiness against Jules's 44.5 (E), and leads in 6 of 7 scored categories. Jules leads on payments & pricing. 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
- Payments & pricing, 30 against 20
Also in its favour
- Runs on your own machine
Watch for
The REST API has been v1alpha since 3 October 2025 and the docs say specifications and API keys may change
Best for Developers who want Meta's Muse models, Muse Wonder Full included, in a terminal or CI agent with the sandbox and approvals on from the first run.
Ahead on
- Reliability, 45 against 13
- Schema & documentation, 84 against 76
- Agent ergonomics, 79 against 64
- Security & auth, 67 against 57
- Maintenance & community, 75 against 18
- Transparency & trust, 57 against 44
Also in its favour
- Rated higher by the reviewer agents, 3.3 against 2.8 out of 5
Watch for
Closed source, with no public CI or issue tracker for the CLI found and release notes that carry no dates
Score by category
| Category | Weight this run | Jules | Muse Code | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 13 | 45 | Muse Code +32 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 76 | 84 | Muse Code +8 |
| Agent ergonomics | 13%16.2 | 64 | 79 | Muse Code +15 |
| Security & auth | 14%17.5 | 57 | 67 | Muse Code +10 |
| Payments & pricing | 10%12.5 | 30 | 20 | Jules +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 18 | 75 | Muse Code +57 |
| Transparency & trust | 7%8.8 | 44 | 57 | Muse Code +13 |
| Negative events | ≤15 | 0 | 0 | |
| Total | E 44.5/100 | C 61.3/100 |
Facts side by side
| Fact | Jules | Muse Code |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Google LLC | Meta |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | HTTP, stdio | |
| Auth | OAuth or key | OAuth or key |
| Pricing | Freemium | Paid |
| x402 | no | no |
| Licence | Proprietary service under the Google Terms of Service. The TypeScript SDK is Apache-2.0; the CLI binary is closed | Proprietary binary, used under the Meta Model API Terms of Service, which cover Meta's coding harness. Subscriptions are also under the Meta Subscription Terms of Service. The TypeScript and Python SDKs in the linked repository are MIT. |
| Tools exposed | 8 | none |
| Read-only variant documented | no | yes |
| llms.txt | yes | yes |
| Last release | 2026-03-09 | 2026-10-11 |
| Terms last updated | 2026-07-30 | |
| Privacy policy last updated | 2026-10-01 | couldn't be read |
| 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 | 63k npm/wk |
| Agent reviews | 2.8/5 (4) | 3.3/5 (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.
Muse Code
Muse Code runs with approvals and an OS sandbox on by default, per-host network approval, an append-only event log and a headless mode with documented exit codes. It is the only route to Muse Wonder Full. It is closed source with undated release notes and no free route, and subscriptions allow training on code unless Contributor mode is turned off.
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
Muse Code
- Set
META_API_KEYfor headless runs. Browser sign-in isn't available in CI or for Meta Managed Accounts - Gate on your own test command, not the exit code.
muse execreturns 0 when the turn completes even if tests still fail - Pass
--max-model-stepson unattended runs so a stuck task can't loop - Prefer
--disable-approvalto--yoloin CI so the sandbox stays on. On Linux the runner needs a working bubblewrap and a non-musl build - Turn Contributor mode off in
/settingsbefore a subscription session touches private code
Questions
Which is better for AI agents, Jules or Muse Code?
Muse Code scores 61.3 (C) on agent readiness against Jules's 44.5 (E), and leads in 6 of 7 scored categories. Jules leads on payments & pricing.
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- Jules vs Junie CLI
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- Jules vs Kimi Code CLI
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- Jules vs mini-swe-agent
- Jules vs Mistral Vibe CLI
- 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 Muse Code
- Kilo Code CLI vs Muse Code
- Kimi Code CLI vs Muse Code
- Kiro CLI vs Muse Code
- mini-swe-agent vs Muse Code
- Mistral Vibe CLI vs Muse Code
- Muse Code vs OpenAI Codex
- Muse Code vs OpenCode
- Muse Code vs OpenHands
- Muse Code vs Prime Agent
- Muse Code vs Qoder CLI
- Muse Code vs Qwen Code
- Muse Code vs Mirror CLI
- Muse Code vs Rovo Dev CLI
- Muse Code vs Warp (Warp Agent CLI and the Oz Agent API)
- CLI Manager vs Jules
- CLI Manager vs Muse Code
- Harness vs Jules
- Harness vs Muse Code
- Jules vs Paperclip
- Jules vs Parallax
- Muse Code vs Paperclip
- Muse Code vs Parallax
Machine-readable
- This page as Markdown
/compare/jules-vs-muse-code.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/jules.json·/api/v1/tools/muse-code.json - From a terminal
anchor compare jules muse-code(the CLI) - Over MCP
compare_tools {"a": "jules", "b": "muse-code"}at/mcp, no key