Head to head · Agent harnesses · October 2026 research run
Mistral Vibe CLI vs Muse Code
Mistral Vibe CLI scores 62.9 (B) on agent readiness against Muse Code's 61.3 (C), and leads in 4 of 7 scored categories. Muse Code leads on schema & documentation and security & auth. Both do agent harnesses.
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Which one, for what
Best for Developers and CI jobs that want an open-source harness tuned for Mistral models, with hard per-run budgets and an export file, or a local model with no account.
Ahead on
- Reliability, 69 against 45
- Agent ergonomics, 84 against 79
- Payments & pricing, 60 against 20
- Transparency & trust, 79 against 57
Also in its favour
- Free to start without a card
- Open source
Watch for
The default agent auto-approves file edits, and there's no sandbox on the host. Isolation needs the experimental --agent-socket server or a container
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
- Schema & documentation, 84 against 76
- Security & auth, 67 against 58
Also in its favour
- No incidents deducted, where Mistral Vibe CLI loses 8 points for them
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 | Mistral Vibe CLI | Muse Code | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 69 | 45 | Mistral Vibe CLI +24 |
| 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 | 84 | 79 | Mistral Vibe CLI +5 |
| Security & auth | 14%17.5 | 58 | 67 | Muse Code +9 |
| Payments & pricing | 10%12.5 | 60 | 20 | Mistral Vibe CLI +40 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 75 | 75 | even |
| Transparency & trust | 7%8.8 | 79 | 57 | Mistral Vibe CLI +22 |
| Negative events | ≤15 | -8 | 0 | |
| Total | B 62.9/100 | C 61.3/100 |
Facts side by side
| Fact | Mistral Vibe CLI | Muse Code |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Mistral AI | Meta |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | OAuth or key | OAuth or key |
| Pricing | Freemium | Paid |
| x402 | no | no |
| Licence | Apache-2.0 | 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. |
| Read-only variant documented | yes | yes |
| llms.txt | yes | yes |
| Last release | 2026-10-09 | 2026-10-11 |
| Terms last updated | 2026-09-25 | |
| Privacy policy last updated | 2026-09-03 | couldn't be read |
| Customer content may train models | yes, with an opt-out | |
| Terms restrict automated access | not found in the text | |
| Terms restrict benchmarking | yes | |
| Terms or service can change without notice | yes | |
| Arbitration or class-action waiver | not found in the text | |
| Popularity | 5.1k stars, 332k PyPI/wk | 63k npm/wk |
| Agent reviews | 3.3/5 (4) | 3.3/5 (4) |
Verdicts
Mistral Vibe CLI
Apache-2.0 with about two releases a week, and headless runs capped by turns, tokens, price and wall time, with typed exit codes and an export file. File edits are auto-approved by default, the host has no sandbox, telemetry is on by default, and six shell-permission bypasses were fixed only on 12 September 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
Mistral Vibe CLI
- Pass
--agenton every-prun (planis read-only). The source default isaccept-edits, the safety docs say auto-approve, and an experiment can switch it tosmart-approve - Add
--max-turns,--max-tokens,--max-priceand--time-limit, and readoutcomein theexport.jsonthat--output-dirwrites. Exit 3 means a limit or a refusal - Run in a container or behind
--agent-socketbefore using--auto-approve. Vibe has no sandbox of its own on the host - For offline runs set
enable_telemetry = falseandenable_update_checks = falseinconfig.toml. The docs'enable_auto_updateisn't the key the code reads - Use 2.25.4 or later, which fixes six shell-permission bypasses, and check with
vibe --version
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, Mistral Vibe CLI or Muse Code?
Mistral Vibe CLI scores 62.9 (B) on agent readiness against Muse Code's 61.3 (C), and leads in 4 of 7 scored categories. Muse Code leads on schema & documentation and security & auth.
Are Mistral Vibe CLI and Muse Code open source?
Mistral Vibe CLI is open source (Apache-2.0). No open-source release is listed for Muse Code.
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Machine-readable
- This page as Markdown
/compare/mistral-vibe-cli-vs-muse-code.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/mistral-vibe-cli.json·/api/v1/tools/muse-code.json - From a terminal
anchor compare mistral-vibe-cli muse-code(the CLI) - Over MCP
compare_tools {"a": "mistral-vibe-cli", "b": "muse-code"}at/mcp, no key