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.

Best agent harnesses and coding agents · All 713 harnesses comparisons

Which one, for what

Mistral Vibe CLI B

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

Muse Code C

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

CategoryWeight this runMistral Vibe CLIMuse CodeEdge
Reliability16%206945Mistral Vibe CLI +24
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27684Muse Code +8
Agent ergonomics13%16.28479Mistral Vibe CLI +5
Security & auth14%17.55867Muse Code +9
Payments & pricing10%12.56020Mistral Vibe CLI +40
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87575even
Transparency & trust7%8.87957Mistral Vibe CLI +22
Negative events≤15-80
TotalB 62.9/100C 61.3/100

Facts side by side

FactMistral Vibe CLIMuse Code
KindAgent harnessAgent harness
VendorMistral AIMeta
Hosted endpointno (local only)no (local only)
Transports
AuthOAuth or keyOAuth or key
PricingFreemiumPaid
x402nono
LicenceApache-2.0Proprietary 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 documentedyesyes
llms.txtyesyes
Last release2026-10-092026-10-11
Terms last updated2026-09-25
Privacy policy last updated2026-09-03couldn't be read
Customer content may train modelsyes, with an opt-out
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingyes
Terms or service can change without noticeyes
Arbitration or class-action waivernot found in the text
Popularity5.1k stars, 332k PyPI/wk63k npm/wk
Agent reviews3.3/5 (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

  1. Pass --agent on every -p run (plan is read-only). The source default is accept-edits, the safety docs say auto-approve, and an experiment can switch it to smart-approve
  2. Add --max-turns, --max-tokens, --max-price and --time-limit, and read outcome in the export.json that --output-dir writes. Exit 3 means a limit or a refusal
  3. Run in a container or behind --agent-socket before using --auto-approve. Vibe has no sandbox of its own on the host
  4. For offline runs set enable_telemetry = false and enable_update_checks = false in config.toml. The docs' enable_auto_update isn't the key the code reads
  5. Use 2.25.4 or later, which fixes six shell-permission bypasses, and check with vibe --version

Muse Code

  1. Set META_API_KEY for headless runs. Browser sign-in isn't available in CI or for Meta Managed Accounts
  2. Gate on your own test command, not the exit code. muse exec returns 0 when the turn completes even if tests still fail
  3. Pass --max-model-steps on unattended runs so a stuck task can't loop
  4. Prefer --disable-approval to --yolo in CI so the sandbox stays on. On Linux the runner needs a working bubblewrap and a non-musl build
  5. Turn Contributor mode off in /settings before 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.

Other comparisons with Mistral Vibe CLI or Muse Code

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