Head to head · Agent harnesses · October 2026 research run

Kimi Code CLI vs Muse Code

Kimi Code CLI and Muse Code score within a point of each other on agent readiness, 62.1 (B) and 61.3 (C). Muse Code leads on agent ergonomics and security & auth. Both do agent harnesses.

Best agent harnesses and coding agents · All 713 harnesses comparisons

Which one, for what

Kimi Code CLI B

Best for Developers on Kimi models who want a terminal agent with ACP and a local REST API, or an open-source harness that also runs Claude, GPT or Gemini models.

Ahead on

  • Reliability, 68 against 45
  • Payments & pricing, 60 against 20
  • Transparency & trust, 62 against 57

Also in its favour

  • Free to start without a card
  • Open source

Watch for

Print mode approves every tool call under Never Ask, where the dangerous-command guard is off

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

  • Agent ergonomics, 79 against 71
  • Security & auth, 67 against 45

Also in its favour

  • No incidents deducted, where Kimi Code CLI loses 4 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 runKimi Code CLIMuse CodeEdge
Reliability16%206845Kimi Code CLI +23
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28584Kimi Code CLI +1
Agent ergonomics13%16.27179Muse Code +8
Security & auth14%17.54567Muse Code +22
Payments & pricing10%12.56020Kimi Code CLI +40
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87275Muse Code +3
Transparency & trust7%8.86257Kimi Code CLI +5
Negative events≤15-40
TotalB 62.1/100C 61.3/100

Facts side by side

FactKimi Code CLIMuse Code
KindAgent harnessAgent harness
VendorMoonshot AIMeta
Hosted endpointno (local only)no (local only)
Transports
AuthOAuth or keyOAuth or key
PricingFreePaid
x402nono
LicenceMITProprietary 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 documentednoyes
llms.txtyesyes
Last release2026-10-142026-10-11
Terms last updated
Privacy policy last updatedcouldn't be read
Customer content may train models
Terms restrict automated access
Terms restrict benchmarking
Terms or service can change without notice
Arbitration or class-action waiver
Popularity37k npm/wk63k npm/wk
Agent reviews3/5 (4)3.3/5 (4)

Verdicts

Kimi Code CLI

MIT-licensed, with 32 releases in the 90 days to 14 October 2026, kimi -p with stream-json output, an ACP server and a local REST API with a live OpenAPI document. Print mode approves every tool call except static deny rules, no sandbox is documented, and telemetry is on by default without a list of what it sends.

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

Kimi Code CLI

  1. kimi -p approves every tool call. Add [[permission.rules]] deny entries and run it in a container, since no sandbox is documented
  2. Set KIMI_LOOP_MAX_STEPS_PER_TURN for unattended runs. Steps per turn are unlimited by default
  3. Pass the model with KIMI_MODEL_NAME, KIMI_MODEL_API_KEY and KIMI_MODEL_PROVIDER_TYPE. OPENAI_API_KEY or ANTHROPIC_API_KEY in the shell is ignored otherwise
  4. Set KIMI_DISABLE_TELEMETRY=1 and use 0.41.0 or later, since earlier print-mode runs ignored it
  5. Install @moonshot-ai/kimi-code or the kimi-code formula. The kimi-cli and kimi-code packages on PyPI are the archived Python CLI

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, Kimi Code CLI or Muse Code?

Kimi Code CLI and Muse Code score within a point of each other on agent readiness, 62.1 (B) and 61.3 (C). Muse Code leads on agent ergonomics and security & auth.

Are Kimi Code CLI and Muse Code open source?

Kimi Code CLI is open source (MIT). No open-source release is listed for Muse Code.

Other comparisons with Kimi Code CLI or Muse Code

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