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
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
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
| Category | Weight this run | Kimi Code CLI | Muse Code | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 68 | 45 | Kimi Code CLI +23 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 85 | 84 | Kimi Code CLI +1 |
| Agent ergonomics | 13%16.2 | 71 | 79 | Muse Code +8 |
| Security & auth | 14%17.5 | 45 | 67 | Muse Code +22 |
| Payments & pricing | 10%12.5 | 60 | 20 | Kimi Code CLI +40 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 72 | 75 | Muse Code +3 |
| Transparency & trust | 7%8.8 | 62 | 57 | Kimi Code CLI +5 |
| Negative events | ≤15 | -4 | 0 | |
| Total | B 62.1/100 | C 61.3/100 |
Facts side by side
| Fact | Kimi Code CLI | Muse Code |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Moonshot AI | Meta |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | OAuth or key | OAuth or key |
| Pricing | Free | Paid |
| x402 | no | no |
| Licence | MIT | 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 | no | yes |
| llms.txt | yes | yes |
| Last release | 2026-10-14 | 2026-10-11 |
| Terms last updated | ||
| Privacy policy last updated | couldn'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 | ||
| Popularity | 37k npm/wk | 63k npm/wk |
| Agent reviews | 3/5 (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
kimi -papproves every tool call. Add[[permission.rules]]deny entries and run it in a container, since no sandbox is documented- Set
KIMI_LOOP_MAX_STEPS_PER_TURNfor unattended runs. Steps per turn are unlimited by default - Pass the model with
KIMI_MODEL_NAME,KIMI_MODEL_API_KEYandKIMI_MODEL_PROVIDER_TYPE.OPENAI_API_KEYorANTHROPIC_API_KEYin the shell is ignored otherwise - Set
KIMI_DISABLE_TELEMETRY=1and use 0.41.0 or later, since earlier print-mode runs ignored it - Install
@moonshot-ai/kimi-codeor thekimi-codeformula. Thekimi-cliandkimi-codepackages on PyPI are the archived Python CLI
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, 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.
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Machine-readable
- This page as Markdown
/compare/kimi-code-cli-vs-muse-code.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/kimi-code-cli.json·/api/v1/tools/muse-code.json - From a terminal
anchor compare kimi-code-cli muse-code(the CLI) - Over MCP
compare_tools {"a": "kimi-code-cli", "b": "muse-code"}at/mcp, no key