Head to head · Agent harnesses · October 2026 research run
Kilo Code CLI vs Muse Code
Kilo Code CLI scores 75.4 (BB) on agent readiness against Muse Code's 61.3 (C), and leads in 5 of 7 scored categories. Muse Code leads on agent ergonomics. Both do agent harnesses.
Best agent harnesses and coding agents · All 226 harnesses comparisons
Which one, for what
Best for Developers who want an open-source terminal agent with per-tool permission rules, an optional sandbox and a choice of provider, and the same engine in VS Code and JetBrains.
Ahead on
- Reliability, 85 against 45
- Schema & documentation, 90 against 84
- Payments & pricing, 50 against 20
- Maintenance & community, 87 against 75
- Transparency & trust, 76 against 57
Also in its favour
- Agent-ready, a grade of BB or better
- Free to start without a card
- Open source
Watch for
Telemetry to PostHog is on by default, and the privacy policy and PRIVACY.md don't mention it
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 72
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 | Kilo Code CLI | Muse Code | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 85 | 45 | Kilo Code CLI +40 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 90 | 84 | Kilo Code CLI +6 |
| Agent ergonomics | 13%16.2 | 72 | 79 | Muse Code +7 |
| Security & auth | 14%17.5 | 66 | 67 | Muse Code +1 |
| Payments & pricing | 10%12.5 | 50 | 20 | Kilo Code CLI +30 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 87 | 75 | Kilo Code CLI +12 |
| Transparency & trust | 7%8.8 | 76 | 57 | Kilo Code CLI +19 |
| Negative events | ≤15 | 0 | 0 | |
| Total | BB 75.4/100 | C 61.3/100 |
Facts side by side
| Fact | Kilo Code CLI | Muse Code |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Kilo Code Inc. | Meta |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | OAuth or key | OAuth or key |
| Pricing | Freemium | 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 | 2026-10-07 | 2026-10-11 |
| Terms last updated | 2026-09-30 | |
| Privacy policy last updated | 2026-05-29 | couldn't be read |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | yes | |
| Terms restrict benchmarking | not found in the text | |
| Terms or service can change without notice | yes | |
| Arbitration or class-action waiver | yes | |
| Popularity | 28k stars, 33k npm/wk | 63k npm/wk |
Verdicts
Kilo Code CLI
Shell commands ask before running by default, and an optional operating-system sandbox blocks writes outside the workspace and outbound network. Telemetry to PostHog is on by default and the sandbox is off, so an unattended kilo run --auto approves everything not denied unless both are configured first.
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
Kilo Code CLI
- Set
sandbox.enabledto true in the globalkilo.jsoncbeforekilo run --auto.--autoapproves every permission request not explicitly denied - Set
experimental.openTelemetryto false, orKILO_TELEMETRY_LEVELto a value other thanall, to stop telemetry - Add needed hosts to
sandbox.allowed_hostsin global config. MCP tool calls are unavailable while network restriction is on - Without
--autoa non-interactive run rejects every permission prompt and exits 1 - Put provider keys in global config or the environment.
{env:VAR}in a projectkilo.jsonis ignored
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, Kilo Code CLI or Muse Code?
Kilo Code CLI scores 75.4 (BB) on agent readiness against Muse Code's 61.3 (C), and leads in 5 of 7 scored categories. Muse Code leads on agent ergonomics.
Are Kilo Code CLI and Muse Code open source?
Kilo 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/kilo-code-cli-vs-muse-code.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/kilo-code-cli.json·/api/v1/tools/muse-code.json - From a terminal
anchor compare kilo-code-cli muse-code(the CLI) - Over MCP
compare_tools {"a": "kilo-code-cli", "b": "muse-code"}at/mcp, no key