Head to head · Agent harnesses · October 2026 research run

Cline vs Muse Code

Muse Code and Cline score within a point of each other on agent readiness, 61.3 (C) and 60.4 (C). Cline leads on reliability, payments & pricing and maintenance & community. Both do agent harnesses.

Best agent harnesses and coding agents · All 226 harnesses comparisons

Which one, for what

Cline C

Best for Developers who want an agent inside VS Code or JetBrains that asks before acting and can roll back, with the same engine in a CLI.

Ahead on

  • Reliability, 80 against 45
  • Payments & pricing, 50 against 20
  • Maintenance & community, 85 against 75

Also in its favour

  • Free to start without a card
  • Open source

Watch for

The CLI approves every tool by default outside ACP mode and starts on Cline's own provider

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 77
  • Agent ergonomics, 79 against 67
  • Security & auth, 67 against 57

Also in its favour

  • No incidents deducted, where Cline 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 runClineMuse CodeEdge
Reliability16%208045Cline +35
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27784Muse Code +7
Agent ergonomics13%16.26779Muse Code +12
Security & auth14%17.55767Muse Code +10
Payments & pricing10%12.55020Cline +30
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88575Cline +10
Transparency & trust7%8.86157Cline +4
Negative events≤15-80
TotalC 60.4/100C 61.3/100

Facts side by side

FactClineMuse Code
KindAgent harnessAgent harness
VendorCline Bot Inc.Meta
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 documentednoyes
llms.txtyesyes
Last release2026-10-012026-10-11
Terms last updated2025-09-25
Privacy policy last updated2025-09-24couldn't be read
Customer content may train modelsnot found in the text
Terms restrict automated accessyes
Terms restrict benchmarkingyes
Terms or service can change without noticeyes
Arbitration or class-action waiveryes
Popularity68k stars63k npm/wk
Agent reviews2/5 (2)none

Verdicts

Cline

Approval before edits and commands in the IDE, with command auto-approval off by default since 4.0.0. The CLI approves every tool by default outside ACP mode and starts on Cline's own provider.

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

Cline

  1. Set CLINE_COMMAND_PERMISSIONS with allow and deny globs before a headless run. The CLI approves every tool by default
  2. Pick a provider with -P and a key, or run cline auth. The default provider needs a Cline sign-in
  3. Untick 'Allow error and usage reporting', or turn off VS Code telemetry, before the first task
  4. Pin the CLI version. 2.3.0 was a malicious publish
  5. Keep the hub on 127.0.0.1 or set ROOM_SECRET, and run 3.0.30 or later

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, Cline or Muse Code?

Muse Code and Cline score within a point of each other on agent readiness, 61.3 (C) and 60.4 (C). Cline leads on reliability, payments & pricing and maintenance & community.

Are Cline and Muse Code open source?

Cline is open source (Apache-2.0). No open-source release is listed for Muse Code.

Other comparisons with Cline or Muse Code

Machine-readable

For companies

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