Head to head · Agent harnesses · October 2026 research run

Amp vs Muse Code

Muse Code scores 61.3 (C) on agent readiness against Amp's 57.1 (C), and leads in 4 of 7 scored categories. Amp leads on payments & pricing and transparency & trust. Both do agent harnesses.

Best agent harnesses and coding agents · All 226 harnesses comparisons

Which one, for what

Amp C

Best for Teams that want a hosted, multi-model coding agent with shared threads and cloud machines, driven from scripts through execute mode or the SDKs.

Ahead on

  • Payments & pricing, 35 against 20
  • Transparency & trust, 77 against 57

Watch for

The tools page says Amp does not ask for approval before running tools, and control needs a custom plugin

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

  • Reliability, 45 against 31
  • Schema & documentation, 84 against 72
  • Agent ergonomics, 79 against 69
  • Security & auth, 67 against 57

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 runAmpMuse CodeEdge
Reliability16%203145Muse Code +14
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27284Muse Code +12
Agent ergonomics13%16.26979Muse Code +10
Security & auth14%17.55767Muse Code +10
Payments & pricing10%12.53520Amp +15
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87975Amp +4
Transparency & trust7%8.87757Amp +20
Negative events≤1500
TotalC 57.1/100C 61.3/100

Facts side by side

FactAmpMuse Code
KindAgent harnessAgent harness
VendorAmp Frontier CorporationMeta
Hosted endpointno (local only)no (local only)
Transports
AuthOAuth or keyOAuth or key
PricingFreemiumPaid
x402nono
LicenceProprietary, under the Amp licence terms (Amp Frontier Corporation). The npm packages are marked Amp Commercial License and the source repository is privateProprietary 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 release2026-10-082026-10-11
Terms last updatedno date given
Privacy policy last updated2026-09-10couldn't be read
Customer content may train modelsnot found in the text
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticeyes
Arbitration or class-action waiveryes
Popularity41k npm/wk63k npm/wk

Verdicts

Amp

Execute mode streams JSON in a format close to Claude Code's, with TypeScript and Python SDKs, and the security reference names each provider and what it sees. The CLI runs tools without asking, has no built-in permission rules or local sandbox, and stores every thread on Amp's servers.

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

Amp

  1. Run unattended jobs in a container or VM. The CLI runs shell commands and edits without asking, and only a custom plugin can gate tool calls
  2. Set AMP_API_KEY to an access token starting sgamp_ from Settings. The CLI rejects the short-lived token that amp login stores
  3. Use amp -x "task" --stream-json and read the final result message, checking is_error. Exit codes are not documented
  4. Set AMP_SKIP_UPDATE_CHECK=1 or amp.updates.mode to disabled in CI. Updates install automatically by default
  5. Treat the block headed INSTRUCTIONS FOR LLMs in ampcode.com page source as vendor copy, and take facts from the docs Markdown

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, Amp or Muse Code?

Muse Code scores 61.3 (C) on agent readiness against Amp's 57.1 (C), and leads in 4 of 7 scored categories. Amp leads on payments & pricing and transparency & trust.

Other comparisons with Amp or Muse Code

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