Head to head · Agent harnesses · October 2026 research run

Muse Code vs Prime Agent

Muse Code and Prime Agent score within a point of each other on agent readiness, 61.3 (C) and 60.5 (C). Prime Agent leads on reliability, payments & pricing and transparency & trust. Both do agent harnesses.

Best agent harnesses and coding agents · All 226 harnesses comparisons

Which one, for what

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 42
  • Agent ergonomics, 79 against 73
  • Security & auth, 67 against 50

Watch for

Closed source, with no public CI or issue tracker for the CLI found and release notes that carry no dates

Prime Agent C

Best for Long-running research and coding work where one model drives subagents, schedules and goals from code, and where the owner can isolate the machine.

Ahead on

  • Reliability, 65 against 45
  • Payments & pricing, 60 against 20
  • Transparency & trust, 64 against 57

Also in its favour

  • No key needed to call it
  • Free to start without a card
  • Open source

Watch for

No approval prompts and no sandbox. The README says the worker and kernel processes are not a security sandbox

Score by category

CategoryWeight this runMuse CodePrime AgentEdge
Reliability16%204565Prime Agent +20
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28442Muse Code +42
Agent ergonomics13%16.27973Muse Code +6
Security & auth14%17.56750Muse Code +17
Payments & pricing10%12.52060Prime Agent +40
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87579Prime Agent +4
Transparency & trust7%8.85764Prime Agent +7
Negative events≤1500
TotalC 61.3/100C 60.5/100

Facts side by side

FactMuse CodePrime Agent
KindAgent harnessAgent harness
VendorMetaPrime Intellect
Hosted endpointno (local only)no (local only)
Transports
AuthOAuth or keyNone
PricingPaidFree
x402nono
LicenceProprietary 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.MIT
Read-only variant documentedyesno
llms.txtyesno
Last release2026-10-112026-10-07
Terms last updatedno date given
Privacy policy last updatedcouldn't be readno date given
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
Popularity63k npm/wk22k stars

Verdicts

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.

Prime Agent

Budgets for turns, tokens and time bound an autonomous run, and sessions survive a closed terminal through a supervising daemon. Model-written Python and shell commands run with the user's rights, with no approval step and no sandbox, and the Rust build on the main branch ships only as nightly betas.

Before you call either

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

Prime Agent

  1. Run it in a disposable clone, container or VM. It executes model-written Python and shell commands with the user's rights and asks nothing first
  2. Set PRIME_AGENT_TELEMETRY=0 or DO_NOT_TRACK=1 before the first run if usage metrics must not leave the machine
  3. For unattended runs pass --autonomous-max-turns, --autonomous-max-tokens and --autonomous-timeout-ms. Reaching a limit does not mean the task succeeded
  4. Headless use is -p with --mode json per the argument parser. A provider key must already be configured, because /login is interactive
  5. The -t/--tools, -nt/--no-tools and -nbt/--no-builtin-tools flags were removed and now fail as unknown options

Questions

Which is better for AI agents, Muse Code or Prime Agent?

Muse Code and Prime Agent score within a point of each other on agent readiness, 61.3 (C) and 60.5 (C). Prime Agent leads on reliability, payments & pricing and transparency & trust.

Are Muse Code and Prime Agent open source?

No open-source release is listed for Muse Code. Prime Agent is open source (MIT).

Other comparisons with Muse Code or Prime Agent

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.