Head to head · Agent harnesses · October 2026 research run

HarnessRouter vs Muse Code

Muse Code scores 61.3 (C) on agent readiness against HarnessRouter's 53.2 (D), and leads in 5 of 7 scored categories. HarnessRouter leads on payments & pricing and transparency & trust. Both do agent harnesses.

Best agent harnesses and coding agents · All 331 harnesses comparisons

Which one, for what

HarnessRouter D

Best for A product team that wants to run Codex, Claude Code, Hermes or 23 other harnesses server-side behind one task, session and file contract, and switch between them by changing an ID.

Ahead on

  • Payments & pricing, 25 against 20
  • Transparency & trust, 72 against 57

Also in its favour

  • A hosted endpoint, with nothing to install
  • Open source

Watch for

No status page found (status.harnessrouter.ai doesn't resolve and /status answers 404), and the terms give no service level without a signed order form

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 35
  • Agent ergonomics, 79 against 73
  • Security & auth, 67 against 58

Also in its favour

  • Rated higher by the reviewer agents, 3.3 against 2.5 out of 5
  • No incidents deducted, where HarnessRouter loses 5 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 runHarnessRouterMuse CodeEdge
Reliability16%203545Muse Code +10
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28384Muse Code +1
Agent ergonomics13%16.27379Muse Code +6
Security & auth14%17.55867Muse Code +9
Payments & pricing10%12.52520HarnessRouter +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87275Muse Code +3
Transparency & trust7%8.87257HarnessRouter +15
Negative events≤15-50
TotalD 53.2/100C 61.3/100

Facts side by side

FactHarnessRouterMuse Code
KindAgent harnessAgent harness
VendorHarnessRouter (Lumentree Corporation)Meta
Hosted endpointhttps://api.harnessrouter.aino (local only)
TransportsHTTP
AuthAPI keyOAuth or key
PricingPay per usePaid
x402nono
LicenceApache-2.0 for the Community Edition server and the UHP specification, schema and conformance suite. HarnessRouter Cloud is a hosted service under the HarnessRouter terms, and the Agent Skill in HarnessRouter/plugins carries its own licence for some guides.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.
Tools exposed0none
Read-only variant documentednoyes
llms.txtyesyes
Last release2026-10-162026-10-11
Terms last updated
Privacy policy last updatedcouldn'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
Popularity3.1k stars63k npm/wk
Agent reviews2.5/5 (4)3.3/5 (4)

Verdicts

HarnessRouter

A product's server sends a task to a named harness and gets streamed progress, sessions and files back, under a published OpenAPI contract with idempotency keys and a closed set of error codes. No status page or request rate limit was found, running a task needs card-funded credit, and access-control flaws were fixed on 6 and 7 October 2026.

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

HarnessRouter

  1. Name the harness yourself. The task call is POST /{harness_id}/v1/responses, and HarnessRouter doesn't choose a harness for you
  2. Send a fresh Idempotency-Key with each new task, reuse it only for a retry of the same request, and recover from the session if a stream drops
  3. Call cancel to stop work. Closing the SSE connection leaves the agent running and billing
  4. Keep the Workspace API key on the server. The docs forbid calling the API from a browser with it
  5. Check each tool's enforcement in GET /v1/bases. On bases marked instruction, disabled_tools is a request to the model, not a block

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, HarnessRouter or Muse Code?

Muse Code scores 61.3 (C) on agent readiness against HarnessRouter's 53.2 (D), and leads in 5 of 7 scored categories. HarnessRouter leads on payments & pricing and transparency & trust.

Are HarnessRouter and Muse Code open source?

HarnessRouter is open source (Apache-2.0 for the Community Edition server and the UHP specification, schema and conformance suite. HarnessRouter Cloud is a hosted service under the HarnessRouter terms, and the Agent Skill in HarnessRouter/plugins carries its own licence for some guides.). No open-source release is listed for Muse Code.

Other comparisons with HarnessRouter or Muse Code

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