Head to head · Agent harnesses · October 2026 research run

Pi vs Muse Code

Pi scores 68.4 (B) on agent readiness against Muse Code's 61.3 (C), and leads in 4 of 7 scored categories. Muse Code leads on security & auth. Both do agent harnesses.

Best agent harnesses and coding agents · All 226 harnesses comparisons

Which one, for what

Pi B

Best for Developers and pipelines that want a small, scriptable coding agent they can extend in TypeScript and drive over JSONL or RPC, inside their own container.

Ahead on

  • Reliability, 75 against 45
  • Payments & pricing, 60 against 20
  • Maintenance & community, 87 against 75
  • 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 permission system or sandbox. Tool calls run with the user's rights and without an approval prompt

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

  • Security & auth, 67 against 61

Also in its favour

  • No incidents deducted, where Pi loses 4 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 runPiMuse CodeEdge
Reliability16%207545Pi +30
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28484even
Agent ergonomics13%16.27679Muse Code +3
Security & auth14%17.56167Muse Code +6
Payments & pricing10%12.56020Pi +40
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88775Pi +12
Transparency & trust7%8.86457Pi +7
Negative events≤15-40
TotalB 68.4/100C 61.3/100

Facts side by side

FactPiMuse Code
KindAgent harnessAgent harness
VendorEarendilMeta
Hosted endpointno (local only)no (local only)
Transports
AuthNoneOAuth or key
PricingFreePaid
x402nono
LicenceMITProprietary 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.txtnoyes
Last release2026-10-072026-10-11
Terms last updatedno document linked
Privacy policy last updatedno document linkedcouldn'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
Popularity113k stars, 5.2M npm/wk63k npm/wk

Verdicts

Pi

Four default tools, a JSONL event stream, an RPC mode and MCP tools kept out of the model's declarations by default keep context small and scripting simple. Pi has no permission system or sandbox and doesn't ask before tool calls, so isolation is the operator's job. Version 1.0.0 is dated 1 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

Pi

  1. Run Pi inside a container or VM for unattended work. It has no sandbox and doesn't ask before running shell commands
  2. Use pi --mode json and wait for agent_settled. A failed response doesn't set a nonzero exit code in JSON mode
  3. Split the JSONL stream on LF only. Node's readline also splits on U+2028 and U+2029, which are valid inside JSON strings
  4. Pass --no-approve or --approve in scripts to make the project trust decision explicit
  5. Set PI_TELEMETRY=0 and PI_SKIP_VERSION_CHECK=1, or PI_OFFLINE=1, to stop the default requests to pi.dev

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, Pi or Muse Code?

Pi scores 68.4 (B) on agent readiness against Muse Code's 61.3 (C), and leads in 4 of 7 scored categories. Muse Code leads on security & auth.

Are Pi and Muse Code open source?

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

Other comparisons with Pi or Muse Code

Machine-readable

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