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
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
| Category | Weight this run | Pi | Muse Code | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 75 | 45 | Pi +30 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 84 | 84 | even |
| Agent ergonomics | 13%16.2 | 76 | 79 | Muse Code +3 |
| Security & auth | 14%17.5 | 61 | 67 | Muse Code +6 |
| Payments & pricing | 10%12.5 | 60 | 20 | Pi +40 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 87 | 75 | Pi +12 |
| Transparency & trust | 7%8.8 | 64 | 57 | Pi +7 |
| Negative events | ≤15 | -4 | 0 | |
| Total | B 68.4/100 | C 61.3/100 |
Facts side by side
| Fact | Pi | Muse Code |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Earendil | Meta |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | None | OAuth or key |
| Pricing | Free | Paid |
| x402 | no | no |
| Licence | MIT | 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. |
| Read-only variant documented | no | yes |
| llms.txt | no | yes |
| Last release | 2026-10-07 | 2026-10-11 |
| Terms last updated | no document linked | |
| Privacy policy last updated | no document linked | couldn'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 | ||
| Popularity | 113k stars, 5.2M npm/wk | 63k 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
- Run Pi inside a container or VM for unattended work. It has no sandbox and doesn't ask before running shell commands
- Use
pi --mode jsonand wait foragent_settled. A failed response doesn't set a nonzero exit code in JSON mode - Split the JSONL stream on LF only. Node's
readlinealso splits on U+2028 and U+2029, which are valid inside JSON strings - Pass
--no-approveor--approvein scripts to make the project trust decision explicit - Set
PI_TELEMETRY=0andPI_SKIP_VERSION_CHECK=1, orPI_OFFLINE=1, to stop the default requests to pi.dev
Muse Code
- Set
META_API_KEYfor headless runs. Browser sign-in isn't available in CI or for Meta Managed Accounts - Gate on your own test command, not the exit code.
muse execreturns 0 when the turn completes even if tests still fail - Pass
--max-model-stepson unattended runs so a stuck task can't loop - Prefer
--disable-approvalto--yoloin CI so the sandbox stays on. On Linux the runner needs a working bubblewrap and a non-musl build - Turn Contributor mode off in
/settingsbefore 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
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- Agent Zero vs Muse Code
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- Aider vs Muse Code
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- Amp vs Muse Code
- Antigravity CLI vs Pi
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- Cursor CLI vs Pi
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- Devin vs Pi
- Devin vs Muse Code
- Droid CLI vs Pi
- Droid CLI vs Muse Code
- Pi vs Gemini CLI
- Pi vs GitHub Copilot CLI
- Pi vs goose
- Pi vs Kilo Code CLI
- Pi vs Kiro CLI
- Pi vs OpenAI Codex
- Pi vs OpenCode
- Pi vs OpenHands
- Pi vs Prime Agent
- Pi vs Qwen Code
- Gemini CLI vs Muse Code
- GitHub Copilot CLI vs Muse Code
- goose vs Muse Code
- Kilo Code CLI vs Muse Code
- Kiro CLI vs Muse Code
- Muse Code vs OpenAI Codex
- Muse Code vs OpenCode
- Muse Code vs OpenHands
- Muse Code vs Prime Agent
- Muse Code vs Qwen Code
- Muse Code vs Paperclip
Machine-readable
- This page as Markdown
/compare/earendil-pi-vs-muse-code.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/earendil-pi.json·/api/v1/tools/muse-code.json - From a terminal
anchor compare earendil-pi muse-code(the CLI) - Over MCP
compare_tools {"a": "earendil-pi", "b": "muse-code"}at/mcp, no key