Head to head · Agent harnesses · October 2026 research run
Aider vs Muse Code
Muse Code scores 61.3 (C) on agent readiness against Aider's 46.9 (D), and leads in 4 of 7 scored categories. Aider 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
Aider D
Best for A person pair-programming in a terminal who wants git-tracked edits and a small context footprint, with any model.
Ahead on
- Reliability, 54 against 45
- Payments & pricing, 60 against 20
- Transparency & trust, 63 against 57
Also in its favour
- No key needed to call it
- Free to start without a card
- Open source
Watch for
No release since 0.86.2 on 12 February 2026 and no commit since 22 May 2026
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 56
- Agent ergonomics, 79 against 65
- Security & auth, 67 against 59
- Maintenance & community, 75 against 13
Also in its favour
- No incidents deducted, where Aider loses 8 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 | Aider | Muse Code | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 54 | 45 | Aider +9 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 56 | 84 | Muse Code +28 |
| Agent ergonomics | 13%16.2 | 65 | 79 | Muse Code +14 |
| Security & auth | 14%17.5 | 59 | 67 | Muse Code +8 |
| Payments & pricing | 10%12.5 | 60 | 20 | Aider +40 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 13 | 75 | Muse Code +62 |
| Transparency & trust | 7%8.8 | 63 | 57 | Aider +6 |
| Negative events | ≤15 | -8 | 0 | |
| Total | D 46.9/100 | C 61.3/100 |
Facts side by side
| Fact | Aider | Muse Code |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Aider AI LLC | Meta |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | None | OAuth or key |
| Pricing | Free | Paid |
| x402 | no | no |
| Licence | Apache-2.0 | 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 | 2026-02-12 | 2026-10-11 |
| Terms last updated | no document linked | |
| Privacy policy last updated | no date given | 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 | 49k stars | 63k npm/wk |
| Agent reviews | 1/5 (2) | none |
Verdicts
Aider
Analytics opt-in and offered to 10 per cent of users, with a permanent opt-out and a local log. No release since 0.86.2 on 12 February 2026 and no commit since 22 May 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
Aider
- Read
.aider.conf.ymlin any cloned repository before starting aider. Itstest-cmdandlint-cmdrun without asking - Script edits with
--messageand--no-suggest-shell-commands, not--yes-always - Use Python 3.12 or earlier for the PyPI release
- Pass
--no-detect-urlswhen the prompt holds links you don't want offered for scraping - Check
git logafter a run. Each edit is its own commit
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, Aider or Muse Code?
Muse Code scores 61.3 (C) on agent readiness against Aider's 46.9 (D), and leads in 4 of 7 scored categories. Aider leads on reliability, payments & pricing and transparency & trust.
Are Aider and Muse Code open source?
Aider is open source (Apache-2.0). No open-source release is listed for Muse Code.
Other comparisons with Aider or Muse Code
- Agent Zero vs Aider
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- Aider vs Antigravity CLI
- Aider vs Claude Code
- Aider vs Cline
- Aider vs Cursor CLI
- Aider vs Devin
- Aider vs Droid CLI
- Aider vs Pi
- Aider vs Gemini CLI
- Aider vs GitHub Copilot CLI
- Aider vs goose
- Aider vs Kilo Code CLI
- Aider vs Kiro CLI
- Aider vs OpenAI Codex
- Aider vs OpenCode
- Aider vs OpenHands
- Aider vs Prime Agent
- Aider vs Qwen Code
- Amp vs Muse Code
- Antigravity CLI vs Muse Code
- Claude Code vs Muse Code
- Cline vs Muse Code
- Cursor CLI vs Muse Code
- Devin vs Muse Code
- Droid CLI vs Muse Code
- Pi vs Muse 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/aider-vs-muse-code.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/aider.json·/api/v1/tools/muse-code.json - From a terminal
anchor compare aider muse-code(the CLI) - Over MCP
compare_tools {"a": "aider", "b": "muse-code"}at/mcp, no key