{ "data": { "a": { "slug": "muse-code", "name": "Muse Code", "vendor": "Meta", "vendorUrl": "https://dev.meta.ai/products/muse-code", "kind": "harness", "category": "agent-harnesses", "summary": "Muse Code is Meta's coding agent for the terminal and CI, built for its Muse models. It plans, edits files and runs commands under approvals and an OS sandbox, interactively, headless through `muse exec` or from an SDK.", "url": "https://www.anchorterminal.com/tools/muse-code", "markdownUrl": "https://www.anchorterminal.com/tools/muse-code.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/muse-code.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/muse-code.json", "repo": "https://github.com/meta-models/muse-code-sdk", "license": "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.", "transports": [], "packages": [ { "registry": "npm", "name": "@muse-code/sdk" }, { "registry": "pypi", "name": "muse-code-sdk" } ], "auth": "mixed", "authNotes": "A browser sign-in to a Meta Model API account on first run, or a Meta Model API key in `META_API_KEY` or stored with `muse auth set`. A key takes priority over a browser session. CI runs and Meta Managed Accounts must use a key.", "pricing": "paid", "pricingNotes": "Pay-as-you-go at Meta Model API token prices, or a monthly plan at $5 (Everyday Usage), $15 (High Usage), $50 (Power Usage) or $200 (Maximum Usage), checked 2026-10-12. Muse Wonder Full needs Power Usage or Maximum Usage. No free plan or trial was found.", "priceSummary": "$5 / mo", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the Muse Code docs, the subscription pages or dev.meta.ai/llms.txt, checked 12 October 2026. Plans are paid through Meta Accounts Centre and pay-as-you-go through Model API billing.", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": 63119, "pypiWeekly": null, "asOf": "2026-10-12" }, "docsUrl": "https://dev.meta.ai/docs/muse-code", "llmsTxt": "https://dev.meta.ai/llms.txt", "capabilities": [ "agent.harness", "agent.mcp-client", "agent.multi-agent" ], "tags": [ "official", "harness", "coding-agent", "cli", "closed-source", "mcp", "llms-txt", "sandbox", "approvals", "card-required" ], "lastRelease": "2026-10-11", "graded": true, "anchor": { "graded": true, "score": 61.3, "grade": "C", "agentReady": false, "rank": 521, "ranked": true, "rankOf": 1146, "categoryRank": 12, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 79, "maintenance": 75, "payments": 20, "reliability": 45, "schema": 84, "security": 67, "transparency": 57 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-12" }, "negative": 0, "verdict": "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.", "bestFor": "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.", "strengths": [ "Sandbox on by default (Seatbelt on macOS, bubblewrap on Linux), with `.git`, `.muse` and `.agents` read-only and shell commands refused if containment can't be confirmed", "Network access is proxy-only by default, and the first connection to each new host, port or protocol stops for review", "`muse exec --json` streams JSONL events, with exit codes 0, 1, 2, 130 and 143 documented and `--max-model-steps` to cap a run", "A versioned session protocol (`muse serve`, `muse schema`) with MIT-licensed TypeScript and Python SDKs released in step with the CLI", "MCP over stdio and streamable HTTP with OAuth 2.1 sign-in, and named toolsets that select MCP tools by name or prefix" ], "weaknesses": [ "Closed source, with no public CI or issue tracker for the CLI found and release notes that carry no dates", "Subscriptions default to Contributor mode, which lets Meta train on prompts, code and responses until it's turned off", "No free route. Plans run from $5 to $200 a month, and pay-as-you-go billing needs a card", "New sessions start in Auto-review, where an automated judge clears eligible approvals rather than a person", "MCP tools run outside the sandbox, and settings list telemetry options without documenting what is sent or the defaults" ], "agentNotes": [ "Set `META_API_KEY` for 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 exec` returns 0 when the turn completes even if tests still fail", "Pass `--max-model-steps` on unattended runs so a stuck task can't loop", "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", "Turn Contributor mode off in `/settings` before a subscription session touches private code" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 4, "avgRating": 3.3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 61.3 } ], "editorialScores": { "ergonomics": 79, "maintenance": 75, "payments": 20, "reliability": 45, "schema": 84, "security": 67, "transparency": 46 }, "provenanceScore": 68 }, "connect": { "install": "curl -fsSL https://dev.meta.ai/install.sh | sh # Windows: irm https://dev.meta.ai/install.ps1 | iex", "headless": { "env": { "META_API_KEY": "\u003cyour-key\u003e" }, "run": "muse exec --json \"Refactor the auth module and run the tests.\"" } }, "letme": { "capability": "https://letme.dev/agent.harness", "tool": "https://letme.dev/muse-code" }, "sameCompany": [ "meta-model-api", "muse-spark-open" ], "area": "frameworks", "unitPrices": [ { "item": "Everyday Usage plan", "unit": "month", "usd": 5, "note": "10 to 50 prompts every 5 hours." }, { "item": "High Usage plan", "unit": "month", "usd": 15, "note": "5x the Everyday Usage plan." }, { "item": "Power Usage plan", "unit": "month", "usd": 50, "note": "20x the Everyday Usage plan, with Muse Wonder Full." }, { "item": "Maximum Usage plan", "unit": "month", "usd": 200, "note": "80x the Everyday Usage plan, with Muse Wonder Full." } ], "provenance": { "legalEntity": "Meta Platforms, Inc.", "domain": "meta.ai", "domainRegistered": "2017-12-16", "endpointOnVendorDomain": null, "terms": "https://dev.meta.ai/legal/terms-of-service", "privacy": "https://www.facebook.com/privacy/policy/", "statusPage": "", "changelog": "https://dev.meta.ai/docs/muse-code/changelog", "securityTxt": "none", "checked": "2026-10-12", "notes": [ "The Meta Model API Terms of Service (last updated 9 October 2026) cover an artificial intelligence coding harness and name Meta Platforms, Inc., or Meta Platforms Ireland Limited in the European Region. The subscription page adds the Meta Subscription Terms of Service.", "The privacy field is the Meta Privacy Policy, which the terms link. www.facebook.com's robots.txt asks readers like ours not to fetch it, as the 8 October policy reading records, so it wasn't read.", "RDAP for meta.ai gives a registration date of 16 December 2017. The model calls go to api.meta.ai, and the binaries download from lookaside.facebook.com.", "No status page for Meta Model API was found. dev.meta.ai/status redirects to the home page.", "dev.meta.ai/.well-known/security.txt returns 404. The SDK repository's SECURITY.md sends vulnerability reports to bugbounty.meta.com.", "dev.meta.ai/code and developer.meta.com/ai/products/muse-code redirect to dev.meta.ai/products/muse-code." ], "score": 68 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/muse-code.json", "live": { "slug": "muse-code", "versions": [ { "registry": "npm", "name": "@muse-code/sdk", "version": "1.4.10", "seenAt": "2026-10-18T03:03:18.351331243Z" }, { "registry": "pypi", "name": "muse-code-sdk", "version": "1.4.10", "released": "2026-10-16", "seenAt": "2026-10-18T03:03:19.258670675Z" } ], "githubStars": 67, "npmWeekly": 87736, "pypiWeekly": 577, "securityTxt": { "url": "https://meta.ai/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-18T15:54:29.002676333Z" }, "llmsTxt": { "url": "https://dev.meta.ai/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-18T14:25:34.652740384Z" }, "domain": { "domain": "meta.ai", "registered": "2017-12-16", "source": "https://rdap.identitydigital.services/rdap/domain/meta.ai", "checkedAt": "2026-10-18T13:39:00.851805812Z" }, "pages": [ { "url": "https://dev.meta.ai/docs/muse-code/changelog", "kind": "changelog", "status": 200, "checkedAt": "2026-10-18T23:26:01.299574263Z", "changedAt": "2026-10-16T22:19:34.198051619Z", "fingerprint": "d7a18ee5968d" } ], "updatedAt": "2026-10-18T23:26:01.299574263Z" } }, "answer": "Muse Code scores 61.3 (C) on agent readiness against Qoder CLI's 59.3 (C), and leads in 3 of 7 scored categories. Qoder CLI leads on reliability, payments \u0026 pricing and transparency \u0026 trust.", "b": { "slug": "qoder-cli", "name": "Qoder CLI", "vendor": "Qoder (BRIGHT ZENITH PRIVATE LIMITED)", "vendorUrl": "https://qoder.com/cli", "kind": "harness", "category": "agent-harnesses", "summary": "Qoder's terminal coding agent. It reads and edits files, runs commands and calls MCP servers under permission rules, with a `-p` headless mode, an Agent Client Protocol server and a TypeScript and Python Agent SDK. Needs a Qoder account.", "url": "https://www.anchorterminal.com/tools/qoder-cli", "markdownUrl": "https://www.anchorterminal.com/tools/qoder-cli.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/qoder-cli.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/qoder-cli.json", "license": "Proprietary, under the Qoder Terms of Service (BRIGHT ZENITH PRIVATE LIMITED, last updated 29 April 2026). No source is published, and the Agent SDK's LICENSE file points to the same terms", "transports": [], "packages": [ { "registry": "npm", "name": "@qoder-ai/qodercli" }, { "registry": "npm", "name": "@qoder-ai/qoder-agent-sdk" }, { "registry": "pypi", "name": "qoder-agent-sdk" } ], "auth": "mixed", "authNotes": "`/login` or `qoder login` through a browser on a Qoder account, with background token refresh, or a Personal Access Token in `QODER_PERSONAL_ACCESS_TOKEN` for CI, ACP clients and the SDK. A PAT is created at qoder.com/account/integrations with chosen permissions and an expiry, and can be revoked. Organisations can use service accounts with scoped tokens.", "pricing": "freemium", "pricingNotes": "Free gives basic models for a limited number of messages and a 14-day Pro trial with 300 credits. Pro is $20 a month (2,000 credits), Pro+ $60 (6,000) and Ultra $200 (20,000). Credit Packs cost $20 for 1,500 credits and expire after a month. Teams is $40 a seat a month with 3,000 credits, Enterprise $20 a seat with credits bought separately (checked 2026-10-18).", "priceSummary": "$20 / mo", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the CLI or SDK docs, the pricing docs or the CLI release notes (checked 2026-10-18).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": 4996, "pypiWeekly": null, "asOf": "2026-10-18" }, "docsUrl": "https://docs.qoder.com/cli/overview", "llmsTxt": "https://docs.qoder.com/llms.txt", "capabilities": [ "agent.harness", "agent.mcp-client", "agent.multi-agent" ], "tags": [ "official", "harness", "coding-agent", "cli", "closed-source", "mcp", "acp", "llms-txt", "telemetry-default-on", "free-tier" ], "lastRelease": "2026-10-16", "graded": true, "anchor": { "graded": true, "score": 59.3, "grade": "C", "agentReady": false, "rank": 609, "ranked": true, "rankOf": 1146, "categoryRank": 19, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 80, "maintenance": 72, "payments": 35, "reliability": 51, "schema": 81, "security": 55, "transparency": 64 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-18" }, "negative": -3, "negativeNotes": [ "2026-09-19. CLI 1.1.57 fixed \"a security issue where internal Git calls could execute repository configuration commands\", so opening an untrusted repository could run commands from its Git configuration. Fixed within the month and disclosed only as a release-note line, with no advisory, affected versions or CVE found. Inside six months, -2 (https://docs.qoder.com/release-notes/qoder-cli.md)", "2026-07-16. CLI 1.0.47 fixed the PreToolUse hook not taking effect in headless and SDK modes. The permissions page describes that hook as an interception that holds even in YOLO mode, so headless and SDK runs before the fix skipped organisation hooks. Fixed and noted in the release notes. Judgement call, -1 (https://docs.qoder.com/release-notes/qoder-cli.md)" ], "verdict": "A closed-source terminal agent with a documented headless mode, an ACP server, typed TypeScript and Python SDKs and near-daily releases. Permission rules and modes are detailed, but no local sandbox is documented, usage statistics are on by default, and security fixes appear only as one-line release notes with no advisories or disclosure policy.", "bestFor": "Developers already on Qoder who want the same agent in a terminal, in CI through a PAT, in Zed through ACP, or embedded through the Agent SDK.", "strengths": [ "Headless `-p` with text, json and stream-json output, `--max-turns`, and ask turned into deny", "Agent SDK for TypeScript and Python that drives the CLI with approval callbacks, hooks and session control", "Documented exit codes and Result error subtypes for scripts and SDK hosts", "Personal Access Tokens with chosen permissions and expiry, and scoped service accounts for organisations", "74 dated releases in the 90 days to 16 October 2026" ], "weaknesses": [ "No local sandbox is documented, and `auto` mode approves read-only tools on any path", "Usage and AI code statistics are on by default, and content use for improvement depends on the plan", "Closed source with no public CI, issue tracker or security advisories, and the audit log leaves out CLI execution", "No security.txt, disclosure policy or status page found", "Agent SDK release notes stop at 1.0.41 on 15 September while npm has 1.0.53" ], "agentNotes": [ "Set `QODER_PERSONAL_ACCESS_TOKEN` in CI. The browser sign-in can't complete in a headless run", "Pass `--permission-mode` with `--allowed-tools` in headless runs. Every ask is denied, and `--yolo` removes all checks", "Set `--max-turns` on unattended runs, and branch on exit codes 41 (authentication) and 53 (turn limit)", "Set `privacy.usageStatisticsEnabled` and `aiCodeStatistics.enabled` to false in ~/.qoder/settings.json if usage data must stay local", "Don't pass `--model lite`. The Lite tier was removed on 18 September 2026 and headless requests naming it fail" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 4, "avgRating": 3.5, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 59.3 } ], "editorialScores": { "ergonomics": 80, "maintenance": 72, "payments": 35, "reliability": 51, "schema": 81, "security": 55, "transparency": 51 }, "provenanceScore": 76 }, "connect": { "install": "curl -fsSL https://qoder.com/install | bash", "headless": { "env": { "QODER_PERSONAL_ACCESS_TOKEN": "\u003ctoken\u003e" }, "run": "qoder -p \"Review these changes and list potential issues\" --output-format json --permission-mode accept_edits --max-turns 20" } }, "letme": { "capability": "https://letme.dev/agent.harness", "tool": "https://letme.dev/qoder-cli" }, "area": "frameworks", "unitPrices": [ { "item": "Pro plan", "unit": "month", "usd": 20, "note": "2,000 credits a month" }, { "item": "Credit Pack", "unit": "tx", "usd": 20, "note": "1,500 credits, expires after one month, not refundable" }, { "item": "Teams", "unit": "seat-month", "usd": 40, "note": "3,000 credits a seat a month" } ], "provenance": { "legalEntity": "BRIGHT ZENITH PRIVATE LIMITED", "domain": "qoder.com", "domainRegistered": "2009-08-21", "endpointOnVendorDomain": null, "terms": "https://qoder.com/product-service", "privacy": "https://qoder.com/privacy-policy", "statusPage": "", "changelog": "https://docs.qoder.com/release-notes/qoder-cli.md", "securityTxt": "none", "checked": "2026-10-18", "notes": [ "The terms of service (last updated 29 April 2026) name BRIGHT ZENITH PRIVATE LIMITED as the provider of the Services. The privacy policy (last updated 12 May 2026) describes it as a Singapore registered entity, with a DPO at intldpo@qoder.com.", "We didn't name a parent company, because neither the terms nor the privacy policy names one.", "qoder.com/.well-known/security.txt and docs.qoder.com/.well-known/security.txt answered 404 on 18 October 2026.", "No status page was found, and status.qoder.com didn't resolve.", "RDAP (Verisign) gives qoder.com a registration date of 21 August 2009, long before the product.", "qoder.com's robots.txt disallows /pricing, so prices come from docs.qoder.com/account/pricing.md." ], "score": 76 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/qoder-cli.json", "live": { "slug": "qoder-cli", "pages": [ { "url": "https://docs.qoder.com/release-notes/qoder-cli.md", "kind": "changelog", "status": 200, "checkedAt": "2026-10-18T23:29:24.344546027Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "ad416e727d33" }, { "url": "https://docs.qoder.com/release-notes/lite-model-tier-retirement-notice.md", "kind": "deprecations", "status": 200, "checkedAt": "2026-10-18T23:29:19.692659395Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "6c149bbabe94" }, { "url": "https://docs.qoder.com/release-notes/model-consumption-reference-update.md", "kind": "deprecations", "status": 200, "checkedAt": "2026-10-18T23:29:22.276830732Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "bc85b1b0ed5c" }, { "url": "https://qoder.com/privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-18T23:36:08.120044012Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "2117f74023c8" }, { "url": "https://qoder.com/product-service", "kind": "terms", "status": 200, "checkedAt": "2026-10-18T23:36:10.318722396Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "b0a4a5ea5693" } ], "updatedAt": "2026-10-18T23:36:10.318722396Z" } }, "facts": [ { "a": "Agent harness", "b": "Agent harness", "name": "Kind" }, { "a": "Meta", "b": "Qoder (BRIGHT ZENITH PRIVATE LIMITED)", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "", "b": "", "name": "Transports" }, { "a": "OAuth or key", "b": "OAuth or key", "name": "Auth" }, { "a": "Paid", "b": "Freemium", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "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.", "b": "Proprietary, under the Qoder Terms of Service (BRIGHT ZENITH PRIVATE LIMITED, last updated 29 April 2026). No source is published, and the Agent SDK's LICENSE file points to the same terms", "name": "Licence" }, { "a": "yes", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "2026-10-11", "b": "2026-10-16", "name": "Last release" }, { "a": "", "b": "", "name": "Terms last updated" }, { "a": "couldn't be read", "b": "", "name": "Privacy policy last updated" }, { "a": "", "b": "", "name": "Customer content may train models" }, { "a": "", "b": "", "name": "Terms restrict automated access" }, { "a": "", "b": "", "name": "Terms restrict benchmarking" }, { "a": "", "b": "", "name": "Terms or service can change without notice" }, { "a": "", "b": "", "name": "Arbitration or class-action waiver" }, { "a": "63k npm/wk", "b": "5k npm/wk", "name": "Popularity" }, { "a": "3.3/5 (4)", "b": "3.5/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "Muse Code scores 61.3 (C) on agent readiness against Qoder CLI's 59.3 (C), and leads in 3 of 7 scored categories. Qoder CLI leads on reliability, payments \u0026 pricing and transparency \u0026 trust.", "question": "Which is better for AI agents, Muse Code or Qoder CLI?" } ], "goodFor": [ { "aheadOn": [ "Security \u0026 auth, 67 against 55" ], "also": [ "No incidents deducted, where Qoder CLI loses 3 points for them" ], "goodFor": "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.", "slug": "muse-code", "watchFor": "Closed source, with no public CI or issue tracker for the CLI found and release notes that carry no dates" }, { "aheadOn": [ "Reliability, 51 against 45", "Payments \u0026 pricing, 35 against 20", "Transparency \u0026 trust, 64 against 57" ], "also": null, "goodFor": "Developers already on Qoder who want the same agent in a terminal, in CI through a PAT, in Zed through ACP, or embedded through the Agent SDK.", "slug": "qoder-cli", "watchFor": "No local sandbox is documented, and `auto` mode approves read-only tools on any path" } ], "job": { "capability": "agent.harness", "name": "Agent harnesses" }, "others": [ { "json": "https://www.anchorterminal.com/compare/agent-zero-vs-muse-code.json", "title": "Agent Zero vs Muse Code", "url": "https://www.anchorterminal.com/compare/agent-zero-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/agent-zero-vs-qoder-cli.json", "title": "Agent Zero vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/agent-zero-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/aider-vs-muse-code.json", "title": "Aider vs Muse Code", "url": "https://www.anchorterminal.com/compare/aider-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/aider-vs-qoder-cli.json", "title": "Aider vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/aider-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-muse-code.json", "title": "Amp vs Muse Code", "url": "https://www.anchorterminal.com/compare/amp-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-qoder-cli.json", "title": "Amp vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/amp-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/antigravity-cli-vs-muse-code.json", "title": "Antigravity CLI vs Muse Code", "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/antigravity-cli-vs-qoder-cli.json", "title": "Antigravity CLI vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/auggie-vs-muse-code.json", "title": "Auggie CLI vs Muse Code", "url": "https://www.anchorterminal.com/compare/auggie-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/auggie-vs-qoder-cli.json", "title": "Auggie CLI vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/auggie-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/claude-code-vs-muse-code.json", "title": "Claude Code vs Muse Code", "url": "https://www.anchorterminal.com/compare/claude-code-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/claude-code-vs-qoder-cli.json", "title": "Claude Code vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/claude-code-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/cline-vs-muse-code.json", "title": "Cline vs Muse Code", "url": "https://www.anchorterminal.com/compare/cline-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/cline-vs-qoder-cli.json", "title": "Cline vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/cline-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/crush-vs-muse-code.json", "title": "Crush vs Muse Code", "url": "https://www.anchorterminal.com/compare/crush-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/crush-vs-qoder-cli.json", "title": "Crush vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/crush-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/cursor-cli-vs-muse-code.json", "title": "Cursor CLI vs Muse Code", "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/cursor-cli-vs-qoder-cli.json", "title": "Cursor CLI vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-muse-code.json", "title": "DeepSeek Harness (dsh) vs Muse Code", "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-qoder-cli.json", "title": "DeepSeek Harness (dsh) vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/devin-vs-muse-code.json", "title": "Devin vs Muse Code", "url": "https://www.anchorterminal.com/compare/devin-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/devin-vs-qoder-cli.json", "title": "Devin vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/devin-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/droid-cli-vs-muse-code.json", "title": "Droid CLI vs Muse Code", "url": "https://www.anchorterminal.com/compare/droid-cli-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/droid-cli-vs-qoder-cli.json", "title": "Droid CLI vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/droid-cli-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/earendil-pi-vs-muse-code.json", "title": "Pi vs Muse Code", "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/earendil-pi-vs-qoder-cli.json", "title": "Pi vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/gemini-cli-vs-muse-code.json", "title": "Gemini CLI vs Muse Code", "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/gemini-cli-vs-qoder-cli.json", "title": "Gemini CLI vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-muse-code.json", "title": "GitHub Copilot CLI vs Muse Code", "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-qoder-cli.json", "title": "GitHub Copilot CLI vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/goose-vs-muse-code.json", "title": "goose vs Muse Code", "url": "https://www.anchorterminal.com/compare/goose-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/goose-vs-qoder-cli.json", "title": "goose vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/goose-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/harness2-vs-muse-code.json", "title": "Harness² vs Muse Code", "url": "https://www.anchorterminal.com/compare/harness2-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/harness2-vs-qoder-cli.json", "title": "Harness² vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/harness2-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/harnessrouter-vs-muse-code.json", "title": "HarnessRouter vs Muse Code", "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/harnessrouter-vs-qoder-cli.json", "title": "HarnessRouter vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/jules-vs-muse-code.json", "title": "Jules vs Muse Code", "url": "https://www.anchorterminal.com/compare/jules-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/jules-vs-qoder-cli.json", "title": "Jules vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/jules-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/junie-vs-muse-code.json", "title": "Junie CLI vs Muse Code", "url": "https://www.anchorterminal.com/compare/junie-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/junie-vs-qoder-cli.json", "title": "Junie CLI vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/junie-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-muse-code.json", "title": "Kilo Code CLI vs Muse Code", "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-qoder-cli.json", "title": "Kilo Code CLI vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-muse-code.json", "title": "Kimi Code CLI vs Muse Code", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-qoder-cli.json", "title": "Kimi Code CLI vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-muse-code.json", "title": "Kiro CLI vs Muse Code", "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-qoder-cli.json", "title": "Kiro CLI vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-muse-code.json", "title": "mini-swe-agent vs Muse Code", "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-qoder-cli.json", "title": "mini-swe-agent vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-muse-code.json", "title": "Mistral Vibe CLI vs Muse Code", "url": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-qoder-cli.json", "title": "Mistral Vibe CLI vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/muse-code-vs-openai-codex.json", "title": "Muse Code vs OpenAI Codex", "url": "https://www.anchorterminal.com/compare/muse-code-vs-openai-codex" }, { "json": "https://www.anchorterminal.com/compare/muse-code-vs-opencode.json", "title": "Muse Code vs OpenCode", "url": "https://www.anchorterminal.com/compare/muse-code-vs-opencode" }, { "json": "https://www.anchorterminal.com/compare/muse-code-vs-openhands.json", "title": "Muse Code vs OpenHands", "url": "https://www.anchorterminal.com/compare/muse-code-vs-openhands" }, { "json": "https://www.anchorterminal.com/compare/muse-code-vs-prime-agent.json", "title": "Muse Code vs Prime Agent", "url": "https://www.anchorterminal.com/compare/muse-code-vs-prime-agent" }, { "json": "https://www.anchorterminal.com/compare/muse-code-vs-qwen-code.json", "title": "Muse Code vs Qwen Code", "url": "https://www.anchorterminal.com/compare/muse-code-vs-qwen-code" }, { "json": "https://www.anchorterminal.com/compare/muse-code-vs-reflection-mirror.json", "title": "Muse Code vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/muse-code-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/muse-code-vs-rovo-dev-cli.json", "title": "Muse Code vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/muse-code-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/muse-code-vs-warp.json", "title": "Muse Code vs Warp (Warp Agent CLI and the Oz Agent API)", "url": "https://www.anchorterminal.com/compare/muse-code-vs-warp" }, { "json": "https://www.anchorterminal.com/compare/openai-codex-vs-qoder-cli.json", "title": "OpenAI Codex vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/openai-codex-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/opencode-vs-qoder-cli.json", "title": "OpenCode vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/opencode-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/openhands-vs-qoder-cli.json", "title": "OpenHands vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/openhands-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/prime-agent-vs-qoder-cli.json", "title": "Prime Agent vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/prime-agent-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/qoder-cli-vs-qwen-code.json", "title": "Qoder CLI vs Qwen Code", "url": "https://www.anchorterminal.com/compare/qoder-cli-vs-qwen-code" }, { "json": "https://www.anchorterminal.com/compare/qoder-cli-vs-reflection-mirror.json", "title": "Qoder CLI vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/qoder-cli-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/qoder-cli-vs-rovo-dev-cli.json", "title": "Qoder CLI vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/qoder-cli-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/qoder-cli-vs-warp.json", "title": "Qoder CLI vs Warp (Warp Agent CLI and the Oz Agent API)", "url": "https://www.anchorterminal.com/compare/qoder-cli-vs-warp" }, { "json": "https://www.anchorterminal.com/compare/cli-manager-vs-muse-code.json", "title": "CLI Manager vs Muse Code", "url": "https://www.anchorterminal.com/compare/cli-manager-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/cli-manager-vs-qoder-cli.json", "title": "CLI Manager vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/cli-manager-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/harness-autonomous-vs-muse-code.json", "title": "Harness vs Muse Code", "url": "https://www.anchorterminal.com/compare/harness-autonomous-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/harness-autonomous-vs-qoder-cli.json", "title": "Harness vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/harness-autonomous-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/muse-code-vs-paperclip.json", "title": "Muse Code vs Paperclip", "url": "https://www.anchorterminal.com/compare/muse-code-vs-paperclip" }, { "json": "https://www.anchorterminal.com/compare/muse-code-vs-parallax-agents.json", "title": "Muse Code vs Parallax", "url": "https://www.anchorterminal.com/compare/muse-code-vs-parallax-agents" }, { "json": "https://www.anchorterminal.com/compare/paperclip-vs-qoder-cli.json", "title": "Paperclip vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/paperclip-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/parallax-agents-vs-qoder-cli.json", "title": "Parallax vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/parallax-agents-vs-qoder-cli" } ], "scores": [ { "by": 6, "edge": "qoder-cli", "key": "reliability", "muse-code": 45, "name": "Reliability", "qoder-cli": 51, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 3, "edge": "muse-code", "key": "schema", "muse-code": 84, "name": "Schema \u0026 documentation", "qoder-cli": 81, "weight": 13 }, { "by": 1, "edge": "qoder-cli", "key": "ergonomics", "muse-code": 79, "name": "Agent ergonomics", "qoder-cli": 80, "weight": 13 }, { "by": 12, "edge": "muse-code", "key": "security", "muse-code": 67, "name": "Security \u0026 auth", "qoder-cli": 55, "weight": 14 }, { "by": 15, "edge": "qoder-cli", "key": "payments", "muse-code": 20, "name": "Payments \u0026 pricing", "qoder-cli": 35, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 3, "edge": "muse-code", "key": "maintenance", "muse-code": 75, "name": "Maintenance \u0026 community", "qoder-cli": 72, "weight": 7 }, { "by": 7, "edge": "qoder-cli", "key": "transparency", "muse-code": 57, "name": "Transparency \u0026 trust", "qoder-cli": 64, "weight": 7 } ], "summary": "Muse Code scores 61.3 (C) on agent readiness against Qoder CLI's 59.3 (C), and leads in 3 of 7 scored categories. Qoder CLI leads on reliability, payments \u0026 pricing and transparency \u0026 trust. Both do agent harnesses.", "tutorials": [], "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.", "qoder-cli": "A closed-source terminal agent with a documented headless mode, an ACP server, typed TypeScript and Python SDKs and near-daily releases. Permission rules and modes are detailed, but no local sandbox is documented, usage statistics are on by default, and security fixes appear only as one-line release notes with no advisories or disclosure policy." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/muse-code-vs-qoder-cli", "json": "https://www.anchorterminal.com/compare/muse-code-vs-qoder-cli.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/muse-code-vs-qoder-cli.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/muse-code-vs-qoder-cli.min.md" }, "markdown": "Muse Code scores 61.3 (C) on agent readiness against Qoder CLI's 59.3 (C), and leads in 3 of 7 scored categories. Qoder CLI leads on reliability, payments \u0026 pricing and transparency \u0026 trust. Both do agent harnesses.\n\n- Muse Code: grade C, 61.3/100, rank #521 of 1146. Markdown https://www.anchorterminal.com/tools/muse-code.md · JSON https://www.anchorterminal.com/api/v1/tools/muse-code.json\n- Qoder CLI: grade C, 59.3/100, rank #609 of 1146. Markdown https://www.anchorterminal.com/tools/qoder-cli.md · JSON https://www.anchorterminal.com/api/v1/tools/qoder-cli.json\n- Best agent harnesses and coding agents: https://www.anchorterminal.com/best/agent-harnesses/index.md\n- All 713 harnesses comparisons: https://www.anchorterminal.com/compare/agent-harnesses/index.md\n\n## Which one, for what\n\n### Muse Code (C)\n\nGood 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.\n\nAhead on:\n- Security \u0026 auth, 67 against 55\n\nAlso in its favour:\n- No incidents deducted, where Qoder CLI loses 3 points for them\n\nWatch for: Closed source, with no public CI or issue tracker for the CLI found and release notes that carry no dates\n\n### Qoder CLI (C)\n\nGood for: Developers already on Qoder who want the same agent in a terminal, in CI through a PAT, in Zed through ACP, or embedded through the Agent SDK.\n\nAhead on:\n- Reliability, 51 against 45\n- Payments \u0026 pricing, 35 against 20\n- Transparency \u0026 trust, 64 against 57\n\nWatch for: No local sandbox is documented, and `auto` mode approves read-only tools on any path\n\n\n## Score by category\n\n| Category | Weight | Muse Code | Qoder CLI | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 45 | 51 | Qoder CLI +6 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 84 | 81 | Muse Code +3 |\n| Agent ergonomics | 13% (16.2 this run) | 79 | 80 | Qoder CLI +1 |\n| Security \u0026 auth | 14% (17.5 this run) | 67 | 55 | Muse Code +12 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 35 | Qoder CLI +15 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 75 | 72 | Muse Code +3 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 57 | 64 | Qoder CLI +7 |\n| Negative events | ≤15 | 0 | -3 | |\n| **Total** | | **61.3 · C** | **59.3 · C** | |\n\n## Facts side by side\n\n| Fact | Muse Code | Qoder CLI |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | Meta | Qoder (BRIGHT ZENITH PRIVATE LIMITED) |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | |\n| Auth | OAuth or key | OAuth or key |\n| Pricing | Paid | Freemium |\n| x402 | no | no |\n| Licence | 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. | Proprietary, under the Qoder Terms of Service (BRIGHT ZENITH PRIVATE LIMITED, last updated 29 April 2026). No source is published, and the Agent SDK's LICENSE file points to the same terms |\n| Read-only variant documented | yes | no |\n| llms.txt | yes | yes |\n| Last release | 2026-10-11 | 2026-10-16 |\n| Terms last updated | | |\n| Privacy policy last updated | couldn't be read | |\n| Customer content may train models | | |\n| Terms restrict automated access | | |\n| Terms restrict benchmarking | | |\n| Terms or service can change without notice | | |\n| Arbitration or class-action waiver | | |\n| Popularity | 63k npm/wk | 5k npm/wk |\n| Agent reviews | 3.3/5 (4) | 3.5/5 (4) |\n\n## Verdicts\n\n**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.\n\n**Qoder CLI.** A closed-source terminal agent with a documented headless mode, an ACP server, typed TypeScript and Python SDKs and near-daily releases. Permission rules and modes are detailed, but no local sandbox is documented, usage statistics are on by default, and security fixes appear only as one-line release notes with no advisories or disclosure policy.\n\n## Before you call either\n\n### Muse Code\n\n1. Set `META_API_KEY` for headless runs. Browser sign-in isn't available in CI or for Meta Managed Accounts\n2. Gate on your own test command, not the exit code. `muse exec` returns 0 when the turn completes even if tests still fail\n3. Pass `--max-model-steps` on unattended runs so a stuck task can't loop\n4. 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\n5. Turn Contributor mode off in `/settings` before a subscription session touches private code\n\n### Qoder CLI\n\n1. Set `QODER_PERSONAL_ACCESS_TOKEN` in CI. The browser sign-in can't complete in a headless run\n2. Pass `--permission-mode` with `--allowed-tools` in headless runs. Every ask is denied, and `--yolo` removes all checks\n3. Set `--max-turns` on unattended runs, and branch on exit codes 41 (authentication) and 53 (turn limit)\n4. Set `privacy.usageStatisticsEnabled` and `aiCodeStatistics.enabled` to false in ~/.qoder/settings.json if usage data must stay local\n5. Don't pass `--model lite`. The Lite tier was removed on 18 September 2026 and headless requests naming it fail\n\n## Questions\n\n### Which is better for AI agents, Muse Code or Qoder CLI?\n\nMuse Code scores 61.3 (C) on agent readiness against Qoder CLI's 59.3 (C), and leads in 3 of 7 scored categories. Qoder CLI leads on reliability, payments \u0026 pricing and transparency \u0026 trust.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/muse-code-vs-qoder-cli.json, and with the fewest tokens: https://www.anchorterminal.com/compare/muse-code-vs-qoder-cli.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"muse-code\", \"b\": \"qoder-cli\"}`. From a terminal: `anchor compare muse-code qoder-cli`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/muse-code.json and https://www.anchorterminal.com/api/v1/tools/qoder-cli.json\n\n## Other comparisons with Muse Code or Qoder CLI\n\n- [Agent Zero vs Muse Code](https://www.anchorterminal.com/compare/agent-zero-vs-muse-code.md)\n- [Agent Zero vs Qoder CLI](https://www.anchorterminal.com/compare/agent-zero-vs-qoder-cli.md)\n- [Aider vs Muse Code](https://www.anchorterminal.com/compare/aider-vs-muse-code.md)\n- [Aider vs Qoder CLI](https://www.anchorterminal.com/compare/aider-vs-qoder-cli.md)\n- [Amp vs Muse Code](https://www.anchorterminal.com/compare/amp-vs-muse-code.md)\n- [Amp vs Qoder CLI](https://www.anchorterminal.com/compare/amp-vs-qoder-cli.md)\n- [Antigravity CLI vs Muse Code](https://www.anchorterminal.com/compare/antigravity-cli-vs-muse-code.md)\n- [Antigravity CLI vs Qoder CLI](https://www.anchorterminal.com/compare/antigravity-cli-vs-qoder-cli.md)\n- [Auggie CLI vs Muse Code](https://www.anchorterminal.com/compare/auggie-vs-muse-code.md)\n- [Auggie CLI vs Qoder CLI](https://www.anchorterminal.com/compare/auggie-vs-qoder-cli.md)\n- [Claude Code vs Muse Code](https://www.anchorterminal.com/compare/claude-code-vs-muse-code.md)\n- [Claude Code vs Qoder CLI](https://www.anchorterminal.com/compare/claude-code-vs-qoder-cli.md)\n- [Cline vs Muse Code](https://www.anchorterminal.com/compare/cline-vs-muse-code.md)\n- [Cline vs Qoder CLI](https://www.anchorterminal.com/compare/cline-vs-qoder-cli.md)\n- [Crush vs Muse Code](https://www.anchorterminal.com/compare/crush-vs-muse-code.md)\n- [Crush vs Qoder CLI](https://www.anchorterminal.com/compare/crush-vs-qoder-cli.md)\n- [Cursor CLI vs Muse Code](https://www.anchorterminal.com/compare/cursor-cli-vs-muse-code.md)\n- [Cursor CLI vs Qoder CLI](https://www.anchorterminal.com/compare/cursor-cli-vs-qoder-cli.md)\n- [DeepSeek Harness (dsh) vs Muse Code](https://www.anchorterminal.com/compare/deepseek-harness-vs-muse-code.md)\n- [DeepSeek Harness (dsh) vs Qoder CLI](https://www.anchorterminal.com/compare/deepseek-harness-vs-qoder-cli.md)\n- [Devin vs Muse Code](https://www.anchorterminal.com/compare/devin-vs-muse-code.md)\n- [Devin vs Qoder CLI](https://www.anchorterminal.com/compare/devin-vs-qoder-cli.md)\n- [Droid CLI vs Muse Code](https://www.anchorterminal.com/compare/droid-cli-vs-muse-code.md)\n- [Droid CLI vs Qoder CLI](https://www.anchorterminal.com/compare/droid-cli-vs-qoder-cli.md)\n- [Pi vs Muse Code](https://www.anchorterminal.com/compare/earendil-pi-vs-muse-code.md)\n- [Pi vs Qoder CLI](https://www.anchorterminal.com/compare/earendil-pi-vs-qoder-cli.md)\n- [Gemini CLI vs Muse Code](https://www.anchorterminal.com/compare/gemini-cli-vs-muse-code.md)\n- [Gemini CLI vs Qoder CLI](https://www.anchorterminal.com/compare/gemini-cli-vs-qoder-cli.md)\n- [GitHub Copilot CLI vs Muse Code](https://www.anchorterminal.com/compare/github-copilot-cli-vs-muse-code.md)\n- [GitHub Copilot CLI vs Qoder CLI](https://www.anchorterminal.com/compare/github-copilot-cli-vs-qoder-cli.md)\n- [goose vs Muse Code](https://www.anchorterminal.com/compare/goose-vs-muse-code.md)\n- [goose vs Qoder CLI](https://www.anchorterminal.com/compare/goose-vs-qoder-cli.md)\n- [Harness² vs Muse Code](https://www.anchorterminal.com/compare/harness2-vs-muse-code.md)\n- [Harness² vs Qoder CLI](https://www.anchorterminal.com/compare/harness2-vs-qoder-cli.md)\n- [HarnessRouter vs Muse Code](https://www.anchorterminal.com/compare/harnessrouter-vs-muse-code.md)\n- [HarnessRouter vs Qoder CLI](https://www.anchorterminal.com/compare/harnessrouter-vs-qoder-cli.md)\n- [Jules vs Muse Code](https://www.anchorterminal.com/compare/jules-vs-muse-code.md)\n- [Jules vs Qoder CLI](https://www.anchorterminal.com/compare/jules-vs-qoder-cli.md)\n- [Junie CLI vs Muse Code](https://www.anchorterminal.com/compare/junie-vs-muse-code.md)\n- [Junie CLI vs Qoder CLI](https://www.anchorterminal.com/compare/junie-vs-qoder-cli.md)\n- [Kilo Code CLI vs Muse Code](https://www.anchorterminal.com/compare/kilo-code-cli-vs-muse-code.md)\n- [Kilo Code CLI vs Qoder CLI](https://www.anchorterminal.com/compare/kilo-code-cli-vs-qoder-cli.md)\n- [Kimi Code CLI vs Muse Code](https://www.anchorterminal.com/compare/kimi-code-cli-vs-muse-code.md)\n- [Kimi Code CLI vs Qoder CLI](https://www.anchorterminal.com/compare/kimi-code-cli-vs-qoder-cli.md)\n- [Kiro CLI vs Muse Code](https://www.anchorterminal.com/compare/kiro-cli-vs-muse-code.md)\n- [Kiro CLI vs Qoder CLI](https://www.anchorterminal.com/compare/kiro-cli-vs-qoder-cli.md)\n- [mini-swe-agent vs Muse Code](https://www.anchorterminal.com/compare/mini-swe-agent-vs-muse-code.md)\n- [mini-swe-agent vs Qoder CLI](https://www.anchorterminal.com/compare/mini-swe-agent-vs-qoder-cli.md)\n- [Mistral Vibe CLI vs Muse Code](https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-muse-code.md)\n- [Mistral Vibe CLI vs Qoder CLI](https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-qoder-cli.md)\n- [Muse Code vs OpenAI Codex](https://www.anchorterminal.com/compare/muse-code-vs-openai-codex.md)\n- [Muse Code vs OpenCode](https://www.anchorterminal.com/compare/muse-code-vs-opencode.md)\n- [Muse Code vs OpenHands](https://www.anchorterminal.com/compare/muse-code-vs-openhands.md)\n- [Muse Code vs Prime Agent](https://www.anchorterminal.com/compare/muse-code-vs-prime-agent.md)\n- [Muse Code vs Qwen Code](https://www.anchorterminal.com/compare/muse-code-vs-qwen-code.md)\n- [Muse Code vs Mirror CLI](https://www.anchorterminal.com/compare/muse-code-vs-reflection-mirror.md)\n- [Muse Code vs Rovo Dev CLI](https://www.anchorterminal.com/compare/muse-code-vs-rovo-dev-cli.md)\n- [Muse Code vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/muse-code-vs-warp.md)\n- [OpenAI Codex vs Qoder CLI](https://www.anchorterminal.com/compare/openai-codex-vs-qoder-cli.md)\n- [OpenCode vs Qoder CLI](https://www.anchorterminal.com/compare/opencode-vs-qoder-cli.md)\n- [OpenHands vs Qoder CLI](https://www.anchorterminal.com/compare/openhands-vs-qoder-cli.md)\n- [Prime Agent vs Qoder CLI](https://www.anchorterminal.com/compare/prime-agent-vs-qoder-cli.md)\n- [Qoder CLI vs Qwen Code](https://www.anchorterminal.com/compare/qoder-cli-vs-qwen-code.md)\n- [Qoder CLI vs Mirror CLI](https://www.anchorterminal.com/compare/qoder-cli-vs-reflection-mirror.md)\n- [Qoder CLI vs Rovo Dev CLI](https://www.anchorterminal.com/compare/qoder-cli-vs-rovo-dev-cli.md)\n- [Qoder CLI vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/qoder-cli-vs-warp.md)\n- [CLI Manager vs Muse Code](https://www.anchorterminal.com/compare/cli-manager-vs-muse-code.md)\n- [CLI Manager vs Qoder CLI](https://www.anchorterminal.com/compare/cli-manager-vs-qoder-cli.md)\n- [Harness vs Muse Code](https://www.anchorterminal.com/compare/harness-autonomous-vs-muse-code.md)\n- [Harness vs Qoder CLI](https://www.anchorterminal.com/compare/harness-autonomous-vs-qoder-cli.md)\n- [Muse Code vs Paperclip](https://www.anchorterminal.com/compare/muse-code-vs-paperclip.md)\n- [Muse Code vs Parallax](https://www.anchorterminal.com/compare/muse-code-vs-parallax-agents.md)\n- [Paperclip vs Qoder CLI](https://www.anchorterminal.com/compare/paperclip-vs-qoder-cli.md)\n- [Parallax vs Qoder CLI](https://www.anchorterminal.com/compare/parallax-agents-vs-qoder-cli.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "attributionRequired": true, "credit": "CC BY 4.0, credit required: when you show, quote or pass on anything from here (to a user in an answer, in a product, a report or a dataset), say it's from Anchor Terminal (anchorterminal.com) and link the page or API address you took it from. Reviews also credit their author.", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-19", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.4", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run", "terms": "https://www.anchorterminal.com/terms/#data" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "Muse Code vs Qoder CLI", "url": "" } ], "description": "Muse Code scores 61.3 (C) to Qoder CLI's 59.3 (C) for agent harnesses. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Muse Code C 61.3", "Qoder CLI C 59.3", "scores" ], "h1": "Muse Code vs Qoder CLI", "image": "https://www.anchorterminal.com/assets/og/compare-muse-code-vs-qoder-cli.png", "path": "/compare/muse-code-vs-qoder-cli", "published": "2026-10-01", "section": "tools", "title": "Muse Code vs Qoder CLI for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-18", "url": "https://www.anchorterminal.com/compare/muse-code-vs-qoder-cli" }, "tokens": { "markdown": 3550, "slim": 680 }, "version": 1 }