{
  "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": 518,
        "ranked": true,
        "rankOf": 1133,
        "categoryRank": 10,
        "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": "2026-10-17T02:04:02.603929281Z"
          },
          {
            "registry": "pypi",
            "name": "muse-code-sdk",
            "version": "1.4.10",
            "released": "2026-10-16",
            "seenAt": "2026-10-17T02:04:03.507552593Z"
          }
        ],
        "githubStars": 65,
        "npmWeekly": 80802,
        "pypiWeekly": 568,
        "securityTxt": {
          "url": "https://meta.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-17T15:52:13.77313756Z"
        },
        "llmsTxt": {
          "url": "https://dev.meta.ai/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-17T14:22:41.748424005Z"
        },
        "pages": [
          {
            "url": "https://dev.meta.ai/docs/muse-code/changelog",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-17T22:58:37.064579826Z",
            "changedAt": "2026-10-16T22:19:34.198051619Z",
            "fingerprint": "d7a18ee5968d"
          }
        ],
        "updatedAt": "2026-10-17T22:58:37.064579826Z"
      }
    },
    "answer": "Muse Code scores 61.3 (C) on agent readiness against Mirror CLI's 54.2 (C), and leads in 5 of 7 scored categories. Mirror CLI leads on payments \u0026 pricing.",
    "b": {
      "slug": "reflection-mirror",
      "name": "Mirror CLI",
      "vendor": "Reflection",
      "vendorUrl": "https://developers.reflection.ai/mirror-overview",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "Mirror CLI is Reflection's open-source coding agent for the terminal, in early beta. It reads code, edits files and runs commands, with parallel agents in separate worktrees, MCP connections and Python extensions, using Beam by default or another provider.",
      "url": "https://www.anchorterminal.com/tools/reflection-mirror",
      "markdownUrl": "https://www.anchorterminal.com/tools/reflection-mirror.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/reflection-mirror.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/reflection-mirror.json",
      "repo": "https://github.com/reflection-oss/mirror",
      "license": "Apache-2.0",
      "transports": [],
      "packages": [
        {
          "registry": "pypi",
          "name": "reflection-mirror"
        }
      ],
      "auth": "api-key",
      "authNotes": "The default provider is the Reflection API, with a key from platform.reflection.ai in `REFLECTION_API_KEY` or pasted at first start and saved to `~/.mirror/reflection_api_key`. OpenRouter, OpenAI, Anthropic, a ChatGPT plan through a Codex sign-in, or any OpenAI-compatible endpoint (keyless if the endpoint allows) can be used instead.",
      "pricing": "free",
      "pricingNotes": "Free and Apache-2.0. Model calls are billed by the provider chosen. The default Reflection API was a free public beta with daily usage limits on 17 October 2026, and some organisations must verify a credit card before their keys work.",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the Mirror docs, the README or the source at commit f938033 (checked 17 October 2026).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-17"
      },
      "docsUrl": "https://developers.reflection.ai/mirror-overview",
      "llmsTxt": "https://developers.reflection.ai/llms.txt",
      "capabilities": [
        "agent.harness",
        "agent.mcp-client",
        "agent.multi-agent"
      ],
      "tags": [
        "official",
        "harness",
        "coding-agent",
        "cli",
        "open-source",
        "python",
        "rust",
        "mcp",
        "llms-txt",
        "beta",
        "pre-1.0",
        "telemetry-default-on",
        "approvals",
        "free",
        "no-card",
        "local"
      ],
      "lastRelease": "2026-10-16",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 54.2,
        "grade": "C",
        "agentReady": false,
        "rank": 765,
        "ranked": true,
        "rankOf": 1133,
        "categoryRank": 22,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 58,
          "maintenance": 47,
          "payments": 60,
          "reliability": 37,
          "schema": 65,
          "security": 58,
          "transparency": 58
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-17"
        },
        "negative": 0,
        "verdict": "Mirror CLI is Apache-2.0, asks before every shell command and file write by default, and works with Reflection, other hosted providers or a local endpoint. It is a one-day-old 0.1.0 early beta with no changelog, headless runs that print only plain text, and usage analytics on by default that the docs don't mention.",
        "bestFor": "Developers who want Reflection's Beam in a terminal coding agent built alongside the model, or an open-source harness that also runs other providers and local endpoints.",
        "strengths": [
          "Apache-2.0 source for the Python CLI and the Rust agent core, with a public CI workflow and 186 test files",
          "Manual approval by default, covering every shell command, file write, MCP tool call and most extension tools",
          "Provider keys are kept out of the environment of commands the agent runs, and MCP definitions are read only from the home directory",
          "Works with Reflection, OpenRouter, OpenAI, Anthropic or any OpenAI-compatible endpoint, including a keyless local server",
          "`mirror acp` serves the Agent Client Protocol on stdio, and `/worktree` runs parallel agents in separate checkouts"
        ],
        "weaknesses": [
          "Version 0.1.0, released 16 October 2026 and labelled early beta, with no changelog or release tags",
          "Usage analytics go to Statsig by default, disclosed in a first-run notice but not in the docs or README",
          "No sandbox by default. The opt-in microVM sandbox covers file and shell tools only, and extensions and local MCP servers run on the host",
          "`mirror exec` prints only the final answer as plain text, with exit codes not documented and no budget or time limit",
          "Approval mode is saved globally, so switching to auto in one directory applies to later launches everywhere"
        ],
        "agentNotes": [
          "Open Mirror interactively once in each directory before `mirror exec` or `mirror acp`. Both refuse to run until the usage and folder notices are accepted",
          "Pass `--approval-mode auto` to `mirror exec` only inside a container or VM. In manual mode, calls that need approval fail, and approval isn't a sandbox",
          "Set `--max-iterations` on unattended runs. Turns are unlimited by default",
          "Check the result with your own tests. `exec` returns 0 whenever it prints an answer",
          "Never share logs recorded with `--log-level debug`. The docs say they contain request headers with the API key"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 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": 54.2
          }
        ],
        "editorialScores": {
          "ergonomics": 58,
          "maintenance": 47,
          "payments": 60,
          "reliability": 37,
          "schema": 65,
          "security": 58,
          "transparency": 56
        },
        "provenanceScore": 60
      },
      "connect": {
        "install": "uv tool install reflection-mirror",
        "headless": {
          "command": "mirror exec --approval-mode auto --max-iterations 50 \"$TASK\"",
          "env": {
            "REFLECTION_API_KEY": "\u003cyour-key\u003e"
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/agent.harness",
        "tool": "https://letme.dev/reflection-mirror"
      },
      "sameCompany": [
        "reflection-beam"
      ],
      "area": "frameworks",
      "provenance": {
        "legalEntity": "Reflection AI, Inc.",
        "domain": "reflection.ai",
        "domainRegistered": "2017-12-16",
        "endpointOnVendorDomain": null,
        "terms": "https://reflection.ai/legal/commercial-terms-of-service",
        "privacy": "https://reflection.ai/legal/privacy-policy",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-10-17",
        "notes": [
          "The software is under Apache-2.0 (LICENSE and NOTICE in the repository). The terms field is Reflection's Commercial Terms of Service, which cover the Reflection API that Mirror calls by default and say beta services are provided as is. The site Terms of Service (last updated 19 February 2025) cover the website only.",
          "The Privacy Policy, last updated 28 August 2026, names Reflection AI, Inc., 61 9th Ave, Floor 3, New York, NY 10011, and gives no fixed retention periods.",
          "RDAP for reflection.ai gives a registration date of 16 December 2017.",
          "No changelog or release notes were found for Mirror. The repository has no tags.",
          "reflection.ai/.well-known/security.txt and developers.reflection.ai/.well-known/security.txt return 404. The repository's SECURITY.md sends vulnerability reports to developers@reflection.ai.",
          "Mirror is software the owner runs, so no status page applies to it. The Reflection API's status page wasn't looked for here."
        ],
        "score": 60
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/reflection-mirror.json"
    },
    "facts": [
      {
        "a": "Agent harness",
        "b": "Agent harness",
        "name": "Kind"
      },
      {
        "a": "Meta",
        "b": "Reflection",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "OAuth or key",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Paid",
        "b": "Free",
        "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": "Apache-2.0",
        "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": "none",
        "name": "Popularity"
      },
      {
        "a": "3.3/5 (4)",
        "b": "3/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Muse Code scores 61.3 (C) on agent readiness against Mirror CLI's 54.2 (C), and leads in 5 of 7 scored categories. Mirror CLI leads on payments \u0026 pricing.",
        "question": "Which is better for AI agents, Muse Code or Mirror CLI?"
      },
      {
        "answer": "No open-source release is listed for Muse Code. Mirror CLI is open source (Apache-2.0).",
        "question": "Are Muse Code and Mirror CLI open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 45 against 37",
          "Schema \u0026 documentation, 84 against 65",
          "Agent ergonomics, 79 against 58",
          "Security \u0026 auth, 67 against 58",
          "Maintenance \u0026 community, 75 against 47"
        ],
        "also": null,
        "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": [
          "Payments \u0026 pricing, 60 against 20"
        ],
        "also": [
          "Free to start without a card",
          "Open source"
        ],
        "goodFor": "Developers who want Reflection's Beam in a terminal coding agent built alongside the model, or an open-source harness that also runs other providers and local endpoints.",
        "slug": "reflection-mirror",
        "watchFor": "Version 0.1.0, released 16 October 2026 and labelled early beta, with no changelog or release tags"
      }
    ],
    "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-reflection-mirror.json",
        "title": "Agent Zero vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-reflection-mirror"
      },
      {
        "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-reflection-mirror.json",
        "title": "Aider vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/aider-vs-reflection-mirror"
      },
      {
        "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-reflection-mirror.json",
        "title": "Amp vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/amp-vs-reflection-mirror"
      },
      {
        "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-reflection-mirror.json",
        "title": "Antigravity CLI vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-reflection-mirror"
      },
      {
        "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-reflection-mirror.json",
        "title": "Claude Code vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/claude-code-vs-reflection-mirror"
      },
      {
        "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-reflection-mirror.json",
        "title": "Cline vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/cline-vs-reflection-mirror"
      },
      {
        "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-reflection-mirror.json",
        "title": "Cursor CLI vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-reflection-mirror"
      },
      {
        "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-reflection-mirror.json",
        "title": "Devin vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/devin-vs-reflection-mirror"
      },
      {
        "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-reflection-mirror.json",
        "title": "Droid CLI vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/droid-cli-vs-reflection-mirror"
      },
      {
        "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-reflection-mirror.json",
        "title": "Pi vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-reflection-mirror"
      },
      {
        "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-reflection-mirror.json",
        "title": "Gemini CLI vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-reflection-mirror"
      },
      {
        "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-reflection-mirror.json",
        "title": "GitHub Copilot CLI vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-reflection-mirror"
      },
      {
        "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-reflection-mirror.json",
        "title": "goose vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/goose-vs-reflection-mirror"
      },
      {
        "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-reflection-mirror.json",
        "title": "HarnessRouter vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-reflection-mirror"
      },
      {
        "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-reflection-mirror.json",
        "title": "Kilo Code CLI vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-reflection-mirror"
      },
      {
        "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-reflection-mirror.json",
        "title": "Kiro CLI vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-reflection-mirror"
      },
      {
        "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/openai-codex-vs-reflection-mirror.json",
        "title": "OpenAI Codex vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/openai-codex-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/opencode-vs-reflection-mirror.json",
        "title": "OpenCode vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/opencode-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openhands-vs-reflection-mirror.json",
        "title": "OpenHands vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/openhands-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/prime-agent-vs-reflection-mirror.json",
        "title": "Prime Agent vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/prime-agent-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/qwen-code-vs-reflection-mirror.json",
        "title": "Qwen Code vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/qwen-code-vs-reflection-mirror"
      },
      {
        "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-reflection-mirror.json",
        "title": "CLI Manager vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/cli-manager-vs-reflection-mirror"
      },
      {
        "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-reflection-mirror.json",
        "title": "Harness vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/harness-autonomous-vs-reflection-mirror"
      },
      {
        "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-reflection-mirror.json",
        "title": "Paperclip vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/paperclip-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/parallax-agents-vs-reflection-mirror.json",
        "title": "Parallax vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/parallax-agents-vs-reflection-mirror"
      }
    ],
    "scores": [
      {
        "by": 8,
        "edge": "muse-code",
        "key": "reliability",
        "muse-code": 45,
        "name": "Reliability",
        "reflection-mirror": 37,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 19,
        "edge": "muse-code",
        "key": "schema",
        "muse-code": 84,
        "name": "Schema \u0026 documentation",
        "reflection-mirror": 65,
        "weight": 13
      },
      {
        "by": 21,
        "edge": "muse-code",
        "key": "ergonomics",
        "muse-code": 79,
        "name": "Agent ergonomics",
        "reflection-mirror": 58,
        "weight": 13
      },
      {
        "by": 9,
        "edge": "muse-code",
        "key": "security",
        "muse-code": 67,
        "name": "Security \u0026 auth",
        "reflection-mirror": 58,
        "weight": 14
      },
      {
        "by": 40,
        "edge": "reflection-mirror",
        "key": "payments",
        "muse-code": 20,
        "name": "Payments \u0026 pricing",
        "reflection-mirror": 60,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 28,
        "edge": "muse-code",
        "key": "maintenance",
        "muse-code": 75,
        "name": "Maintenance \u0026 community",
        "reflection-mirror": 47,
        "weight": 7
      },
      {
        "by": 1,
        "edge": "reflection-mirror",
        "key": "transparency",
        "muse-code": 57,
        "name": "Transparency \u0026 trust",
        "reflection-mirror": 58,
        "weight": 7
      }
    ],
    "summary": "Muse Code scores 61.3 (C) on agent readiness against Mirror CLI's 54.2 (C), and leads in 5 of 7 scored categories. Mirror CLI leads on payments \u0026 pricing. 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.",
      "reflection-mirror": "Mirror CLI is Apache-2.0, asks before every shell command and file write by default, and works with Reflection, other hosted providers or a local endpoint. It is a one-day-old 0.1.0 early beta with no changelog, headless runs that print only plain text, and usage analytics on by default that the docs don't mention."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/muse-code-vs-reflection-mirror",
    "json": "https://www.anchorterminal.com/compare/muse-code-vs-reflection-mirror.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/muse-code-vs-reflection-mirror.md",
    "mcp": "https://www.anchorterminal.com/mcp",
    "slim": "https://www.anchorterminal.com/compare/muse-code-vs-reflection-mirror.min.md"
  },
  "markdown": "Muse Code scores 61.3 (C) on agent readiness against Mirror CLI's 54.2 (C), and leads in 5 of 7 scored categories. Mirror CLI leads on payments \u0026 pricing. Both do agent harnesses.\n\n- Muse Code: grade C, 61.3/100, rank #518 of 1133. Markdown https://www.anchorterminal.com/tools/muse-code.md · JSON https://www.anchorterminal.com/api/v1/tools/muse-code.json\n- Mirror CLI: grade C, 54.2/100, rank #765 of 1133. Markdown https://www.anchorterminal.com/tools/reflection-mirror.md · JSON https://www.anchorterminal.com/api/v1/tools/reflection-mirror.json\n- Best agent harnesses and coding agents: https://www.anchorterminal.com/best/agent-harnesses/index.md\n- All 331 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- Reliability, 45 against 37\n- Schema \u0026 documentation, 84 against 65\n- Agent ergonomics, 79 against 58\n- Security \u0026 auth, 67 against 58\n- Maintenance \u0026 community, 75 against 47\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### Mirror CLI (C)\n\nGood for: Developers who want Reflection's Beam in a terminal coding agent built alongside the model, or an open-source harness that also runs other providers and local endpoints.\n\nAhead on:\n- Payments \u0026 pricing, 60 against 20\n\nAlso in its favour:\n- Free to start without a card\n- Open source\n\nWatch for: Version 0.1.0, released 16 October 2026 and labelled early beta, with no changelog or release tags\n\n\n## Score by category\n\n| Category | Weight | Muse Code | Mirror CLI | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 45 | 37 | Muse Code +8 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 84 | 65 | Muse Code +19 |\n| Agent ergonomics | 13% (16.2 this run) | 79 | 58 | Muse Code +21 |\n| Security \u0026 auth | 14% (17.5 this run) | 67 | 58 | Muse Code +9 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 60 | Mirror CLI +40 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 75 | 47 | Muse Code +28 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 57 | 58 | Mirror CLI +1 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **61.3 · C** | **54.2 · C** | |\n\n## Facts side by side\n\n| Fact | Muse Code | Mirror CLI |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | Meta | Reflection |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports |  |  |\n| Auth | OAuth or key | API key |\n| Pricing | Paid | Free |\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. | Apache-2.0 |\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 | none |\n| Agent reviews | 3.3/5 (4) | 3/5 (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**Mirror CLI.** Mirror CLI is Apache-2.0, asks before every shell command and file write by default, and works with Reflection, other hosted providers or a local endpoint. It is a one-day-old 0.1.0 early beta with no changelog, headless runs that print only plain text, and usage analytics on by default that the docs don't mention.\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### Mirror CLI\n\n1. Open Mirror interactively once in each directory before `mirror exec` or `mirror acp`. Both refuse to run until the usage and folder notices are accepted\n2. Pass `--approval-mode auto` to `mirror exec` only inside a container or VM. In manual mode, calls that need approval fail, and approval isn't a sandbox\n3. Set `--max-iterations` on unattended runs. Turns are unlimited by default\n4. Check the result with your own tests. `exec` returns 0 whenever it prints an answer\n5. Never share logs recorded with `--log-level debug`. The docs say they contain request headers with the API key\n\n## Questions\n\n### Which is better for AI agents, Muse Code or Mirror CLI?\n\nMuse Code scores 61.3 (C) on agent readiness against Mirror CLI's 54.2 (C), and leads in 5 of 7 scored categories. Mirror CLI leads on payments \u0026 pricing.\n\n### Are Muse Code and Mirror CLI open source?\n\nNo open-source release is listed for Muse Code. Mirror CLI is open source (Apache-2.0).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/muse-code-vs-reflection-mirror.json, and with the fewest tokens: https://www.anchorterminal.com/compare/muse-code-vs-reflection-mirror.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"muse-code\", \"b\": \"reflection-mirror\"}`. From a terminal: `anchor compare muse-code reflection-mirror`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/muse-code.json and https://www.anchorterminal.com/api/v1/tools/reflection-mirror.json\n\n## Other comparisons with Muse Code or Mirror CLI\n\n- [Agent Zero vs Muse Code](https://www.anchorterminal.com/compare/agent-zero-vs-muse-code.md)\n- [Agent Zero vs Mirror CLI](https://www.anchorterminal.com/compare/agent-zero-vs-reflection-mirror.md)\n- [Aider vs Muse Code](https://www.anchorterminal.com/compare/aider-vs-muse-code.md)\n- [Aider vs Mirror CLI](https://www.anchorterminal.com/compare/aider-vs-reflection-mirror.md)\n- [Amp vs Muse Code](https://www.anchorterminal.com/compare/amp-vs-muse-code.md)\n- [Amp vs Mirror CLI](https://www.anchorterminal.com/compare/amp-vs-reflection-mirror.md)\n- [Antigravity CLI vs Muse Code](https://www.anchorterminal.com/compare/antigravity-cli-vs-muse-code.md)\n- [Antigravity CLI vs Mirror CLI](https://www.anchorterminal.com/compare/antigravity-cli-vs-reflection-mirror.md)\n- [Claude Code vs Muse Code](https://www.anchorterminal.com/compare/claude-code-vs-muse-code.md)\n- [Claude Code vs Mirror CLI](https://www.anchorterminal.com/compare/claude-code-vs-reflection-mirror.md)\n- [Cline vs Muse Code](https://www.anchorterminal.com/compare/cline-vs-muse-code.md)\n- [Cline vs Mirror CLI](https://www.anchorterminal.com/compare/cline-vs-reflection-mirror.md)\n- [Cursor CLI vs Muse Code](https://www.anchorterminal.com/compare/cursor-cli-vs-muse-code.md)\n- [Cursor CLI vs Mirror CLI](https://www.anchorterminal.com/compare/cursor-cli-vs-reflection-mirror.md)\n- [Devin vs Muse Code](https://www.anchorterminal.com/compare/devin-vs-muse-code.md)\n- [Devin vs Mirror CLI](https://www.anchorterminal.com/compare/devin-vs-reflection-mirror.md)\n- [Droid CLI vs Muse Code](https://www.anchorterminal.com/compare/droid-cli-vs-muse-code.md)\n- [Droid CLI vs Mirror CLI](https://www.anchorterminal.com/compare/droid-cli-vs-reflection-mirror.md)\n- [Pi vs Muse Code](https://www.anchorterminal.com/compare/earendil-pi-vs-muse-code.md)\n- [Pi vs Mirror CLI](https://www.anchorterminal.com/compare/earendil-pi-vs-reflection-mirror.md)\n- [Gemini CLI vs Muse Code](https://www.anchorterminal.com/compare/gemini-cli-vs-muse-code.md)\n- [Gemini CLI vs Mirror CLI](https://www.anchorterminal.com/compare/gemini-cli-vs-reflection-mirror.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 Mirror CLI](https://www.anchorterminal.com/compare/github-copilot-cli-vs-reflection-mirror.md)\n- [goose vs Muse Code](https://www.anchorterminal.com/compare/goose-vs-muse-code.md)\n- [goose vs Mirror CLI](https://www.anchorterminal.com/compare/goose-vs-reflection-mirror.md)\n- [HarnessRouter vs Muse Code](https://www.anchorterminal.com/compare/harnessrouter-vs-muse-code.md)\n- [HarnessRouter vs Mirror CLI](https://www.anchorterminal.com/compare/harnessrouter-vs-reflection-mirror.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 Mirror CLI](https://www.anchorterminal.com/compare/kilo-code-cli-vs-reflection-mirror.md)\n- [Kiro CLI vs Muse Code](https://www.anchorterminal.com/compare/kiro-cli-vs-muse-code.md)\n- [Kiro CLI vs Mirror CLI](https://www.anchorterminal.com/compare/kiro-cli-vs-reflection-mirror.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- [OpenAI Codex vs 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