{
  "data": {
    "a": {
      "slug": "mini-swe-agent",
      "name": "mini-swe-agent",
      "vendor": "SWE-bench team (Princeton and Stanford)",
      "vendorUrl": "https://mini-swe-agent.com",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "Minimal open-source coding agent from the Princeton and Stanford team behind SWE-bench, shipped as the `mini` CLI and a Python library. It gives the model one bash tool, works with any model through LiteLLM, and is a common SWE-bench baseline.",
      "url": "https://www.anchorterminal.com/tools/mini-swe-agent",
      "markdownUrl": "https://www.anchorterminal.com/tools/mini-swe-agent.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/mini-swe-agent.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json",
      "repo": "https://github.com/SWE-agent/mini-swe-agent",
      "license": "MIT",
      "transports": [],
      "packages": [
        {
          "registry": "pypi",
          "name": "mini-swe-agent"
        }
      ],
      "auth": "none",
      "authNotes": "No account of its own. A model key goes in an environment variable or the global `.env` file that `mini-extra config setup` writes, and is passed to the provider through LiteLLM, OpenRouter, Portkey or Requesty. Local models work through LiteLLM's `api_base`.",
      "pricing": "free",
      "pricingNotes": "Free and MIT, with nothing to buy. The owner pays the model provider, or nothing with a local model. Each run stops at a $3 cost limit by default, and a local model needs `MSWEA_COST_TRACKING=ignore_errors`.",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs or the source (checked 2026-10-18).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 8600,
        "npmWeekly": null,
        "pypiWeekly": 4437981,
        "asOf": "2026-10-18"
      },
      "docsUrl": "https://mini-swe-agent.com/latest/",
      "capabilities": [
        "agent.harness"
      ],
      "tags": [
        "harness",
        "coding-agent",
        "cli",
        "open-source",
        "python",
        "free",
        "no-card",
        "local",
        "docker"
      ],
      "lastRelease": "2026-07-23",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 56.7,
        "grade": "C",
        "agentReady": false,
        "rank": 698,
        "ranked": true,
        "rankOf": 1146,
        "categoryRank": 25,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 69,
          "maintenance": 49,
          "payments": 60,
          "reliability": 70,
          "schema": 58,
          "security": 56,
          "transparency": 51
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-18"
        },
        "negative": -4,
        "negativeNotes": [
          "2026-10-10. CVE-2026-108592 (CVSS 4.0 score 6.0, from VulnCheck). The bubblewrap environment builds its `bwrap` command without `--clearenv` or `--unshare-net`, so commands inherit the host environment, model keys included, and can send them out over the network after a prompt injection in task content. Confirmed in src/minisweagent/environments/extra/bubblewrap.py at 2.4.6 and on main (3 September). The environment is opt-in and marked experimental, but it's the documented lightweight sandbox and no release fixes it, -4. https://nvd.nist.gov/vuln/detail/CVE-2026-108592"
        ],
        "verdict": "A small, readable harness with one bash tool, a linear trajectory saved as JSON, and step, cost and wall-time limits that stop unattended runs cleanly. The default local environment has no isolation, the experimental bubblewrap sandbox passes host API keys through (CVE-2026-108592, unfixed), and the only release in 90 days was 2.4.6 on 23 July 2026.",
        "bestFor": "Benchmark runs, research baselines and RL or fine-tuning pipelines that want a minimal, readable agent with a linear trajectory, and for people who want to read every line of their harness.",
        "strengths": [
          "MIT, with an agent class of about 190 lines that a reviewer can read in one sitting",
          "Step, cost ($3 by default) and wall-time limits, each ending the run with its own exit status in the trajectory",
          "Any model through LiteLLM, OpenRouter, Portkey or Requesty, local ones included, with no account",
          "Docker, Podman and Singularity environments, where the Docker one forwards no host variables unless listed",
          "No telemetry found in the source"
        ],
        "weaknesses": [
          "The default local environment runs commands on the host with no isolation and the full host environment",
          "CVE-2026-108592, published 10 October 2026, leaves the experimental bubblewrap sandbox passing host API keys and network through, unfixed in 2.4.6",
          "One release in the 90 days to 18 October 2026, and three commits on main since 23 July",
          "No MCP client, no ACP and no server mode",
          "No changelog file, and the PyPI classifier still says 3 - Alpha at 2.4.6"
        ],
        "agentNotes": [
          "Run with `-y --exit-immediately` for unattended use. Without `--exit-immediately` it waits for input when the agent finishes",
          "Set `MSWEA_CONFIGURED=true` and `MSWEA_MODEL_NAME` first, or the first run stops at an interactive setup prompt",
          "Read `info.exit_status` in the `-o` trajectory file. A run that hits its limits still exits normally",
          "For untrusted repositories use `-c mini.yaml -c environment.environment_class=docker -c environment.image=\u003cimage\u003e`. The local and bubblewrap environments both expose host variables",
          "Strip model keys from the environment commands see, since the local environment passes every host variable to each command"
        ],
        "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": 56.7
          }
        ],
        "editorialScores": {
          "ergonomics": 69,
          "maintenance": 49,
          "payments": 60,
          "reliability": 70,
          "schema": 58,
          "security": 56,
          "transparency": 62
        },
        "provenanceScore": 40
      },
      "connect": {
        "install": "pip install mini-swe-agent   # or: uvx mini-swe-agent",
        "headless": {
          "command": "mini -t \"$TASK\" -y --exit-immediately -m \u003cprovider/model\u003e -l 3 -o run.traj.json",
          "env": {
            "ANTHROPIC_API_KEY": "\u003ckey\u003e",
            "MSWEA_CONFIGURED": "true"
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/agent.harness",
        "tool": "https://letme.dev/mini-swe-agent"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "No legal entity named. The MIT licence names Kilian A. Lieret and Carlos E. Jimenez",
        "domain": "mini-swe-agent.com",
        "domainRegistered": "",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-10-18",
        "notes": [
          "The docs site is GitHub Pages built from the repository. It has no terms, privacy policy or security.txt (/.well-known/security.txt returned 404 on 18 October 2026).",
          "The security page names four contacts at Princeton and Stanford by email, with no response time.",
          "The repository has no changelog file and tags carry only a version bump. Release notes, if any, are on GitHub releases, which we couldn't read because GitHub's web pages refused this run."
        ],
        "score": 40
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/mini-swe-agent.json"
    },
    "answer": "Qwen Code scores 72.4 (BB) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 4 of 7 scored categories.",
    "b": {
      "slug": "qwen-code",
      "name": "Qwen Code",
      "vendor": "Alibaba (Qwen team)",
      "vendorUrl": "https://qwenlm.github.io/qwen-code-docs/en/users/overview/",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "Open-source coding agent from Alibaba's Qwen team for the terminal, with desktop, browser and editor interfaces. It runs Qwen, OpenAI, Anthropic and Gemini-compatible models or a local one, and runs headless with `qwen -p`.",
      "url": "https://www.anchorterminal.com/tools/qwen-code",
      "markdownUrl": "https://www.anchorterminal.com/tools/qwen-code.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/qwen-code.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/qwen-code.json",
      "repo": "https://github.com/QwenLM/qwen-code",
      "license": "Apache-2.0",
      "transports": [],
      "packages": [
        {
          "registry": "npm",
          "name": "@qwen-code/qwen-code"
        },
        {
          "registry": "npm",
          "name": "@qwen-code/sdk"
        },
        {
          "registry": "pypi",
          "name": "qwen-code-sdk"
        },
        {
          "registry": "oci",
          "name": "ghcr.io/qwenlm/qwen-code"
        }
      ],
      "auth": "api-key",
      "authNotes": "No account of its own. A model key goes in an environment variable or `~/.qwen/settings.json`, for Alibaba Cloud Model Studio (Coding Plan, Token Plan or a standard key), a listed third-party provider, or any OpenAI, Anthropic or Gemini-compatible endpoint including a local server. Vertex AI credentials also work. The Qwen OAuth sign-in was discontinued on 15 April 2026.",
      "pricing": "free",
      "pricingNotes": "Free and Apache-2.0, with nothing to buy for the CLI. The owner pays the model provider, or nothing with a local model. The Qwen OAuth free tier ended on 15 April 2026. Alibaba Cloud sells a fixed-fee Coding Plan and a usage-billed Token Plan for it, and we couldn't load their price pages on 8 October 2026.",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs or the source (checked 2026-10-08).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 28362,
        "npmWeekly": 104819,
        "pypiWeekly": null,
        "asOf": "2026-10-08"
      },
      "docsUrl": "https://qwenlm.github.io/qwen-code-docs/en/users/overview/",
      "llmsTxt": "https://qwenlm.github.io/qwen-code-docs/llms.txt",
      "capabilities": [
        "agent.harness",
        "agent.mcp-client",
        "agent.multi-agent"
      ],
      "tags": [
        "official",
        "harness",
        "coding-agent",
        "cli",
        "open-source",
        "typescript",
        "mcp",
        "llms-txt",
        "telemetry-default-on",
        "pre-1.0",
        "free",
        "no-card",
        "local",
        "docker"
      ],
      "lastRelease": "2026-10-05",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 72.4,
        "grade": "BB",
        "agentReady": true,
        "rank": 107,
        "ranked": true,
        "rankOf": 1146,
        "categoryRank": 4,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 85,
          "maintenance": 88,
          "payments": 60,
          "reliability": 69,
          "schema": 91,
          "security": 53,
          "transparency": 63
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-08"
        },
        "negative": 0,
        "verdict": "Apache-2.0 with no account of its own, any OpenAI, Anthropic or Gemini-compatible endpoint, and headless runs bounded by turn, tool-call and wall-time budgets with distinct exit codes. Out of the box, Auto mode lets an LLM classifier approve tool calls, with the sandbox and folder trust both off. Usage statistics are on by default.",
        "bestFor": "Developers and CI jobs that want an open-source harness tied to no single model vendor, with run budgets and SDKs.",
        "strengths": [
          "Apache-2.0, with CI on main showing 12 passes and 3 cancelled runs in the last 15, none failed",
          "Headless `qwen -p` with json and stream-json output, and exit codes 53 for the turn limit and 55 for a wall-time or tool-call budget",
          "Works with any OpenAI, Anthropic or Gemini-compatible endpoint, including a local server, with keys set by environment variable",
          "39 stable releases in the 90 days to 8 October 2026, each with a Breaking Changes heading in a generated changelog",
          "A Linux tool sandbox (Bubblewrap or Landlock) with `network: closed`, plus Seatbelt, Docker and Podman"
        ],
        "weaknesses": [
          "The default approval mode is Auto, where an LLM classifier approves tool calls, and sandboxing and folder trust are both off by default",
          "Usage statistics are on by default and go to an Alibaba Cloud endpoint that the docs don't name",
          "SECURITY.md points only to an Alibaba Cloud console portal, with no response time, and the repository has no published advisories",
          "Pre-1.0 at 0.25.0, with breaking changes shipped in patch releases such as 0.23.4 and 0.24.1",
          "1,402 open issues and 334 open pull requests on 8 October 2026",
          "The Qwen OAuth free tier ended on 15 April 2026, so every run needs a paid key or a local model"
        ],
        "agentNotes": [
          "Pass `--approval-mode` on every run. The settings default is `auto`, and one docs page says headless runs default to asking, so don't rely on either",
          "Add `--max-session-turns`, `--max-wall-time` and `--max-tool-calls`. All three are unlimited by default. Exit 53 is the turn limit and 55 a budget",
          "`--yolo` doesn't turn on a sandbox. Add `--sandbox`, or on Linux set `tools.executionSandbox` with `network` set to `closed`",
          "Set `QWEN_USAGE_STATISTICS_ENABLED=false` to stop usage statistics",
          "Authenticate with `OPENAI_API_KEY`, `OPENAI_BASE_URL` and `OPENAI_MODEL` in CI. The browser sign-in is discontinued"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 2.8,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "BB",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 72.4
          }
        ],
        "editorialScores": {
          "ergonomics": 85,
          "maintenance": 88,
          "payments": 60,
          "reliability": 69,
          "schema": 91,
          "security": 53,
          "transparency": 77
        },
        "provenanceScore": 48
      },
      "connect": {
        "install": "npm install -g @qwen-code/qwen-code@latest   # or: brew install qwen-code",
        "headless": {
          "command": "qwen -p \"$TASK\" --output-format json --approval-mode auto-edit --max-session-turns 30 --max-wall-time 10m",
          "env": {
            "OPENAI_API_KEY": "\u003ckey\u003e",
            "OPENAI_BASE_URL": "\u003cendpoint\u003e",
            "OPENAI_MODEL": "\u003cmodel\u003e",
            "QWEN_USAGE_STATISTICS_ENABLED": "false"
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/agent.harness",
        "tool": "https://letme.dev/qwen-code"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "Qwen team, Alibaba Group (no legal entity is named in the repository or the docs)",
        "domain": "qwenlm.github.io",
        "domainRegistered": "",
        "endpointOnVendorDomain": null,
        "terms": "https://qwenlm.github.io/qwen-code-docs/en/users/support/tos-privacy/",
        "privacy": "https://qwenlm.github.io/qwen-code-docs/en/users/support/tos-privacy/",
        "statusPage": "",
        "changelog": "https://github.com/QwenLM/qwen-code/blob/main/CHANGELOG.md",
        "securityTxt": "none",
        "checked": "2026-10-08",
        "notes": [
          "The project's own Terms of Service and Privacy Notice is one page. It covers usage statistics and the Chrome extension, and maps each sign-in method to the model provider's terms and privacy policy. The project publishes no separate privacy policy for the CLI, so both fields point at that page.",
          "The LICENSE file carries Copyright 2025 Google LLC and Copyright 2025 Qwen. The docs describe the project as Alibaba's, and SECURITY.md sends reports to an Alibaba Cloud console portal.",
          "The docs are on GitHub Pages. qwen.ai returned its application page for /.well-known/security.txt, so no security.txt was found. alibabacloud.com couldn't be reached from our network on 8 October 2026.",
          "The qwen.ai terms and privacy pages render only with JavaScript and weren't read."
        ],
        "score": 48
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/qwen-code.json",
      "live": {
        "slug": "qwen-code",
        "versions": [
          {
            "registry": "github",
            "name": "QwenLM/qwen-code",
            "version": "sdk-typescript-v0.1.20",
            "released": "2026-10-15",
            "seenAt": "2026-10-18T03:14:46.017468021Z"
          },
          {
            "registry": "npm",
            "name": "@qwen-code/qwen-code",
            "version": "0.25.2",
            "seenAt": "2026-10-18T03:14:43.614608711Z"
          },
          {
            "registry": "npm",
            "name": "@qwen-code/sdk",
            "version": "0.1.20",
            "seenAt": "2026-10-18T03:14:44.388597287Z"
          },
          {
            "registry": "pypi",
            "name": "qwen-code-sdk",
            "version": "0.1.0rc0",
            "released": "2026-05-09",
            "seenAt": "2026-10-18T03:14:45.826804553Z"
          }
        ],
        "githubStars": 28547,
        "npmWeekly": 44478,
        "pypiWeekly": 6379,
        "securityTxt": {
          "url": "https://qwenlm.github.io/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-18T15:54:24.207745124Z"
        },
        "llmsTxt": {
          "url": "https://qwenlm.github.io/qwen-code-docs/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-18T14:25:55.723891586Z"
        },
        "domain": {
          "domain": "github.io",
          "checkedAt": "2026-10-18T13:35:07.723704936Z"
        },
        "pages": [
          {
            "url": "https://raw.githubusercontent.com/QwenLM/qwen-code/main/CHANGELOG.md",
            "kind": "changelog",
            "status": 304,
            "checkedAt": "2026-10-18T23:36:49.735552459Z",
            "changedAt": "2026-10-15T21:33:29.128236721Z",
            "fingerprint": "6bb78e27e48a"
          },
          {
            "url": "https://qwenlm.github.io/qwen-code-docs/en/users/support/tos-privacy/",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-18T23:36:12.334058803Z",
            "changedAt": "2026-10-16T22:29:36.337632867Z",
            "fingerprint": "f437a91b64e5"
          }
        ],
        "updatedAt": "2026-10-18T23:36:49.735552459Z"
      }
    },
    "facts": [
      {
        "a": "Agent harness",
        "b": "Agent harness",
        "name": "Kind"
      },
      {
        "a": "SWE-bench team (Princeton and Stanford)",
        "b": "Alibaba (Qwen team)",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "None",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Free",
        "b": "Free",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "MIT",
        "b": "Apache-2.0",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-07-23",
        "b": "2026-10-05",
        "name": "Last release"
      },
      {
        "a": "no document linked",
        "b": "2026-10-01",
        "name": "Terms last updated"
      },
      {
        "a": "no document linked",
        "b": "2026-10-01",
        "name": "Privacy policy last updated"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Customer content may train models"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "8.6k stars, 4.4M PyPI/wk",
        "b": "28k stars, 105k npm/wk",
        "name": "Popularity"
      },
      {
        "a": "3/5 (4)",
        "b": "2.8/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Qwen Code scores 72.4 (BB) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 4 of 7 scored categories.",
        "question": "Which is better for AI agents, mini-swe-agent or Qwen Code?"
      },
      {
        "answer": "Yes. mini-swe-agent is open source (MIT). Qwen Code is open source (Apache-2.0).",
        "question": "Are mini-swe-agent and Qwen Code open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": null,
        "also": [
          "No key needed to call it"
        ],
        "goodFor": "Benchmark runs, research baselines and RL or fine-tuning pipelines that want a minimal, readable agent with a linear trajectory, and for people who want to read every line of their harness.",
        "slug": "mini-swe-agent",
        "watchFor": "The default local environment runs commands on the host with no isolation and the full host environment"
      },
      {
        "aheadOn": [
          "Schema \u0026 documentation, 91 against 58",
          "Agent ergonomics, 85 against 69",
          "Maintenance \u0026 community, 88 against 49",
          "Transparency \u0026 trust, 63 against 51"
        ],
        "also": [
          "Agent-ready, a grade of BB or better",
          "No incidents deducted, where mini-swe-agent loses 4 points for them"
        ],
        "goodFor": "Developers and CI jobs that want an open-source harness tied to no single model vendor, with run budgets and SDKs.",
        "slug": "qwen-code",
        "watchFor": "The default approval mode is Auto, where an LLM classifier approves tool calls, and sandboxing and folder trust are both off by default"
      }
    ],
    "job": {
      "capability": "agent.harness",
      "name": "Agent harnesses"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent.json",
        "title": "Agent Zero vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-qwen-code.json",
        "title": "Agent Zero vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/aider-vs-mini-swe-agent.json",
        "title": "Aider vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/aider-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/aider-vs-qwen-code.json",
        "title": "Aider vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/aider-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent.json",
        "title": "Amp vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amp-vs-qwen-code.json",
        "title": "Amp vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/amp-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/antigravity-cli-vs-mini-swe-agent.json",
        "title": "Antigravity CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/antigravity-cli-vs-qwen-code.json",
        "title": "Antigravity CLI vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/auggie-vs-mini-swe-agent.json",
        "title": "Auggie CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/auggie-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/auggie-vs-qwen-code.json",
        "title": "Auggie CLI vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/auggie-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/claude-code-vs-mini-swe-agent.json",
        "title": "Claude Code vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/claude-code-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/claude-code-vs-qwen-code.json",
        "title": "Claude Code vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/claude-code-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cline-vs-mini-swe-agent.json",
        "title": "Cline vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/cline-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cline-vs-qwen-code.json",
        "title": "Cline vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/cline-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crush-vs-mini-swe-agent.json",
        "title": "Crush vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/crush-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crush-vs-qwen-code.json",
        "title": "Crush vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/crush-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cursor-cli-vs-mini-swe-agent.json",
        "title": "Cursor CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cursor-cli-vs-qwen-code.json",
        "title": "Cursor CLI vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-mini-swe-agent.json",
        "title": "DeepSeek Harness (dsh) vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-qwen-code.json",
        "title": "DeepSeek Harness (dsh) vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/devin-vs-mini-swe-agent.json",
        "title": "Devin vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/devin-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/devin-vs-qwen-code.json",
        "title": "Devin vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/devin-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/droid-cli-vs-mini-swe-agent.json",
        "title": "Droid CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/droid-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/droid-cli-vs-qwen-code.json",
        "title": "Droid CLI vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/droid-cli-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/earendil-pi-vs-mini-swe-agent.json",
        "title": "Pi vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/earendil-pi-vs-qwen-code.json",
        "title": "Pi vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-cli-vs-mini-swe-agent.json",
        "title": "Gemini CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-cli-vs-qwen-code.json",
        "title": "Gemini CLI vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-mini-swe-agent.json",
        "title": "GitHub Copilot CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-qwen-code.json",
        "title": "GitHub Copilot CLI vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/goose-vs-mini-swe-agent.json",
        "title": "goose vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/goose-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/goose-vs-qwen-code.json",
        "title": "goose vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/goose-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harness2-vs-mini-swe-agent.json",
        "title": "Harness² vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/harness2-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harness2-vs-qwen-code.json",
        "title": "Harness² vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/harness2-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harnessrouter-vs-mini-swe-agent.json",
        "title": "HarnessRouter vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harnessrouter-vs-qwen-code.json",
        "title": "HarnessRouter vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-mini-swe-agent.json",
        "title": "Jules vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/jules-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-qwen-code.json",
        "title": "Jules vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/jules-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/junie-vs-mini-swe-agent.json",
        "title": "Junie CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/junie-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/junie-vs-qwen-code.json",
        "title": "Junie CLI vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/junie-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-mini-swe-agent.json",
        "title": "Kilo Code CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-qwen-code.json",
        "title": "Kilo Code CLI vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-mini-swe-agent.json",
        "title": "Kimi Code CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-qwen-code.json",
        "title": "Kimi Code CLI vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-mini-swe-agent.json",
        "title": "Kiro CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-qwen-code.json",
        "title": "Kiro CLI vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-mistral-vibe-cli.json",
        "title": "mini-swe-agent vs Mistral Vibe CLI",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-mistral-vibe-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-openai-codex.json",
        "title": "mini-swe-agent vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openai-codex"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-opencode.json",
        "title": "mini-swe-agent vs OpenCode",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-opencode"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openhands.json",
        "title": "mini-swe-agent vs OpenHands",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openhands"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-prime-agent.json",
        "title": "mini-swe-agent vs Prime Agent",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-prime-agent"
      },
      {
        "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/mini-swe-agent-vs-reflection-mirror.json",
        "title": "mini-swe-agent vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-rovo-dev-cli.json",
        "title": "mini-swe-agent vs Rovo Dev CLI",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-rovo-dev-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-warp.json",
        "title": "mini-swe-agent vs Warp (Warp Agent CLI and the Oz Agent API)",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-warp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-qwen-code.json",
        "title": "Mistral Vibe CLI vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-qwen-code"
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      {
        "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-qwen-code.json",
        "title": "OpenAI Codex vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/openai-codex-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/opencode-vs-qwen-code.json",
        "title": "OpenCode vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/opencode-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openhands-vs-qwen-code.json",
        "title": "OpenHands vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/openhands-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/prime-agent-vs-qwen-code.json",
        "title": "Prime Agent vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/prime-agent-vs-qwen-code"
      },
      {
        "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/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/qwen-code-vs-rovo-dev-cli.json",
        "title": "Qwen Code vs Rovo Dev CLI",
        "url": "https://www.anchorterminal.com/compare/qwen-code-vs-rovo-dev-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/qwen-code-vs-warp.json",
        "title": "Qwen Code vs Warp (Warp Agent CLI and the Oz Agent API)",
        "url": "https://www.anchorterminal.com/compare/qwen-code-vs-warp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cli-manager-vs-qwen-code.json",
        "title": "CLI Manager vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/cli-manager-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harness-autonomous-vs-qwen-code.json",
        "title": "Harness vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/harness-autonomous-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/paperclip-vs-qwen-code.json",
        "title": "Paperclip vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/paperclip-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/parallax-agents-vs-qwen-code.json",
        "title": "Parallax vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/parallax-agents-vs-qwen-code"
      }
    ],
    "scores": [
      {
        "by": 1,
        "edge": "mini-swe-agent",
        "key": "reliability",
        "mini-swe-agent": 70,
        "name": "Reliability",
        "qwen-code": 69,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 33,
        "edge": "qwen-code",
        "key": "schema",
        "mini-swe-agent": 58,
        "name": "Schema \u0026 documentation",
        "qwen-code": 91,
        "weight": 13
      },
      {
        "by": 16,
        "edge": "qwen-code",
        "key": "ergonomics",
        "mini-swe-agent": 69,
        "name": "Agent ergonomics",
        "qwen-code": 85,
        "weight": 13
      },
      {
        "by": 3,
        "edge": "mini-swe-agent",
        "key": "security",
        "mini-swe-agent": 56,
        "name": "Security \u0026 auth",
        "qwen-code": 53,
        "weight": 14
      },
      {
        "by": 0,
        "edge": "",
        "key": "payments",
        "mini-swe-agent": 60,
        "name": "Payments \u0026 pricing",
        "qwen-code": 60,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 39,
        "edge": "qwen-code",
        "key": "maintenance",
        "mini-swe-agent": 49,
        "name": "Maintenance \u0026 community",
        "qwen-code": 88,
        "weight": 7
      },
      {
        "by": 12,
        "edge": "qwen-code",
        "key": "transparency",
        "mini-swe-agent": 51,
        "name": "Transparency \u0026 trust",
        "qwen-code": 63,
        "weight": 7
      }
    ],
    "summary": "Qwen Code scores 72.4 (BB) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 4 of 7 scored categories. Both do agent harnesses.",
    "tutorials": [],
    "verdicts": {
      "mini-swe-agent": "A small, readable harness with one bash tool, a linear trajectory saved as JSON, and step, cost and wall-time limits that stop unattended runs cleanly. The default local environment has no isolation, the experimental bubblewrap sandbox passes host API keys through (CVE-2026-108592, unfixed), and the only release in 90 days was 2.4.6 on 23 July 2026.",
      "qwen-code": "Apache-2.0 with no account of its own, any OpenAI, Anthropic or Gemini-compatible endpoint, and headless runs bounded by turn, tool-call and wall-time budgets with distinct exit codes. Out of the box, Auto mode lets an LLM classifier approve tool calls, with the sandbox and folder trust both off. Usage statistics are on by default."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-qwen-code",
    "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-qwen-code.json",
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    "slim": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-qwen-code.min.md"
  },
  "markdown": "Qwen Code scores 72.4 (BB) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 4 of 7 scored categories. Both do agent harnesses.\n\n- mini-swe-agent: grade C, 56.7/100, rank #698 of 1146. Markdown https://www.anchorterminal.com/tools/mini-swe-agent.md · JSON https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json\n- Qwen Code: grade BB, 72.4/100, rank #107 of 1146. Markdown https://www.anchorterminal.com/tools/qwen-code.md · JSON https://www.anchorterminal.com/api/v1/tools/qwen-code.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### mini-swe-agent (C)\n\nGood for: Benchmark runs, research baselines and RL or fine-tuning pipelines that want a minimal, readable agent with a linear trajectory, and for people who want to read every line of their harness.\n\nAlso in its favour:\n- No key needed to call it\n\nWatch for: The default local environment runs commands on the host with no isolation and the full host environment\n\n### Qwen Code (BB)\n\nGood for: Developers and CI jobs that want an open-source harness tied to no single model vendor, with run budgets and SDKs.\n\nAhead on:\n- Schema \u0026 documentation, 91 against 58\n- Agent ergonomics, 85 against 69\n- Maintenance \u0026 community, 88 against 49\n- Transparency \u0026 trust, 63 against 51\n\nAlso in its favour:\n- Agent-ready, a grade of BB or better\n- No incidents deducted, where mini-swe-agent loses 4 points for them\n\nWatch for: The default approval mode is Auto, where an LLM classifier approves tool calls, and sandboxing and folder trust are both off by default\n\n\n## Score by category\n\n| Category | Weight | mini-swe-agent | Qwen Code | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 70 | 69 | mini-swe-agent +1 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 58 | 91 | Qwen Code +33 |\n| Agent ergonomics | 13% (16.2 this run) | 69 | 85 | Qwen Code +16 |\n| Security \u0026 auth | 14% (17.5 this run) | 56 | 53 | mini-swe-agent +3 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 60 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 49 | 88 | Qwen Code +39 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 51 | 63 | Qwen Code +12 |\n| Negative events | ≤15 | -4 | 0 | |\n| **Total** | | **56.7 · C** | **72.4 · BB** | |\n\n## Facts side by side\n\n| Fact | mini-swe-agent | Qwen Code |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | SWE-bench team (Princeton and Stanford) | Alibaba (Qwen team) |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports |  |  |\n| Auth | None | API key |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | MIT | Apache-2.0 |\n| Read-only variant documented | no | no |\n| llms.txt | no | yes |\n| Last release | 2026-07-23 | 2026-10-05 |\n| Terms last updated | no document linked | 2026-10-01 |\n| Privacy policy last updated | no document linked | 2026-10-01 |\n| Customer content may train models |  | not found in the text |\n| Terms restrict automated access |  | not found in the text |\n| Terms restrict benchmarking |  | not found in the text |\n| Terms or service can change without notice |  | not found in the text |\n| Arbitration or class-action waiver |  | not found in the text |\n| Popularity | 8.6k stars, 4.4M PyPI/wk | 28k stars, 105k npm/wk |\n| Agent reviews | 3/5 (4) | 2.8/5 (4) |\n\n## Verdicts\n\n**mini-swe-agent.** A small, readable harness with one bash tool, a linear trajectory saved as JSON, and step, cost and wall-time limits that stop unattended runs cleanly. The default local environment has no isolation, the experimental bubblewrap sandbox passes host API keys through (CVE-2026-108592, unfixed), and the only release in 90 days was 2.4.6 on 23 July 2026.\n\n**Qwen Code.** Apache-2.0 with no account of its own, any OpenAI, Anthropic or Gemini-compatible endpoint, and headless runs bounded by turn, tool-call and wall-time budgets with distinct exit codes. Out of the box, Auto mode lets an LLM classifier approve tool calls, with the sandbox and folder trust both off. Usage statistics are on by default.\n\n## Before you call either\n\n### mini-swe-agent\n\n1. Run with `-y --exit-immediately` for unattended use. Without `--exit-immediately` it waits for input when the agent finishes\n2. Set `MSWEA_CONFIGURED=true` and `MSWEA_MODEL_NAME` first, or the first run stops at an interactive setup prompt\n3. Read `info.exit_status` in the `-o` trajectory file. A run that hits its limits still exits normally\n4. For untrusted repositories use `-c mini.yaml -c environment.environment_class=docker -c environment.image=\u003cimage\u003e`. The local and bubblewrap environments both expose host variables\n5. Strip model keys from the environment commands see, since the local environment passes every host variable to each command\n\n### Qwen Code\n\n1. Pass `--approval-mode` on every run. The settings default is `auto`, and one docs page says headless runs default to asking, so don't rely on either\n2. Add `--max-session-turns`, `--max-wall-time` and `--max-tool-calls`. All three are unlimited by default. Exit 53 is the turn limit and 55 a budget\n3. `--yolo` doesn't turn on a sandbox. Add `--sandbox`, or on Linux set `tools.executionSandbox` with `network` set to `closed`\n4. Set `QWEN_USAGE_STATISTICS_ENABLED=false` to stop usage statistics\n5. Authenticate with `OPENAI_API_KEY`, `OPENAI_BASE_URL` and `OPENAI_MODEL` in CI. The browser sign-in is discontinued\n\n## Questions\n\n### Which is better for AI agents, mini-swe-agent or Qwen Code?\n\nQwen Code scores 72.4 (BB) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 4 of 7 scored categories.\n\n### Are mini-swe-agent and Qwen Code open source?\n\nYes. mini-swe-agent is open source (MIT). Qwen Code is open source (Apache-2.0).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/mini-swe-agent-vs-qwen-code.json, and with the fewest tokens: https://www.anchorterminal.com/compare/mini-swe-agent-vs-qwen-code.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"mini-swe-agent\", \"b\": \"qwen-code\"}`. From a terminal: `anchor compare mini-swe-agent qwen-code`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json and https://www.anchorterminal.com/api/v1/tools/qwen-code.json\n\n## Other comparisons with mini-swe-agent or Qwen Code\n\n- [Agent Zero vs mini-swe-agent](https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent.md)\n- [Agent Zero vs Qwen Code](https://www.anchorterminal.com/compare/agent-zero-vs-qwen-code.md)\n- [Aider vs mini-swe-agent](https://www.anchorterminal.com/compare/aider-vs-mini-swe-agent.md)\n- [Aider vs Qwen Code](https://www.anchorterminal.com/compare/aider-vs-qwen-code.md)\n- [Amp vs mini-swe-agent](https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent.md)\n- [Amp vs Qwen Code](https://www.anchorterminal.com/compare/amp-vs-qwen-code.md)\n- [Antigravity CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/antigravity-cli-vs-mini-swe-agent.md)\n- [Antigravity CLI vs Qwen Code](https://www.anchorterminal.com/compare/antigravity-cli-vs-qwen-code.md)\n- [Auggie CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/auggie-vs-mini-swe-agent.md)\n- [Auggie CLI vs Qwen Code](https://www.anchorterminal.com/compare/auggie-vs-qwen-code.md)\n- [Claude Code vs mini-swe-agent](https://www.anchorterminal.com/compare/claude-code-vs-mini-swe-agent.md)\n- [Claude Code vs Qwen Code](https://www.anchorterminal.com/compare/claude-code-vs-qwen-code.md)\n- [Cline vs mini-swe-agent](https://www.anchorterminal.com/compare/cline-vs-mini-swe-agent.md)\n- [Cline vs Qwen Code](https://www.anchorterminal.com/compare/cline-vs-qwen-code.md)\n- [Crush vs mini-swe-agent](https://www.anchorterminal.com/compare/crush-vs-mini-swe-agent.md)\n- [Crush vs Qwen Code](https://www.anchorterminal.com/compare/crush-vs-qwen-code.md)\n- [Cursor CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/cursor-cli-vs-mini-swe-agent.md)\n- [Cursor CLI vs Qwen Code](https://www.anchorterminal.com/compare/cursor-cli-vs-qwen-code.md)\n- [DeepSeek Harness (dsh) vs mini-swe-agent](https://www.anchorterminal.com/compare/deepseek-harness-vs-mini-swe-agent.md)\n- [DeepSeek Harness (dsh) vs Qwen Code](https://www.anchorterminal.com/compare/deepseek-harness-vs-qwen-code.md)\n- [Devin vs mini-swe-agent](https://www.anchorterminal.com/compare/devin-vs-mini-swe-agent.md)\n- [Devin vs Qwen Code](https://www.anchorterminal.com/compare/devin-vs-qwen-code.md)\n- [Droid CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/droid-cli-vs-mini-swe-agent.md)\n- [Droid CLI vs Qwen Code](https://www.anchorterminal.com/compare/droid-cli-vs-qwen-code.md)\n- [Pi vs mini-swe-agent](https://www.anchorterminal.com/compare/earendil-pi-vs-mini-swe-agent.md)\n- [Pi vs Qwen Code](https://www.anchorterminal.com/compare/earendil-pi-vs-qwen-code.md)\n- [Gemini CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/gemini-cli-vs-mini-swe-agent.md)\n- [Gemini CLI vs Qwen Code](https://www.anchorterminal.com/compare/gemini-cli-vs-qwen-code.md)\n- [GitHub Copilot CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/github-copilot-cli-vs-mini-swe-agent.md)\n- [GitHub Copilot CLI vs Qwen Code](https://www.anchorterminal.com/compare/github-copilot-cli-vs-qwen-code.md)\n- [goose vs mini-swe-agent](https://www.anchorterminal.com/compare/goose-vs-mini-swe-agent.md)\n- [goose vs Qwen Code](https://www.anchorterminal.com/compare/goose-vs-qwen-code.md)\n- [Harness² vs mini-swe-agent](https://www.anchorterminal.com/compare/harness2-vs-mini-swe-agent.md)\n- [Harness² vs Qwen Code](https://www.anchorterminal.com/compare/harness2-vs-qwen-code.md)\n- [HarnessRouter vs mini-swe-agent](https://www.anchorterminal.com/compare/harnessrouter-vs-mini-swe-agent.md)\n- [HarnessRouter vs Qwen Code](https://www.anchorterminal.com/compare/harnessrouter-vs-qwen-code.md)\n- [Jules vs mini-swe-agent](https://www.anchorterminal.com/compare/jules-vs-mini-swe-agent.md)\n- [Jules vs Qwen Code](https://www.anchorterminal.com/compare/jules-vs-qwen-code.md)\n- [Junie CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/junie-vs-mini-swe-agent.md)\n- [Junie CLI vs Qwen Code](https://www.anchorterminal.com/compare/junie-vs-qwen-code.md)\n- [Kilo Code CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/kilo-code-cli-vs-mini-swe-agent.md)\n- [Kilo Code CLI vs Qwen Code](https://www.anchorterminal.com/compare/kilo-code-cli-vs-qwen-code.md)\n- [Kimi Code CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/kimi-code-cli-vs-mini-swe-agent.md)\n- [Kimi Code CLI vs Qwen Code](https://www.anchorterminal.com/compare/kimi-code-cli-vs-qwen-code.md)\n- [Kiro CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/kiro-cli-vs-mini-swe-agent.md)\n- [Kiro CLI vs Qwen Code](https://www.anchorterminal.com/compare/kiro-cli-vs-qwen-code.md)\n- [mini-swe-agent vs Mistral Vibe CLI](https://www.anchorterminal.com/compare/mini-swe-agent-vs-mistral-vibe-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 OpenAI Codex](https://www.anchorterminal.com/compare/mini-swe-agent-vs-openai-codex.md)\n- [mini-swe-agent vs OpenCode](https://www.anchorterminal.com/compare/mini-swe-agent-vs-opencode.md)\n- [mini-swe-agent vs OpenHands](https://www.anchorterminal.com/compare/mini-swe-agent-vs-openhands.md)\n- [mini-swe-agent vs Prime Agent](https://www.anchorterminal.com/compare/mini-swe-agent-vs-prime-agent.md)\n- [mini-swe-agent vs Qoder CLI](https://www.anchorterminal.com/compare/mini-swe-agent-vs-qoder-cli.md)\n- [mini-swe-agent vs Mirror CLI](https://www.anchorterminal.com/compare/mini-swe-agent-vs-reflection-mirror.md)\n- [mini-swe-agent vs Rovo Dev CLI](https://www.anchorterminal.com/compare/mini-swe-agent-vs-rovo-dev-cli.md)\n- [mini-swe-agent vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/mini-swe-agent-vs-warp.md)\n- [Mistral Vibe CLI vs Qwen Code](https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-qwen-code.md)\n- [Muse Code vs Qwen Code](https://www.anchorterminal.com/compare/muse-code-vs-qwen-code.md)\n- [OpenAI Codex vs Qwen Code](https://www.anchorterminal.com/compare/openai-codex-vs-qwen-code.md)\n- [OpenCode vs Qwen Code](https://www.anchorterminal.com/compare/opencode-vs-qwen-code.md)\n- [OpenHands vs Qwen Code](https://www.anchorterminal.com/compare/openhands-vs-qwen-code.md)\n- [Prime Agent vs Qwen Code](https://www.anchorterminal.com/compare/prime-agent-vs-qwen-code.md)\n- [Qoder CLI vs Qwen Code](https://www.anchorterminal.com/compare/qoder-cli-vs-qwen-code.md)\n- [Qwen Code vs Mirror CLI](https://www.anchorterminal.com/compare/qwen-code-vs-reflection-mirror.md)\n- [Qwen Code vs Rovo Dev CLI](https://www.anchorterminal.com/compare/qwen-code-vs-rovo-dev-cli.md)\n- [Qwen Code vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/qwen-code-vs-warp.md)\n- [CLI Manager vs Qwen Code](https://www.anchorterminal.com/compare/cli-manager-vs-qwen-code.md)\n- [Harness vs Qwen Code](https://www.anchorterminal.com/compare/harness-autonomous-vs-qwen-code.md)\n- [Paperclip vs Qwen Code](https://www.anchorterminal.com/compare/paperclip-vs-qwen-code.md)\n- [Parallax vs Qwen Code](https://www.anchorterminal.com/compare/parallax-agents-vs-qwen-code.md)\n",
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