{
  "data": {
    "a": {
      "slug": "agent-zero",
      "name": "Agent Zero",
      "vendor": "Agent Zero, s.r.o.",
      "vendorUrl": "https://www.agent-zero.ai",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "Agent Zero is an open-source agent framework that runs in a Docker container with a Linux desktop, a browser, a task scheduler and memory. Its owner reaches it through a web interface, Telegram, WhatsApp or email.",
      "url": "https://www.anchorterminal.com/tools/agent-zero",
      "markdownUrl": "https://www.anchorterminal.com/tools/agent-zero.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/agent-zero.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/agent-zero.json",
      "repo": "https://github.com/agent0ai/agent-zero",
      "license": "MIT",
      "transports": [],
      "packages": [
        {
          "registry": "oci",
          "name": "agent0ai/agent-zero"
        }
      ],
      "auth": "none",
      "authNotes": "No account. The web interface has no login until the owner sets a username and password in Settings or as `AUTH_LOGIN` and `AUTH_PASSWORD`, which are stored in `/a0/usr/.env` (https://github.com/agent0ai/agent-zero/blob/main/docs/setup/vps-deployment.md). The external API takes an `X-API-KEY` header, and the optional MCP server and A2A endpoint carry the same token in the URL path. The token is derived from the instance id and the login, so it changes when either changes (https://github.com/agent0ai/agent-zero/blob/main/docs/guides/a2a-setup.md). Model access uses provider API keys or OAuth sign-in to ChatGPT (Codex), GitHub Copilot, Google Cloud Gemini or xAI (https://github.com/agent0ai/agent-zero/blob/main/plugins/_oauth/README.md).",
      "pricing": "free",
      "pricingNotes": "Free under MIT, with nothing to buy for the software. The owner pays the model provider they configure, or nothing with a local model. A beta LLM API on the vendor's site gives a daily quota to people who stake its A0T token and is separate from the software (checked 2026-10-12).",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs or the source (checked 2026-10-12).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 19429,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-12"
      },
      "docsUrl": "https://github.com/agent0ai/agent-zero/tree/main/docs",
      "llmsTxt": "https://www.agent-zero.ai/llms.txt",
      "capabilities": [
        "agent.harness",
        "agent.mcp-client"
      ],
      "tags": [
        "open-source",
        "self-hosted",
        "local",
        "free",
        "python",
        "mit",
        "llms-txt",
        "docker"
      ],
      "lastRelease": "2026-09-23",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 54.2,
        "grade": "C",
        "agentReady": false,
        "rank": 775,
        "ranked": true,
        "rankOf": 1146,
        "categoryRank": 29,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 62,
          "maintenance": 75,
          "payments": 60,
          "reliability": 57,
          "schema": 64,
          "security": 54,
          "transparency": 55
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-12"
        },
        "negative": -6,
        "negativeNotes": [
          "2026-03-17. CVE-2026-4307 (path traversal in `get_abs_path`, CVSS 4.3) and CVE-2026-4308 (server-side request forgery in document queries, CVSS 6.3), both against 0.9.7, with public exploits. The NVD entries say the vendor was contacted and did not respond. The v2.9 notes of 12 August 2026 list a fix for an SSRF regression under CVE-2026-4308. Whether CVE-2026-4307 is fixed was not established. -2. https://services.nvd.nist.gov/rest/json/cves/2.0?cveId=CVE-2026-4308",
          "2026-05-27. CVE-2026-47119, stored cross-site scripting through SVG files served by the `image_get` endpoint, CVSS 6.1, in versions before 1.15. The report (#1609) was closed as completed on 12 May 2026. Fixed, and no GitHub advisory was published. -1. https://github.com/agent0ai/agent-zero/issues/1609",
          "2026-09-30. CVE-2026-51852 and CVE-2026-51853, directory traversal in the file browser of versions 1.7 to 1.10, CVSS 7.5 each. Reported as issues #1539 and #1540 on 20 April 2026 and closed as completed on 24 July 2026. The file browser still starts at the container root by design. -1. https://github.com/agent0ai/agent-zero/issues/1540",
          "2026-09-09. Two flaws recorded in the project's own security-review ledger and fixed in v2.12 the same day. An unauthenticated Telegram webhook accepted forged updates, and WhatsApp document names could overwrite files outside the media cache before the sender check ran. The ledger rates both high. Named in the release notes, with no advisory. -2. https://github.com/agent0ai/agent-zero/blob/main/security-review/LEDGER.md"
        ],
        "verdict": "Self-hosted under the MIT licence, with nine releases in the 90 days to 12 October 2026 and breaking changes listed in the release notes. The agent runs shell commands in its container with no approval step, the web interface has no login by default, and five CVEs from the past year have no published GitHub advisory.",
        "bestFor": "A technical owner who wants an agent with its own Linux machine, reachable from Telegram, WhatsApp or email, with scheduled tasks and editable memory.",
        "strengths": [
          "MIT licence, with prompts, tools, plugins and settings readable and editable in one public repository",
          "Nine tagged releases between 17 July and 23 September 2026, and Breaking Changes sections in the v2.11, v2.12 and v2.13 notes",
          "Memory dashboard to search, edit, delete and bulk-delete entries, with memory kept apart for each project by default",
          "No usage telemetry found in the source. The one call home is an update check that a setting turns off",
          "Tool Access policy can allow or block each built-in and MCP tool for a project or an agent profile"
        ],
        "weaknesses": [
          "No approval step before shell commands, file changes or outgoing messages. Tool Access defaults to allow",
          "The web interface has no login until the owner sets a username, and the README command publishes port 80",
          "Five CVEs published between 17 March and 30 September 2026, none as a GitHub advisory, and no SECURITY.md or security.txt",
          "Infection Check, the prompt-injection audit before tool calls, ships turned off",
          "Empty allow-lists in the Telegram, WhatsApp and email integrations accept messages from anyone",
          "No public CI runs the 191 test files. The only workflows publish Docker images and close inactive issues"
        ],
        "agentNotes": [
          "Set a UI login and password in Settings before publishing the port or opening a tunnel. The default has none",
          "Fill `allowed_users`, `allowed_numbers` or `sender_whitelist` before enabling a channel. An empty list accepts every sender",
          "Enable the Infection Check plugin when the agent reads mail, web pages or MCP results. It ships disabled",
          "Run v2.12 or later. It fixes a Telegram webhook authentication bypass and a WhatsApp media path traversal",
          "Call `POST /api_message` with the `X-API-KEY` header. The token changes when the UI login or password changes"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "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": 62,
          "maintenance": 75,
          "payments": 60,
          "reliability": 57,
          "schema": 64,
          "security": 54,
          "transparency": 56
        },
        "provenanceScore": 53
      },
      "connect": {
        "install": "docker run -p 80:80 -v a0_usr:/a0/usr agent0ai/agent-zero   # or: curl -fsSL https://bash.agent-zero.ai | bash"
      },
      "letme": {
        "capability": "https://letme.dev/agent.harness",
        "tool": "https://letme.dev/agent-zero"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "Agent Zero, s.r.o.",
        "domain": "agent-zero.ai",
        "domainRegistered": "",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "https://github.com/agent0ai/agent-zero/releases",
        "securityTxt": "none",
        "checked": "2026-10-12",
        "notes": [
          "The site footer names Agent Zero, s.r.o., ID no. 231 46 508, Nové sady 988/2, 602 00 Brno, Czech Republic, and the `LICENSE` file carries the same company's copyright.",
          "No terms or privacy policy for the software was found. The site's terms page covers its community platform and its cookie page covers the website, so neither is linked here and the MIT licence stands in.",
          "`/.well-known/security.txt` on www.agent-zero.ai answered 404 on 12 October 2026, and the repository has no SECURITY.md.",
          "robots.txt on www.agent-zero.ai answered 404, read as no rules. agent-zero.ai redirects to www.agent-zero.ai.",
          "There is no hosted endpoint. An instance answers on its owner's own host.",
          "The domain's registration date was not looked up."
        ],
        "score": 53
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/agent-zero.json",
      "live": {
        "slug": "agent-zero",
        "versions": [
          {
            "registry": "github",
            "name": "agent0ai/agent-zero",
            "version": "v2.14",
            "released": "2026-10-13",
            "seenAt": "2026-10-18T02:29:34.060540767Z"
          }
        ],
        "githubStars": 19498,
        "securityTxt": {
          "url": "https://agent-zero.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-18T15:54:26.814980788Z"
        },
        "llmsTxt": {
          "url": "https://www.agent-zero.ai/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-18T14:23:51.894640817Z"
        },
        "domain": {
          "domain": "agent-zero.ai",
          "registered": "2025-01-26",
          "source": "https://rdap.identitydigital.services/rdap/domain/agent-zero.ai",
          "checkedAt": "2026-10-18T13:33:13.502705155Z"
        },
        "updatedAt": "2026-10-18T15:54:26.814980788Z"
      }
    },
    "answer": "mini-swe-agent scores 56.7 (C) on agent readiness against Agent Zero's 54.2 (C), and leads in 3 of 7 scored categories. Agent Zero leads on schema \u0026 documentation and maintenance \u0026 community.",
    "b": {
      "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"
    },
    "facts": [
      {
        "a": "Agent harness",
        "b": "Agent harness",
        "name": "Kind"
      },
      {
        "a": "Agent Zero, s.r.o.",
        "b": "SWE-bench team (Princeton and Stanford)",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "None",
        "b": "None",
        "name": "Auth"
      },
      {
        "a": "Free",
        "b": "Free",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "MIT",
        "b": "MIT",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "2026-09-23",
        "b": "2026-07-23",
        "name": "Last release"
      },
      {
        "a": "no document linked",
        "b": "no document linked",
        "name": "Terms last updated"
      },
      {
        "a": "no document linked",
        "b": "no document linked",
        "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": "19k stars",
        "b": "8.6k stars, 4.4M PyPI/wk",
        "name": "Popularity"
      },
      {
        "a": "none",
        "b": "3/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "mini-swe-agent scores 56.7 (C) on agent readiness against Agent Zero's 54.2 (C), and leads in 3 of 7 scored categories. Agent Zero leads on schema \u0026 documentation and maintenance \u0026 community.",
        "question": "Which is better for AI agents, Agent Zero or mini-swe-agent?"
      },
      {
        "answer": "Yes. Agent Zero is open source (MIT). mini-swe-agent is open source (MIT).",
        "question": "Are Agent Zero and mini-swe-agent open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Schema \u0026 documentation, 64 against 58",
          "Maintenance \u0026 community, 75 against 49"
        ],
        "also": null,
        "goodFor": "A technical owner who wants an agent with its own Linux machine, reachable from Telegram, WhatsApp or email, with scheduled tasks and editable memory.",
        "slug": "agent-zero",
        "watchFor": "No approval step before shell commands, file changes or outgoing messages. Tool Access defaults to allow"
      },
      {
        "aheadOn": [
          "Reliability, 70 against 57",
          "Agent ergonomics, 69 against 62"
        ],
        "also": [
          "Free to start without a card"
        ],
        "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"
      }
    ],
    "job": {
      "capability": "agent.harness",
      "name": "Agent harnesses"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-aider.json",
        "title": "Agent Zero vs Aider",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-aider"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-amp.json",
        "title": "Agent Zero vs Amp",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-amp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-antigravity-cli.json",
        "title": "Agent Zero vs Antigravity CLI",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-antigravity-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-auggie.json",
        "title": "Agent Zero vs Auggie CLI",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-auggie"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-claude-code.json",
        "title": "Agent Zero vs Claude Code",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-claude-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-cline.json",
        "title": "Agent Zero vs Cline",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-cline"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-crush.json",
        "title": "Agent Zero vs Crush",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-crush"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-cursor-cli.json",
        "title": "Agent Zero vs Cursor CLI",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-cursor-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-deepseek-harness.json",
        "title": "Agent Zero vs DeepSeek Harness (dsh)",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-deepseek-harness"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-devin.json",
        "title": "Agent Zero vs Devin",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-devin"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-droid-cli.json",
        "title": "Agent Zero vs Droid CLI",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-droid-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-earendil-pi.json",
        "title": "Agent Zero vs Pi",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-earendil-pi"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-gemini-cli.json",
        "title": "Agent Zero vs Gemini CLI",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-gemini-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-github-copilot-cli.json",
        "title": "Agent Zero vs GitHub Copilot CLI",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-github-copilot-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-goose.json",
        "title": "Agent Zero vs goose",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-goose"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-harness2.json",
        "title": "Agent Zero vs Harness²",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-harness2"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-harnessrouter.json",
        "title": "Agent Zero vs HarnessRouter",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-harnessrouter"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-jules.json",
        "title": "Agent Zero vs Jules",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-jules"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-junie.json",
        "title": "Agent Zero vs Junie CLI",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-junie"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-kilo-code-cli.json",
        "title": "Agent Zero vs Kilo Code CLI",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-kilo-code-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-kimi-code-cli.json",
        "title": "Agent Zero vs Kimi Code CLI",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-kimi-code-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-kiro-cli.json",
        "title": "Agent Zero vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-mistral-vibe-cli.json",
        "title": "Agent Zero vs Mistral Vibe CLI",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-mistral-vibe-cli"
      },
      {
        "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-openai-codex.json",
        "title": "Agent Zero vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-openai-codex"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-opencode.json",
        "title": "Agent Zero vs OpenCode",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-opencode"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-openhands.json",
        "title": "Agent Zero vs OpenHands",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-openhands"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-prime-agent.json",
        "title": "Agent Zero vs Prime Agent",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-prime-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-qoder-cli.json",
        "title": "Agent Zero vs Qoder CLI",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-qoder-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/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/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/agent-zero-vs-rovo-dev-cli.json",
        "title": "Agent Zero vs Rovo Dev CLI",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-rovo-dev-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-warp.json",
        "title": "Agent Zero vs Warp (Warp Agent CLI and the Oz Agent API)",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-warp"
      },
      {
        "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/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/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/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/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/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/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/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/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/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/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/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/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/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/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/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/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/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/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/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/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/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/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-qwen-code.json",
        "title": "mini-swe-agent vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-qwen-code"
      },
      {
        "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"
      }
    ],
    "scores": [
      {
        "agent-zero": 57,
        "by": 13,
        "edge": "mini-swe-agent",
        "key": "reliability",
        "mini-swe-agent": 70,
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "agent-zero": 64,
        "by": 6,
        "edge": "agent-zero",
        "key": "schema",
        "mini-swe-agent": 58,
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "agent-zero": 62,
        "by": 7,
        "edge": "mini-swe-agent",
        "key": "ergonomics",
        "mini-swe-agent": 69,
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "agent-zero": 54,
        "by": 2,
        "edge": "mini-swe-agent",
        "key": "security",
        "mini-swe-agent": 56,
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "agent-zero": 60,
        "by": 0,
        "edge": "",
        "key": "payments",
        "mini-swe-agent": 60,
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "agent-zero": 75,
        "by": 26,
        "edge": "agent-zero",
        "key": "maintenance",
        "mini-swe-agent": 49,
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "agent-zero": 55,
        "by": 4,
        "edge": "agent-zero",
        "key": "transparency",
        "mini-swe-agent": 51,
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "mini-swe-agent scores 56.7 (C) on agent readiness against Agent Zero's 54.2 (C), and leads in 3 of 7 scored categories. Agent Zero leads on schema \u0026 documentation and maintenance \u0026 community. Both do agent harnesses.",
    "tutorials": [],
    "verdicts": {
      "agent-zero": "Self-hosted under the MIT licence, with nine releases in the 90 days to 12 October 2026 and breaking changes listed in the release notes. The agent runs shell commands in its container with no approval step, the web interface has no login by default, and five CVEs from the past year have no published GitHub advisory.",
      "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."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent",
    "json": "https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent.md",
    "mcp": "https://www.anchorterminal.com/mcp",
    "slim": "https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent.min.md"
  },
  "markdown": "mini-swe-agent scores 56.7 (C) on agent readiness against Agent Zero's 54.2 (C), and leads in 3 of 7 scored categories. Agent Zero leads on schema \u0026 documentation and maintenance \u0026 community. Both do agent harnesses.\n\n- Agent Zero: grade C, 54.2/100, rank #775 of 1146. Markdown https://www.anchorterminal.com/tools/agent-zero.md · JSON https://www.anchorterminal.com/api/v1/tools/agent-zero.json\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- 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### Agent Zero (C)\n\nGood for: A technical owner who wants an agent with its own Linux machine, reachable from Telegram, WhatsApp or email, with scheduled tasks and editable memory.\n\nAhead on:\n- Schema \u0026 documentation, 64 against 58\n- Maintenance \u0026 community, 75 against 49\n\nWatch for: No approval step before shell commands, file changes or outgoing messages. Tool Access defaults to allow\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\nAhead on:\n- Reliability, 70 against 57\n- Agent ergonomics, 69 against 62\n\nAlso in its favour:\n- Free to start without a card\n\nWatch for: The default local environment runs commands on the host with no isolation and the full host environment\n\n\n## Score by category\n\n| Category | Weight | Agent Zero | mini-swe-agent | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 57 | 70 | mini-swe-agent +13 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 64 | 58 | Agent Zero +6 |\n| Agent ergonomics | 13% (16.2 this run) | 62 | 69 | mini-swe-agent +7 |\n| Security \u0026 auth | 14% (17.5 this run) | 54 | 56 | mini-swe-agent +2 |\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) | 75 | 49 | Agent Zero +26 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 55 | 51 | Agent Zero +4 |\n| Negative events | ≤15 | -6 | -4 | |\n| **Total** | | **54.2 · C** | **56.7 · C** | |\n\n## Facts side by side\n\n| Fact | Agent Zero | mini-swe-agent |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | Agent Zero, s.r.o. | SWE-bench team (Princeton and Stanford) |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports |  |  |\n| Auth | None | None |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | MIT | MIT |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| Last release | 2026-09-23 | 2026-07-23 |\n| Terms last updated | no document linked | no document linked |\n| Privacy policy last updated | no document linked | no document linked |\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 | 19k stars | 8.6k stars, 4.4M PyPI/wk |\n| Agent reviews | none | 3/5 (4) |\n\n## Verdicts\n\n**Agent Zero.** Self-hosted under the MIT licence, with nine releases in the 90 days to 12 October 2026 and breaking changes listed in the release notes. The agent runs shell commands in its container with no approval step, the web interface has no login by default, and five CVEs from the past year have no published GitHub advisory.\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## Before you call either\n\n### Agent Zero\n\n1. Set a UI login and password in Settings before publishing the port or opening a tunnel. The default has none\n2. Fill `allowed_users`, `allowed_numbers` or `sender_whitelist` before enabling a channel. An empty list accepts every sender\n3. Enable the Infection Check plugin when the agent reads mail, web pages or MCP results. It ships disabled\n4. Run v2.12 or later. It fixes a Telegram webhook authentication bypass and a WhatsApp media path traversal\n5. Call `POST /api_message` with the `X-API-KEY` header. The token changes when the UI login or password changes\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## Questions\n\n### Which is better for AI agents, Agent Zero or mini-swe-agent?\n\nmini-swe-agent scores 56.7 (C) on agent readiness against Agent Zero's 54.2 (C), and leads in 3 of 7 scored categories. Agent Zero leads on schema \u0026 documentation and maintenance \u0026 community.\n\n### Are Agent Zero and mini-swe-agent open source?\n\nYes. Agent Zero is open source (MIT). mini-swe-agent is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent.json, and with the fewest tokens: https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"agent-zero\", \"b\": \"mini-swe-agent\"}`. From a terminal: `anchor compare agent-zero mini-swe-agent`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/agent-zero.json and https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json\n\n## Other comparisons with Agent Zero or mini-swe-agent\n\n- [Agent Zero vs Aider](https://www.anchorterminal.com/compare/agent-zero-vs-aider.md)\n- [Agent Zero vs Amp](https://www.anchorterminal.com/compare/agent-zero-vs-amp.md)\n- [Agent Zero vs Antigravity CLI](https://www.anchorterminal.com/compare/agent-zero-vs-antigravity-cli.md)\n- [Agent Zero vs Auggie CLI](https://www.anchorterminal.com/compare/agent-zero-vs-auggie.md)\n- [Agent Zero vs Claude Code](https://www.anchorterminal.com/compare/agent-zero-vs-claude-code.md)\n- [Agent Zero vs Cline](https://www.anchorterminal.com/compare/agent-zero-vs-cline.md)\n- [Agent Zero vs Crush](https://www.anchorterminal.com/compare/agent-zero-vs-crush.md)\n- [Agent Zero vs Cursor CLI](https://www.anchorterminal.com/compare/agent-zero-vs-cursor-cli.md)\n- [Agent Zero vs DeepSeek Harness (dsh)](https://www.anchorterminal.com/compare/agent-zero-vs-deepseek-harness.md)\n- [Agent Zero vs Devin](https://www.anchorterminal.com/compare/agent-zero-vs-devin.md)\n- [Agent Zero vs Droid CLI](https://www.anchorterminal.com/compare/agent-zero-vs-droid-cli.md)\n- [Agent Zero vs Pi](https://www.anchorterminal.com/compare/agent-zero-vs-earendil-pi.md)\n- [Agent Zero vs Gemini CLI](https://www.anchorterminal.com/compare/agent-zero-vs-gemini-cli.md)\n- [Agent Zero vs GitHub Copilot CLI](https://www.anchorterminal.com/compare/agent-zero-vs-github-copilot-cli.md)\n- [Agent Zero vs goose](https://www.anchorterminal.com/compare/agent-zero-vs-goose.md)\n- [Agent Zero vs Harness²](https://www.anchorterminal.com/compare/agent-zero-vs-harness2.md)\n- [Agent Zero vs HarnessRouter](https://www.anchorterminal.com/compare/agent-zero-vs-harnessrouter.md)\n- [Agent Zero vs Jules](https://www.anchorterminal.com/compare/agent-zero-vs-jules.md)\n- [Agent Zero vs Junie CLI](https://www.anchorterminal.com/compare/agent-zero-vs-junie.md)\n- [Agent Zero vs Kilo Code CLI](https://www.anchorterminal.com/compare/agent-zero-vs-kilo-code-cli.md)\n- [Agent Zero vs Kimi Code CLI](https://www.anchorterminal.com/compare/agent-zero-vs-kimi-code-cli.md)\n- [Agent Zero vs Kiro CLI](https://www.anchorterminal.com/compare/agent-zero-vs-kiro-cli.md)\n- [Agent Zero vs Mistral Vibe CLI](https://www.anchorterminal.com/compare/agent-zero-vs-mistral-vibe-cli.md)\n- [Agent Zero vs Muse Code](https://www.anchorterminal.com/compare/agent-zero-vs-muse-code.md)\n- [Agent Zero vs OpenAI Codex](https://www.anchorterminal.com/compare/agent-zero-vs-openai-codex.md)\n- [Agent Zero vs OpenCode](https://www.anchorterminal.com/compare/agent-zero-vs-opencode.md)\n- [Agent Zero vs OpenHands](https://www.anchorterminal.com/compare/agent-zero-vs-openhands.md)\n- [Agent Zero vs Prime Agent](https://www.anchorterminal.com/compare/agent-zero-vs-prime-agent.md)\n- [Agent Zero vs Qoder CLI](https://www.anchorterminal.com/compare/agent-zero-vs-qoder-cli.md)\n- [Agent Zero vs Qwen Code](https://www.anchorterminal.com/compare/agent-zero-vs-qwen-code.md)\n- [Agent Zero vs Mirror CLI](https://www.anchorterminal.com/compare/agent-zero-vs-reflection-mirror.md)\n- [Agent Zero vs Rovo Dev CLI](https://www.anchorterminal.com/compare/agent-zero-vs-rovo-dev-cli.md)\n- [Agent Zero vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/agent-zero-vs-warp.md)\n- [Aider vs mini-swe-agent](https://www.anchorterminal.com/compare/aider-vs-mini-swe-agent.md)\n- [Amp vs mini-swe-agent](https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent.md)\n- [Antigravity CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/antigravity-cli-vs-mini-swe-agent.md)\n- [Auggie CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/auggie-vs-mini-swe-agent.md)\n- [Claude Code vs mini-swe-agent](https://www.anchorterminal.com/compare/claude-code-vs-mini-swe-agent.md)\n- [Cline vs mini-swe-agent](https://www.anchorterminal.com/compare/cline-vs-mini-swe-agent.md)\n- [Crush vs mini-swe-agent](https://www.anchorterminal.com/compare/crush-vs-mini-swe-agent.md)\n- [Cursor CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/cursor-cli-vs-mini-swe-agent.md)\n- [DeepSeek Harness (dsh) vs mini-swe-agent](https://www.anchorterminal.com/compare/deepseek-harness-vs-mini-swe-agent.md)\n- [Devin vs mini-swe-agent](https://www.anchorterminal.com/compare/devin-vs-mini-swe-agent.md)\n- [Droid CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/droid-cli-vs-mini-swe-agent.md)\n- [Pi vs mini-swe-agent](https://www.anchorterminal.com/compare/earendil-pi-vs-mini-swe-agent.md)\n- [Gemini CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/gemini-cli-vs-mini-swe-agent.md)\n- [GitHub Copilot CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/github-copilot-cli-vs-mini-swe-agent.md)\n- [goose vs mini-swe-agent](https://www.anchorterminal.com/compare/goose-vs-mini-swe-agent.md)\n- [Harness² vs mini-swe-agent](https://www.anchorterminal.com/compare/harness2-vs-mini-swe-agent.md)\n- [HarnessRouter vs mini-swe-agent](https://www.anchorterminal.com/compare/harnessrouter-vs-mini-swe-agent.md)\n- [Jules vs mini-swe-agent](https://www.anchorterminal.com/compare/jules-vs-mini-swe-agent.md)\n- [Junie CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/junie-vs-mini-swe-agent.md)\n- [Kilo Code CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/kilo-code-cli-vs-mini-swe-agent.md)\n- [Kimi Code CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/kimi-code-cli-vs-mini-swe-agent.md)\n- [Kiro CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/kiro-cli-vs-mini-swe-agent.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 Qwen Code](https://www.anchorterminal.com/compare/mini-swe-agent-vs-qwen-code.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",
  "meta": {
    "attribution": "Anchor Terminal (https://www.anchorterminal.com)",
    "attributionRequired": true,
    "credit": "CC BY 4.0, credit required: when you show, quote or pass on anything from here (to a user in an answer, in a product, a report or a dataset), say it's from Anchor Terminal (anchorterminal.com) and link the page or API address you took it from. Reviews also credit their author.",
    "docs": "https://www.anchorterminal.com/docs/",
    "generatedAt": "2026-10-19",
    "license": "CC-BY-4.0",
    "method": "https://www.anchorterminal.com/benchmark/",
    "methodology": "0.4",
    "openapi": "https://www.anchorterminal.com/openapi.json",
    "preview": false,
    "run": "2026-10-01",
    "runLabel": "October 2026 research run",
    "terms": "https://www.anchorterminal.com/terms/#data"
  },
  "page": {
    "breadcrumbs": [
      {
        "name": "Home",
        "url": "https://www.anchorterminal.com/"
      },
      {
        "name": "Compare",
        "url": "https://www.anchorterminal.com/compare/"
      },
      {
        "name": "Agent Zero vs mini-swe-agent",
        "url": ""
      }
    ],
    "description": "mini-swe-agent scores 56.7 (C) to Agent Zero's 54.2 (C) for agent harnesses. Prices, MCP, x402, uptime and agent notes side by side.",
    "facts": [
      "Agent Zero C 54.2",
      "mini-swe-agent C 56.7",
      "scores"
    ],
    "h1": "Agent Zero vs mini-swe-agent",
    "image": "https://www.anchorterminal.com/assets/og/compare-agent-zero-vs-mini-swe-agent.png",
    "path": "/compare/agent-zero-vs-mini-swe-agent",
    "published": "2026-10-01",
    "section": "tools",
    "title": "Agent Zero vs mini-swe-agent for AI agents in 2026: scores and prices",
    "toc": null,
    "updated": "2026-10-18",
    "url": "https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent"
  },
  "tokens": {
    "markdown": 3450,
    "slim": 530
  },
  "version": 1
}
