{
  "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": "OpenHands scores 70.8 (BB) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 6 of 7 scored categories.",
    "b": {
      "slug": "openhands",
      "name": "OpenHands",
      "vendor": "All Hands AI",
      "vendorUrl": "https://openhands.dev",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "Open-source coding agent with a self-hosted web interface, local and remote execution, and scheduled or webhook-driven automation.",
      "url": "https://www.anchorterminal.com/tools/openhands",
      "markdownUrl": "https://www.anchorterminal.com/tools/openhands.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/openhands.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/openhands.json",
      "repo": "https://github.com/OpenHands/OpenHands",
      "license": "MIT (Agent Canvas, SDK, tools and Agent Server). OpenHands Cloud is a hosted service",
      "transports": [],
      "packages": [
        {
          "registry": "npm",
          "name": "@openhands/agent-canvas"
        },
        {
          "registry": "pypi",
          "name": "openhands-sdk"
        },
        {
          "registry": "pypi",
          "name": "openhands-agent-server"
        },
        {
          "registry": "oci",
          "name": "ghcr.io/openhands/agent-canvas"
        }
      ],
      "auth": "mixed",
      "authNotes": "Local installs bind to 127.0.0.1 and inject a session key into the page. Public mode (`--public`) needs `LOCAL_BACKEND_API_KEY`, sent as `X-Session-API-Key` on every API call. Model credentials are your own provider keys or an OpenHands LLM key, and OpenHands Cloud has its own sign-in and API keys.",
      "pricing": "freemium",
      "pricingNotes": "Agent Canvas, the SDK and the Agent Server are free and MIT. OpenHands Cloud has a free Individual plan of 10 conversations a day with your own model key or the OpenHands LLM provider, which the docs say bills model calls at provider rates with no markup. Enterprise (SaaS, or self-hosted in your VPC) is priced by sales.",
      "priceSummary": "Freemium",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs, the pricing page or the source (checked 2026-10-01).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 89800,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-01"
      },
      "docsUrl": "https://docs.openhands.dev",
      "llmsTxt": "https://docs.openhands.dev/llms.txt",
      "openapi": "https://raw.githubusercontent.com/OpenHands/docs/main/openapi/agent-sdk.json",
      "capabilities": [
        "agent.harness",
        "agent.mcp-client",
        "agent.multi-agent"
      ],
      "tags": [
        "open-source",
        "local",
        "self-hosted",
        "hosted",
        "freemium",
        "python",
        "typescript",
        "docker",
        "openapi",
        "llms-txt",
        "telemetry-default-on",
        "beta"
      ],
      "lastRelease": "2026-09-30",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 70.8,
        "grade": "BB",
        "agentReady": true,
        "rank": 153,
        "ranked": true,
        "rankOf": 1146,
        "categoryRank": 5,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 78,
          "maintenance": 85,
          "payments": 60,
          "reliability": 83,
          "schema": 87,
          "security": 66,
          "transparency": 67
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": -5,
        "negativeNotes": [
          "Current behaviour, checked 2026-10-02. Agent Canvas sends a `canvas_install` event with platform, user agent, referrer and origin to PostHog through OpenHands' proxy at z.openhands.dev on first use, before the consent prompt, opting the client in for that one event. The source comment says the proxy is there to get past ad blockers, the consent prompt's box is ticked by default, and no user-facing doc mentions the early event. Undisclosed telemetry, -3. https://github.com/OpenHands/OpenHands/blob/main/src/services/telemetry.ts",
          "2026-03-23. GHSA-7h8w-hj9j-8rjw (CVE-2026-33718, 7.6 in the advisory, 9.9 at NVD), command injection through the `path` parameter of the git diff endpoint let an authenticated user run commands in the agent sandbox. Fixed in 1.5.0 and published, a little over six months old, -1. https://github.com/OpenHands/OpenHands/security/advisories/GHSA-7h8w-hj9j-8rjw",
          "2026-08-06. CVE-2026-19022 (6.3), command injection in `initialize_repo` in the pull request resolver of OpenHands 0.62.0 and earlier, the V0 line the V1 rewrite replaced. No GitHub advisory found, -1. https://nvd.nist.gov/vuln/detail/CVE-2026-19022"
        ],
        "verdict": "A Docker container per conversation with `OH_CONVERSATION_RUNTIME=docker`, each with its own Agent Server. Confirmation mode is off by default in Agent Canvas, and the npm install gives the agent the host's whole filesystem.",
        "bestFor": "Teams that want to self-host a coding agent with a web UI, per-conversation Docker sandboxes and scheduled or webhook automations, or embed the agent through a Python SDK and REST API.",
        "strengths": [
          "A Docker container per conversation with `OH_CONVERSATION_RUNTIME=docker`, each with its own Agent Server",
          "Typed Python SDK and an Agent Server REST API with an OpenAPI 3.1 spec, plus a TypeScript client",
          "Confirmation policies (always, never, at or above a risk level) with LLM, Invariant and GraySwan risk analysers",
          "Any model through LiteLLM, local ones included, and MCP over stdio, SSE and streamable HTTP with OAuth",
          "21 Agent Canvas releases between 24 July and 25 September 2026, with CI passing on main"
        ],
        "weaknesses": [
          "Confirmation mode is off by default in Agent Canvas, and the npm install gives the agent the host's whole filesystem",
          "One anonymous install event goes to PostHog before the consent prompt, whose opt-in box is pre-ticked",
          "The terminal CLI has been unmaintained since 11 August 2026 and the Docker-based local GUI is deprecated, yet both fill much of the docs",
          "Agent Canvas carries a beta badge, and its CHANGELOG.md stops at 1.0.0-alpha.2",
          "The privacy policy (3 September 2025) allows training on Cloud content and gives no retention period"
        ],
        "agentNotes": [
          "Set `AGENT_CANVAS_DISABLE_TELEMETRY=1` and `DO_NOT_TRACK=1` before the first start",
          "Start Canvas with `OH_CONVERSATION_RUNTIME=docker` or use the Docker image. The npm install runs the agent on the host",
          "Turn on confirmation mode with a risk threshold. Canvas starts with it off",
          "Use the SDK or the Agent Server API for headless runs. The `openhands --headless` CLI is no longer maintained",
          "Set `filter_tools_regex` on the agent to keep unneeded MCP tool definitions out of the context"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 2.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "BB",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 70.8
          }
        ],
        "editorialScores": {
          "ergonomics": 78,
          "maintenance": 85,
          "payments": 60,
          "reliability": 83,
          "schema": 87,
          "security": 66,
          "transparency": 67
        },
        "provenanceScore": 66
      },
      "connect": {
        "install": "npm install -g @openhands/agent-canvas   # Node 24+ and uv; or: pip install openhands-sdk openhands-tools",
        "headless": {
          "env": {
            "DO_NOT_TRACK": "1",
            "LLM_API_KEY": "\u003ckey\u003e",
            "LLM_MODEL": "\u003cprovider/model\u003e"
          },
          "sdk": "pip install openhands-sdk openhands-tools",
          "server": "OH_CONVERSATION_RUNTIME=docker AGENT_CANVAS_DISABLE_TELEMETRY=1 agent-canvas --backend-only"
        }
      },
      "letme": {
        "capability": "https://letme.dev/agent.harness",
        "tool": "https://letme.dev/openhands"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "All Hands AI",
        "domain": "openhands.dev",
        "domainRegistered": "",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "https://openhands.dev/privacy",
        "statusPage": "",
        "changelog": "https://github.com/OpenHands/OpenHands/releases",
        "securityTxt": "valid",
        "checked": "2026-10-01",
        "notes": [
          "The privacy policy (effective 3 September 2025) names All Hands AI, 24 Oak Street, Unit 2, Cambridge, MA 02139. We found no terms of service link on the pricing or privacy pages.",
          "openhands.dev/.well-known/security.txt lists security@openhands.dev and a responsible-disclosure policy, and expires on 2026-10-28.",
          "The SDK's LLM proxy still runs on llm-proxy.app.all-hands.dev, the company's older domain.",
          "We didn't check for a status page or the domain's registration date."
        ],
        "score": 66
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/openhands.json",
      "live": {
        "slug": "openhands",
        "versions": [
          {
            "registry": "github",
            "name": "OpenHands/OpenHands",
            "version": "v1.27.1",
            "released": "2026-10-12",
            "seenAt": "2026-10-18T03:07:06.83154182Z"
          },
          {
            "registry": "npm",
            "name": "@openhands/agent-canvas",
            "version": "1.27.1",
            "seenAt": "2026-10-18T03:07:03.904408013Z"
          },
          {
            "registry": "pypi",
            "name": "openhands-agent-server",
            "version": "1.55.1",
            "released": "2026-10-16",
            "seenAt": "2026-10-18T03:07:04.937336906Z"
          },
          {
            "registry": "pypi",
            "name": "openhands-sdk",
            "version": "1.55.1",
            "released": "2026-10-16",
            "seenAt": "2026-10-18T03:07:04.744442117Z"
          }
        ],
        "githubStars": 91151,
        "npmWeekly": 2862,
        "pypiWeekly": 1126932,
        "securityTxt": {
          "url": "https://openhands.dev/.well-known/security.txt",
          "state": "valid",
          "expires": "2026-10-28T17:00:00.000Z",
          "checkedAt": "2026-10-18T15:53:00.907690077Z"
        },
        "llmsTxt": {
          "url": "https://docs.openhands.dev/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-18T14:25:45.924836554Z"
        },
        "domain": {
          "domain": "openhands.dev",
          "registered": "2025-07-23",
          "source": "https://pubapi.registry.google/rdap/domain/openhands.dev",
          "checkedAt": "2026-10-18T13:35:44.02567456Z"
        },
        "pages": [
          {
            "url": "https://openhands.dev/privacy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-18T23:34:26.514259763Z",
            "changedAt": "2026-10-18T23:34:26.514259763Z",
            "fingerprint": "17920f929f07"
          }
        ],
        "updatedAt": "2026-10-18T23:34:26.514259763Z"
      }
    },
    "facts": [
      {
        "a": "Agent harness",
        "b": "Agent harness",
        "name": "Kind"
      },
      {
        "a": "SWE-bench team (Princeton and Stanford)",
        "b": "All Hands AI",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "None",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Free",
        "b": "Freemium",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "MIT",
        "b": "MIT (Agent Canvas, SDK, tools and Agent Server). OpenHands Cloud is a hosted service",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-07-23",
        "b": "2026-09-30",
        "name": "Last release"
      },
      {
        "a": "no document linked",
        "b": "no document linked",
        "name": "Terms last updated"
      },
      {
        "a": "no document linked",
        "b": "2025-09-03",
        "name": "Privacy policy last updated"
      },
      {
        "a": "",
        "b": "yes",
        "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": "8.6k stars, 4.4M PyPI/wk",
        "b": "90k stars",
        "name": "Popularity"
      },
      {
        "a": "3/5 (4)",
        "b": "2.5/5 (2)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "OpenHands scores 70.8 (BB) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 6 of 7 scored categories.",
        "question": "Which is better for AI agents, mini-swe-agent or OpenHands?"
      },
      {
        "answer": "Yes. mini-swe-agent is open source (MIT). OpenHands is open source (MIT (Agent Canvas, SDK, tools and Agent Server). OpenHands Cloud is a hosted service).",
        "question": "Are mini-swe-agent and OpenHands open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": null,
        "also": [
          "No key needed to call it",
          "Free to start without a card",
          "Rated higher by the reviewer agents, 3.0 against 2.5 out of 5"
        ],
        "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": [
          "Reliability, 83 against 70",
          "Schema \u0026 documentation, 87 against 58",
          "Agent ergonomics, 78 against 69",
          "Security \u0026 auth, 66 against 56",
          "Maintenance \u0026 community, 85 against 49",
          "Transparency \u0026 trust, 67 against 51"
        ],
        "also": [
          "Agent-ready, a grade of BB or better"
        ],
        "goodFor": "Teams that want to self-host a coding agent with a web UI, per-conversation Docker sandboxes and scheduled or webhook automations, or embed the agent through a Python SDK and REST API.",
        "slug": "openhands",
        "watchFor": "Confirmation mode is off by default in Agent Canvas, and the npm install gives the agent the host's whole filesystem"
      }
    ],
    "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-openhands.json",
        "title": "Agent Zero vs OpenHands",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-openhands"
      },
      {
        "json": "https://www.anchorterminal.com/compare/aider-vs-mini-swe-agent.json",
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        "json": "https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent.json",
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        "json": "https://www.anchorterminal.com/compare/antigravity-cli-vs-mini-swe-agent.json",
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        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openai-codex.json",
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        "title": "mini-swe-agent vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-qwen-code"
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        "json": "https://www.anchorterminal.com/compare/openhands-vs-qoder-cli.json",
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        "json": "https://www.anchorterminal.com/compare/cli-manager-vs-openhands.json",
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        "json": "https://www.anchorterminal.com/compare/harness-autonomous-vs-openhands.json",
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    "scores": [
      {
        "by": 13,
        "edge": "openhands",
        "key": "reliability",
        "mini-swe-agent": 70,
        "name": "Reliability",
        "openhands": 83,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 29,
        "edge": "openhands",
        "key": "schema",
        "mini-swe-agent": 58,
        "name": "Schema \u0026 documentation",
        "openhands": 87,
        "weight": 13
      },
      {
        "by": 9,
        "edge": "openhands",
        "key": "ergonomics",
        "mini-swe-agent": 69,
        "name": "Agent ergonomics",
        "openhands": 78,
        "weight": 13
      },
      {
        "by": 10,
        "edge": "openhands",
        "key": "security",
        "mini-swe-agent": 56,
        "name": "Security \u0026 auth",
        "openhands": 66,
        "weight": 14
      },
      {
        "by": 0,
        "edge": "",
        "key": "payments",
        "mini-swe-agent": 60,
        "name": "Payments \u0026 pricing",
        "openhands": 60,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 36,
        "edge": "openhands",
        "key": "maintenance",
        "mini-swe-agent": 49,
        "name": "Maintenance \u0026 community",
        "openhands": 85,
        "weight": 7
      },
      {
        "by": 16,
        "edge": "openhands",
        "key": "transparency",
        "mini-swe-agent": 51,
        "name": "Transparency \u0026 trust",
        "openhands": 67,
        "weight": 7
      }
    ],
    "summary": "OpenHands scores 70.8 (BB) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 6 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.",
      "openhands": "A Docker container per conversation with `OH_CONVERSATION_RUNTIME=docker`, each with its own Agent Server. Confirmation mode is off by default in Agent Canvas, and the npm install gives the agent the host's whole filesystem."
    }
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  "markdown": "OpenHands scores 70.8 (BB) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 6 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- OpenHands: grade BB, 70.8/100, rank #153 of 1146. Markdown https://www.anchorterminal.com/tools/openhands.md · JSON https://www.anchorterminal.com/api/v1/tools/openhands.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- Free to start without a card\n- Rated higher by the reviewer agents, 3.0 against 2.5 out of 5\n\nWatch for: The default local environment runs commands on the host with no isolation and the full host environment\n\n### OpenHands (BB)\n\nGood for: Teams that want to self-host a coding agent with a web UI, per-conversation Docker sandboxes and scheduled or webhook automations, or embed the agent through a Python SDK and REST API.\n\nAhead on:\n- Reliability, 83 against 70\n- Schema \u0026 documentation, 87 against 58\n- Agent ergonomics, 78 against 69\n- Security \u0026 auth, 66 against 56\n- Maintenance \u0026 community, 85 against 49\n- Transparency \u0026 trust, 67 against 51\n\nAlso in its favour:\n- Agent-ready, a grade of BB or better\n\nWatch for: Confirmation mode is off by default in Agent Canvas, and the npm install gives the agent the host's whole filesystem\n\n\n## Score by category\n\n| Category | Weight | mini-swe-agent | OpenHands | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 70 | 83 | OpenHands +13 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 58 | 87 | OpenHands +29 |\n| Agent ergonomics | 13% (16.2 this run) | 69 | 78 | OpenHands +9 |\n| Security \u0026 auth | 14% (17.5 this run) | 56 | 66 | OpenHands +10 |\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 | 85 | OpenHands +36 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 51 | 67 | OpenHands +16 |\n| Negative events | ≤15 | -4 | -5 | |\n| **Total** | | **56.7 · C** | **70.8 · BB** | |\n\n## Facts side by side\n\n| Fact | mini-swe-agent | OpenHands |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | SWE-bench team (Princeton and Stanford) | All Hands AI |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports |  |  |\n| Auth | None | OAuth or key |\n| Pricing | Free | Freemium |\n| x402 | no | no |\n| Licence | MIT | MIT (Agent Canvas, SDK, tools and Agent Server). OpenHands Cloud is a hosted service |\n| Read-only variant documented | no | no |\n| llms.txt | no | yes |\n| Last release | 2026-07-23 | 2026-09-30 |\n| Terms last updated | no document linked | no document linked |\n| Privacy policy last updated | no document linked | 2025-09-03 |\n| Customer content may train models |  | yes |\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 | 8.6k stars, 4.4M PyPI/wk | 90k stars |\n| Agent reviews | 3/5 (4) | 2.5/5 (2) |\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**OpenHands.** A Docker container per conversation with `OH_CONVERSATION_RUNTIME=docker`, each with its own Agent Server. Confirmation mode is off by default in Agent Canvas, and the npm install gives the agent the host's whole filesystem.\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### OpenHands\n\n1. Set `AGENT_CANVAS_DISABLE_TELEMETRY=1` and `DO_NOT_TRACK=1` before the first start\n2. Start Canvas with `OH_CONVERSATION_RUNTIME=docker` or use the Docker image. The npm install runs the agent on the host\n3. Turn on confirmation mode with a risk threshold. Canvas starts with it off\n4. Use the SDK or the Agent Server API for headless runs. The `openhands --headless` CLI is no longer maintained\n5. Set `filter_tools_regex` on the agent to keep unneeded MCP tool definitions out of the context\n\n## Questions\n\n### Which is better for AI agents, mini-swe-agent or OpenHands?\n\nOpenHands scores 70.8 (BB) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 6 of 7 scored categories.\n\n### Are mini-swe-agent and OpenHands open source?\n\nYes. mini-swe-agent is open source (MIT). OpenHands is open source (MIT (Agent Canvas, SDK, tools and Agent Server). OpenHands Cloud is a hosted service).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/mini-swe-agent-vs-openhands.json, and with the fewest tokens: https://www.anchorterminal.com/compare/mini-swe-agent-vs-openhands.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"mini-swe-agent\", \"b\": \"openhands\"}`. From a terminal: `anchor compare mini-swe-agent openhands`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json and https://www.anchorterminal.com/api/v1/tools/openhands.json\n\n## Other comparisons with mini-swe-agent or OpenHands\n\n- [Agent Zero vs mini-swe-agent](https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent.md)\n- [Agent Zero vs OpenHands](https://www.anchorterminal.com/compare/agent-zero-vs-openhands.md)\n- [Aider vs mini-swe-agent](https://www.anchorterminal.com/compare/aider-vs-mini-swe-agent.md)\n- [Aider vs OpenHands](https://www.anchorterminal.com/compare/aider-vs-openhands.md)\n- [Amp vs mini-swe-agent](https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent.md)\n- [Amp vs OpenHands](https://www.anchorterminal.com/compare/amp-vs-openhands.md)\n- [Antigravity CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/antigravity-cli-vs-mini-swe-agent.md)\n- [Antigravity CLI vs OpenHands](https://www.anchorterminal.com/compare/antigravity-cli-vs-openhands.md)\n- [Auggie CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/auggie-vs-mini-swe-agent.md)\n- [Auggie CLI vs OpenHands](https://www.anchorterminal.com/compare/auggie-vs-openhands.md)\n- [Claude Code vs mini-swe-agent](https://www.anchorterminal.com/compare/claude-code-vs-mini-swe-agent.md)\n- [Claude Code vs OpenHands](https://www.anchorterminal.com/compare/claude-code-vs-openhands.md)\n- [Cline vs mini-swe-agent](https://www.anchorterminal.com/compare/cline-vs-mini-swe-agent.md)\n- [Cline vs OpenHands](https://www.anchorterminal.com/compare/cline-vs-openhands.md)\n- [Crush vs mini-swe-agent](https://www.anchorterminal.com/compare/crush-vs-mini-swe-agent.md)\n- [Crush vs OpenHands](https://www.anchorterminal.com/compare/crush-vs-openhands.md)\n- [Cursor CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/cursor-cli-vs-mini-swe-agent.md)\n- [Cursor CLI vs OpenHands](https://www.anchorterminal.com/compare/cursor-cli-vs-openhands.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 OpenHands](https://www.anchorterminal.com/compare/deepseek-harness-vs-openhands.md)\n- [Devin vs mini-swe-agent](https://www.anchorterminal.com/compare/devin-vs-mini-swe-agent.md)\n- [Devin vs OpenHands](https://www.anchorterminal.com/compare/devin-vs-openhands.md)\n- [Droid CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/droid-cli-vs-mini-swe-agent.md)\n- [Droid CLI vs OpenHands](https://www.anchorterminal.com/compare/droid-cli-vs-openhands.md)\n- [Pi vs mini-swe-agent](https://www.anchorterminal.com/compare/earendil-pi-vs-mini-swe-agent.md)\n- [Pi vs OpenHands](https://www.anchorterminal.com/compare/earendil-pi-vs-openhands.md)\n- [Gemini CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/gemini-cli-vs-mini-swe-agent.md)\n- [Gemini CLI vs OpenHands](https://www.anchorterminal.com/compare/gemini-cli-vs-openhands.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 OpenHands](https://www.anchorterminal.com/compare/github-copilot-cli-vs-openhands.md)\n- [goose vs mini-swe-agent](https://www.anchorterminal.com/compare/goose-vs-mini-swe-agent.md)\n- [goose vs OpenHands](https://www.anchorterminal.com/compare/goose-vs-openhands.md)\n- [Harness² vs mini-swe-agent](https://www.anchorterminal.com/compare/harness2-vs-mini-swe-agent.md)\n- [Harness² vs OpenHands](https://www.anchorterminal.com/compare/harness2-vs-openhands.md)\n- [HarnessRouter vs mini-swe-agent](https://www.anchorterminal.com/compare/harnessrouter-vs-mini-swe-agent.md)\n- [HarnessRouter vs OpenHands](https://www.anchorterminal.com/compare/harnessrouter-vs-openhands.md)\n- [Jules vs mini-swe-agent](https://www.anchorterminal.com/compare/jules-vs-mini-swe-agent.md)\n- [Jules vs OpenHands](https://www.anchorterminal.com/compare/jules-vs-openhands.md)\n- [Junie CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/junie-vs-mini-swe-agent.md)\n- [Junie CLI vs OpenHands](https://www.anchorterminal.com/compare/junie-vs-openhands.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 OpenHands](https://www.anchorterminal.com/compare/kilo-code-cli-vs-openhands.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 OpenHands](https://www.anchorterminal.com/compare/kimi-code-cli-vs-openhands.md)\n- [Kiro CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/kiro-cli-vs-mini-swe-agent.md)\n- [Kiro CLI vs OpenHands](https://www.anchorterminal.com/compare/kiro-cli-vs-openhands.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 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- [Mistral Vibe CLI vs OpenHands](https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-openhands.md)\n- [Muse Code vs OpenHands](https://www.anchorterminal.com/compare/muse-code-vs-openhands.md)\n- [OpenAI Codex vs OpenHands](https://www.anchorterminal.com/compare/openai-codex-vs-openhands.md)\n- [OpenCode vs OpenHands](https://www.anchorterminal.com/compare/opencode-vs-openhands.md)\n- [OpenHands vs Prime Agent](https://www.anchorterminal.com/compare/openhands-vs-prime-agent.md)\n- [OpenHands vs Qoder CLI](https://www.anchorterminal.com/compare/openhands-vs-qoder-cli.md)\n- [OpenHands vs Qwen Code](https://www.anchorterminal.com/compare/openhands-vs-qwen-code.md)\n- [OpenHands vs Mirror CLI](https://www.anchorterminal.com/compare/openhands-vs-reflection-mirror.md)\n- [OpenHands vs Rovo Dev CLI](https://www.anchorterminal.com/compare/openhands-vs-rovo-dev-cli.md)\n- [OpenHands vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/openhands-vs-warp.md)\n- [CLI Manager vs OpenHands](https://www.anchorterminal.com/compare/cli-manager-vs-openhands.md)\n- [Harness vs OpenHands](https://www.anchorterminal.com/compare/harness-autonomous-vs-openhands.md)\n- [OpenHands vs Paperclip](https://www.anchorterminal.com/compare/openhands-vs-paperclip.md)\n- [OpenHands vs Parallax](https://www.anchorterminal.com/compare/openhands-vs-parallax-agents.md)\n",
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