{
  "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": 718,
        "ranked": true,
        "rankOf": 1210,
        "categoryRank": 27,
        "methodology": "0.6",
        "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": "0.6",
            "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,
        "checked": {
          "categories": {
            "ergonomics": "2026-10-18",
            "maintenance": "2026-10-18",
            "payments": "2026-10-18",
            "reliability": "2026-10-18",
            "schema": "2026-10-18",
            "security": "2026-10-18",
            "transparency": "2026-10-18"
          },
          "last": "2026-10-18",
          "oldest": "2026-10-18",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "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",
      "live": {
        "slug": "mini-swe-agent",
        "versions": [
          {
            "registry": "github",
            "name": "SWE-agent/mini-swe-agent",
            "version": "v2.4.6",
            "released": "2026-07-23",
            "seenAt": "2026-10-25T09:05:44.881133741Z"
          },
          {
            "registry": "pypi",
            "name": "mini-swe-agent",
            "version": "2.4.6",
            "released": "2026-07-23",
            "seenAt": "2026-10-25T09:05:43.690397905Z"
          }
        ],
        "githubStars": 8809,
        "pypiWeekly": 3541693,
        "securityTxt": {
          "url": "https://mini-swe-agent.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-25T15:28:18.191403984Z"
        },
        "domain": {
          "domain": "mini-swe-agent.com",
          "registered": "2025-07-23",
          "source": "https://rdap.verisign.com/com/v1/domain/mini-swe-agent.com",
          "checkedAt": "2026-10-25T13:59:15.041098592Z"
        },
        "github": {
          "repo": "swe-agent/mini-swe-agent",
          "checkedAt": "2026-10-19T06:52:07.976460464Z",
          "stars": 8642,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-10-12T22:59:37Z",
          "openIssues": 39,
          "openPRs": 61,
          "issuesOpened90d": 30,
          "issuesClosed90d": 5,
          "prsMerged90d": 3,
          "ci": {
            "branch": "main",
            "runs": 50,
            "success": 48,
            "failure": 2,
            "other": 0,
            "latest": "success",
            "latestAt": "2026-09-03T05:06:48Z"
          },
          "replies": {
            "sampled": 25,
            "unanswered": 23,
            "medianDays": 7.8
          }
        },
        "updatedAt": "2026-10-25T15:28:18.191403984Z"
      }
    },
    "answer": "Vibe-Trading scores 62.2 (B) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 3 of 7 scored categories. mini-swe-agent leads on reliability.",
    "b": {
      "slug": "vibe-trading",
      "name": "Vibe-Trading",
      "vendor": "HKUDS",
      "vendorUrl": "https://vibetrading.wiki",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "Vibe-Trading is an open-source, self-hosted finance research agent from HKUDS. It turns plain-English questions into market data pulls, strategy code and backtests, through a CLI, a web UI, chat apps or its MCP server.",
      "url": "https://www.anchorterminal.com/tools/vibe-trading",
      "markdownUrl": "https://www.anchorterminal.com/tools/vibe-trading.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/vibe-trading.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/vibe-trading.json",
      "repo": "https://github.com/HKUDS/Vibe-Trading",
      "license": "MIT",
      "transports": [
        "stdio",
        "streamable-http",
        "sse"
      ],
      "packages": [
        {
          "registry": "pypi",
          "name": "vibe-trading-ai"
        }
      ],
      "auth": "none",
      "authNotes": "No account with the project. The owner supplies a model provider key in `agent/.env`, or uses Ollama, a ChatGPT OAuth sign-in for OpenAI Codex, a GitHub Copilot login or a local Claude Code login. The API server answers loopback clients without a key; any other client needs `API_AUTH_KEY` as `Authorization: Bearer \u003ckey\u003e`. The MCP server's HTTP transport binds 127.0.0.1 with a Host and Origin allow-list and no token. Broker connector credentials are stored in the OS keyring by `vibe-trading connector setup` (https://github.com/HKUDS/Vibe-Trading/blob/main/README.md).",
      "pricing": "free",
      "pricingNotes": "Free under the MIT licence, with nothing to buy from the project. The owner pays the model provider, or nothing with a local model through Ollama. 29 market-data sources are built in and most need no key. QVeris, an optional paid data marketplace, is a third party and is reached only in paid mode; the README carries a QVeris referral link and discloses it (checked 2026-10-25).",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the README, the docs or the source at v0.1.18 (checked 2026-10-25).",
        "endpoints": []
      },
      "toolCount": 82,
      "popularity": {
        "githubStars": 36500,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-25"
      },
      "docsUrl": "https://vibetrading.wiki/docs/",
      "capabilities": [
        "agent.harness",
        "agent.multi-agent",
        "agent.mcp-client",
        "data.markets",
        "market.crypto",
        "market.news",
        "assistant.messaging",
        "assistant.proactive"
      ],
      "tags": [
        "open-source",
        "self-hosted",
        "local",
        "free",
        "python",
        "mit",
        "mcp",
        "cli",
        "harness",
        "docker",
        "no-card",
        "no-sandbox",
        "pre-1.0",
        "beta"
      ],
      "lastRelease": "2026-10-21",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 62.2,
        "grade": "B",
        "agentReady": false,
        "rank": 502,
        "ranked": true,
        "rankOf": 1210,
        "categoryRank": 12,
        "methodology": "0.6",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 67,
          "maintenance": 82,
          "payments": 60,
          "reliability": 63,
          "schema": 72,
          "security": 70,
          "transparency": 47
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-25"
        },
        "negative": -4,
        "negativeNotes": [
          "2026-10-02. GHSA-v2f8-6655-7grj (CVE-2026-114108, critical). In 0.1.0 to 0.1.6 the API server answered every client without authentication when `API_AUTH_KEY` was unset, the shipped default, with the Docker container running as root on 0.0.0.0:8899, which the advisory chains to remote code execution. Fixed in 0.1.7 of 6 May 2026 and published five months later, -2. https://github.com/HKUDS/Vibe-Trading/security/advisories/GHSA-v2f8-6655-7grj",
          "2026-10-02. GHSA-jqmf-mx4f-hfr6 (CVE-2026-114107, critical). Shell and code injection in the LLM-callable `bash`, `background_run` and backtest tools, and SSRF in `read_url`, reachable through the unauthenticated API or prompt injection in a processed document, in 0.1.0 to 0.1.6. Fixed in the same 0.1.7 release, -1. https://github.com/HKUDS/Vibe-Trading/security/advisories/GHSA-jqmf-mx4f-hfr6",
          "2026-10-02. GHSA-5rmq-chc7-m22f (CVE-2026-114106, high). `read_document` read any file the process could reach and `safe_user_path()` accepted the whole home directory, in 0.1.0 to 0.1.6. Fixed in 0.1.7, -1. https://github.com/HKUDS/Vibe-Trading/security/advisories/GHSA-5rmq-chc7-m22f"
        ],
        "verdict": "Vibe-Trading runs on the owner's machine under the MIT licence, ships near-daily fixes with a dated changelog, and keeps order tools out of its MCP server, with live orders gated by an owner-committed mandate and a kill switch. Three advisories, two critical, covered versions before 0.1.7, and the local CLI runs shell commands without asking.",
        "bestFor": "A person or a pipeline that wants a ready-made finance research agent over free market data, with backtests, swarm reviews and exports, run on their own machine or used as an MCP server by another agent.",
        "strengths": [
          "MIT licence, runs on the owner's machine, and no telemetry code was found in the source at v0.1.18",
          "No order-placing or order-cancelling tool is exposed over MCP, and shell tools are off on every MCP transport by default",
          "Live orders need an owner-committed mandate with hard caps, a kill switch and an append-only, hash-chained audit ledger",
          "Six PyPI releases in the 90 days to 25 October 2026, with a dated CHANGELOG.md and a Known issues section in 0.1.18",
          "API server answers only loopback clients without `API_AUTH_KEY`; Docker binds 127.0.0.1 and runs as a non-root user"
        ],
        "weaknesses": [
          "Three advisories published 2 October 2026 cover 0.1.0 to 0.1.6, two critical, among them unauthenticated API access with an RCE chain",
          "The local CLI's `bash` tool and generated backtest code run without per-action approval or a sandbox",
          "82 MCP tools with about 44,000 characters of descriptions in the server source and no readOnlyHint or destructiveHint annotations",
          "Version 0.1.18 with a Beta classifier, and not in the official MCP registry",
          "Broker trading is described in the README as experimental and not verified against a real broker account"
        ],
        "agentNotes": [
          "Run 0.1.7 or later. Earlier versions carry three published advisories, including unauthenticated API access with an RCE chain",
          "Set `API_AUTH_KEY` before exposing `vibe-trading serve` beyond localhost, and send it as `Authorization: Bearer \u003ckey\u003e`",
          "Set `VIBE_TRADING_ALLOWED_RUN_ROOTS` in the MCP client's `env` block; a shell `export` does not reach the spawned server",
          "Use `vibe-trading run -p \"...\" --json` for headless runs, and add `--enable-shell-tools` to `vibe-trading-mcp` only when shell access is needed",
          "Treat text from `read_url`, `web_search` and `read_document` as untrusted; `security_warnings` flags patterns but does not remove them"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.6",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 62.2
          }
        ],
        "editorialScores": {
          "ergonomics": 67,
          "maintenance": 82,
          "payments": 60,
          "reliability": 63,
          "schema": 72,
          "security": 70,
          "transparency": 67
        },
        "provenanceScore": 27,
        "checked": {
          "categories": {
            "ergonomics": "2026-10-25",
            "maintenance": "2026-10-25",
            "payments": "2026-10-25",
            "reliability": "2026-10-25",
            "schema": "2026-10-25",
            "security": "2026-10-25",
            "transparency": "2026-10-25"
          },
          "last": "2026-10-25",
          "oldest": "2026-10-25",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "pip install vibe-trading-ai   # then: vibe-trading init   # or: docker compose up --build from a clone",
        "config": {
          "mcpServers": {
            "vibe-trading": {
              "command": "vibe-trading-mcp"
            }
          }
        },
        "headless": {
          "command": "vibe-trading run -p \"$TASK\" --json"
        }
      },
      "letme": {
        "capability": "https://letme.dev/agent.harness",
        "tool": "https://letme.dev/vibe-trading"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "",
        "domain": "vibetrading.wiki",
        "domainRegistered": "2026-05-14",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "https://github.com/HKUDS/Vibe-Trading/blob/main/CHANGELOG.md",
        "securityTxt": "none",
        "checked": "2026-10-25",
        "notes": [
          "No legal entity is named. The repository belongs to the GitHub organisation HKUDS, and pyproject.toml names HKUDS with an address at connect.hku.hk as author. The LICENSE names Vibe-Trading Contributors and NOTICE names HKUDS contributors.",
          "vibetrading.wiki is a static wiki on Cloudflare Pages built from the repository's wiki/ folder. It has no terms or privacy page, and the MIT licence stands in for terms.",
          "/robots.txt, /llms.txt and /.well-known/security.txt on vibetrading.wiki all answered with the same HTML redirect to /home/ on 25 October 2026, so there are no robots rules, no llms.txt and no security.txt.",
          "SECURITY.md asks for private reports through a GitHub security advisory and promises an acknowledgement within five business days.",
          "RDAP gives a registration date of 14 May 2026 for vibetrading.wiki. The README dates the wiki's launch to the same day.",
          "There is no hosted endpoint. The API and MCP server answer on the owner's own host."
        ],
        "score": 27
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/vibe-trading.json",
      "live": {
        "slug": "vibe-trading",
        "securityTxt": {
          "url": "https://vibetrading.wiki/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-25T15:28:03.847411428Z"
        },
        "updatedAt": "2026-10-25T15:28:03.847411428Z"
      }
    },
    "facts": [
      {
        "a": "Agent harness",
        "b": "Agent harness",
        "name": "Kind"
      },
      {
        "a": "SWE-bench team (Princeton and Stanford)",
        "b": "HKUDS",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "",
        "b": "stdio, Streamable HTTP, SSE (legacy)",
        "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": "none",
        "b": "82",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "2026-07-23",
        "b": "2026-10-21",
        "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": "8.6k stars, 4.4M PyPI/wk",
        "b": "37k stars",
        "name": "Popularity"
      },
      {
        "a": "3/5 (4)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Vibe-Trading scores 62.2 (B) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 3 of 7 scored categories. mini-swe-agent leads on reliability.",
        "question": "Which is better for AI agents, mini-swe-agent or Vibe-Trading?"
      },
      {
        "answer": "Yes. mini-swe-agent is open source (MIT). Vibe-Trading is open source (MIT).",
        "question": "Are mini-swe-agent and Vibe-Trading open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 70 against 63"
        ],
        "also": null,
        "goodFor": "Benchmark runs, research baselines and RL or fine-tuning pipelines that want a minimal, readable agent with a linear trajectory, and for people who want to read every line of their harness.",
        "slug": "mini-swe-agent",
        "watchFor": "The default local environment runs commands on the host with no isolation and the full host environment"
      },
      {
        "aheadOn": [
          "Schema \u0026 documentation, 72 against 58",
          "Security \u0026 auth, 70 against 56",
          "Maintenance \u0026 community, 82 against 49"
        ],
        "also": [
          "Runs on your own machine"
        ],
        "goodFor": "A person or a pipeline that wants a ready-made finance research agent over free market data, with backtests, swarm reviews and exports, run on their own machine or used as an MCP server by another agent.",
        "slug": "vibe-trading",
        "watchFor": "Three advisories published 2 October 2026 cover 0.1.0 to 0.1.6, two critical, among them unauthenticated API access with an RCE chain"
      }
    ],
    "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-vibe-trading.json",
        "title": "Agent Zero vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/aider-vs-mini-swe-agent.json",
        "title": "Aider vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/aider-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/aider-vs-vibe-trading.json",
        "title": "Aider vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/aider-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent.json",
        "title": "Amp vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amp-vs-vibe-trading.json",
        "title": "Amp vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/amp-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/antigravity-cli-vs-mini-swe-agent.json",
        "title": "Antigravity CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/antigravity-cli-vs-vibe-trading.json",
        "title": "Antigravity CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/auggie-vs-mini-swe-agent.json",
        "title": "Auggie CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/auggie-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/auggie-vs-vibe-trading.json",
        "title": "Auggie CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/auggie-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/claude-code-vs-mini-swe-agent.json",
        "title": "Claude Code vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/claude-code-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/claude-code-vs-vibe-trading.json",
        "title": "Claude Code vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/claude-code-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cline-vs-mini-swe-agent.json",
        "title": "Cline vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/cline-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cline-vs-vibe-trading.json",
        "title": "Cline vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/cline-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crush-vs-mini-swe-agent.json",
        "title": "Crush vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/crush-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crush-vs-vibe-trading.json",
        "title": "Crush vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/crush-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cursor-cli-vs-mini-swe-agent.json",
        "title": "Cursor CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cursor-cli-vs-vibe-trading.json",
        "title": "Cursor CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-mini-swe-agent.json",
        "title": "DeepSeek Harness (dsh) vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-vibe-trading.json",
        "title": "DeepSeek Harness (dsh) vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/devin-vs-mini-swe-agent.json",
        "title": "Devin vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/devin-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/devin-vs-vibe-trading.json",
        "title": "Devin vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/devin-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/droid-cli-vs-mini-swe-agent.json",
        "title": "Droid CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/droid-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/droid-cli-vs-vibe-trading.json",
        "title": "Droid CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/droid-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/earendil-pi-vs-mini-swe-agent.json",
        "title": "Pi vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/earendil-pi-vs-vibe-trading.json",
        "title": "Pi vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-cli-vs-mini-swe-agent.json",
        "title": "Gemini CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-cli-vs-vibe-trading.json",
        "title": "Gemini CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-mini-swe-agent.json",
        "title": "GitHub Copilot CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-vibe-trading.json",
        "title": "GitHub Copilot CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/goose-vs-mini-swe-agent.json",
        "title": "goose vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/goose-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/goose-vs-vibe-trading.json",
        "title": "goose vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/goose-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harness2-vs-mini-swe-agent.json",
        "title": "Harness² vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/harness2-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harness2-vs-vibe-trading.json",
        "title": "Harness² vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/harness2-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harnessrouter-vs-mini-swe-agent.json",
        "title": "HarnessRouter vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harnessrouter-vs-vibe-trading.json",
        "title": "HarnessRouter vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-mini-swe-agent.json",
        "title": "Jules vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/jules-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-vibe-trading.json",
        "title": "Jules vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/jules-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/junie-vs-mini-swe-agent.json",
        "title": "Junie CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/junie-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/junie-vs-vibe-trading.json",
        "title": "Junie CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/junie-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-mini-swe-agent.json",
        "title": "Kilo Code CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-vibe-trading.json",
        "title": "Kilo Code CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-mini-swe-agent.json",
        "title": "Kimi Code CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-vibe-trading.json",
        "title": "Kimi Code CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-mini-swe-agent.json",
        "title": "Kiro CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-vibe-trading.json",
        "title": "Kiro CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-minimax-code.json",
        "title": "mini-swe-agent vs MiniMax Code",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-minimax-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-mistral-vibe-cli.json",
        "title": "mini-swe-agent vs Mistral Vibe CLI",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-mistral-vibe-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-muse-code.json",
        "title": "mini-swe-agent vs Muse Code",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-muse-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openai-codex.json",
        "title": "mini-swe-agent vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openai-codex"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-opencode.json",
        "title": "mini-swe-agent vs OpenCode",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-opencode"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openhands.json",
        "title": "mini-swe-agent vs OpenHands",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openhands"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-prime-agent.json",
        "title": "mini-swe-agent vs Prime Agent",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-prime-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-qoder-cli.json",
        "title": "mini-swe-agent vs Qoder CLI",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-qoder-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-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"
      },
      {
        "json": "https://www.anchorterminal.com/compare/minimax-code-vs-vibe-trading.json",
        "title": "MiniMax Code vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/minimax-code-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-vibe-trading.json",
        "title": "Mistral Vibe CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/muse-code-vs-vibe-trading.json",
        "title": "Muse Code vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/muse-code-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-codex-vs-vibe-trading.json",
        "title": "OpenAI Codex vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/openai-codex-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/opencode-vs-vibe-trading.json",
        "title": "OpenCode vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/opencode-vs-vibe-trading"
      },
      {
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        "title": "OpenHands vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/openhands-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/prime-agent-vs-vibe-trading.json",
        "title": "Prime Agent vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/prime-agent-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/qoder-cli-vs-vibe-trading.json",
        "title": "Qoder CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/qoder-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/qwen-code-vs-vibe-trading.json",
        "title": "Qwen Code vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/qwen-code-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/reflection-mirror-vs-vibe-trading.json",
        "title": "Mirror CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/reflection-mirror-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/rovo-dev-cli-vs-vibe-trading.json",
        "title": "Rovo Dev CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/rovo-dev-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/vibe-trading-vs-warp.json",
        "title": "Vibe-Trading vs Warp (Warp Agent CLI and the Oz Agent API)",
        "url": "https://www.anchorterminal.com/compare/vibe-trading-vs-warp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cli-manager-vs-vibe-trading.json",
        "title": "CLI Manager vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/cli-manager-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harness-autonomous-vs-vibe-trading.json",
        "title": "Harness vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/harness-autonomous-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/paperclip-vs-vibe-trading.json",
        "title": "Paperclip vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/paperclip-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/parallax-agents-vs-vibe-trading.json",
        "title": "Parallax vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/parallax-agents-vs-vibe-trading"
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    ],
    "scores": [
      {
        "by": 7,
        "edge": "mini-swe-agent",
        "key": "reliability",
        "mini-swe-agent": 70,
        "name": "Reliability",
        "vibe-trading": 63,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 14,
        "edge": "vibe-trading",
        "key": "schema",
        "mini-swe-agent": 58,
        "name": "Schema \u0026 documentation",
        "vibe-trading": 72,
        "weight": 13
      },
      {
        "by": 2,
        "edge": "mini-swe-agent",
        "key": "ergonomics",
        "mini-swe-agent": 69,
        "name": "Agent ergonomics",
        "vibe-trading": 67,
        "weight": 13
      },
      {
        "by": 14,
        "edge": "vibe-trading",
        "key": "security",
        "mini-swe-agent": 56,
        "name": "Security \u0026 auth",
        "vibe-trading": 70,
        "weight": 14
      },
      {
        "by": 0,
        "edge": "",
        "key": "payments",
        "mini-swe-agent": 60,
        "name": "Payments \u0026 pricing",
        "vibe-trading": 60,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 33,
        "edge": "vibe-trading",
        "key": "maintenance",
        "mini-swe-agent": 49,
        "name": "Maintenance \u0026 community",
        "vibe-trading": 82,
        "weight": 7
      },
      {
        "by": 4,
        "edge": "mini-swe-agent",
        "key": "transparency",
        "mini-swe-agent": 51,
        "name": "Transparency \u0026 trust",
        "vibe-trading": 47,
        "weight": 7
      }
    ],
    "summary": "Vibe-Trading scores 62.2 (B) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 3 of 7 scored categories. mini-swe-agent leads on reliability. 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.",
      "vibe-trading": "Vibe-Trading runs on the owner's machine under the MIT licence, ships near-daily fixes with a dated changelog, and keeps order tools out of its MCP server, with live orders gated by an owner-committed mandate and a kill switch. Three advisories, two critical, covered versions before 0.1.7, and the local CLI runs shell commands without asking."
    }
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  "markdown": "Vibe-Trading scores 62.2 (B) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 3 of 7 scored categories. mini-swe-agent leads on reliability. Both do agent harnesses.\n\n- mini-swe-agent: grade C, 56.7/100, rank #718 of 1210. Markdown https://www.anchorterminal.com/tools/mini-swe-agent.md · JSON https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json\n- Vibe-Trading: grade B, 62.2/100, rank #502 of 1210. Markdown https://www.anchorterminal.com/tools/vibe-trading.md · JSON https://www.anchorterminal.com/api/v1/tools/vibe-trading.json\n- Best agent harnesses and coding agents: https://www.anchorterminal.com/best/agent-harnesses/index.md\n- All 792 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\nAhead on:\n- Reliability, 70 against 63\n\nWatch for: The default local environment runs commands on the host with no isolation and the full host environment\n\n### Vibe-Trading (B)\n\nGood for: A person or a pipeline that wants a ready-made finance research agent over free market data, with backtests, swarm reviews and exports, run on their own machine or used as an MCP server by another agent.\n\nAhead on:\n- Schema \u0026 documentation, 72 against 58\n- Security \u0026 auth, 70 against 56\n- Maintenance \u0026 community, 82 against 49\n\nAlso in its favour:\n- Runs on your own machine\n\nWatch for: Three advisories published 2 October 2026 cover 0.1.0 to 0.1.6, two critical, among them unauthenticated API access with an RCE chain\n\n\n## Score by category\n\n| Category | Weight | mini-swe-agent | Vibe-Trading | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 70 | 63 | mini-swe-agent +7 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 58 | 72 | Vibe-Trading +14 |\n| Agent ergonomics | 13% (16.2 this run) | 69 | 67 | mini-swe-agent +2 |\n| Security \u0026 auth | 14% (17.5 this run) | 56 | 70 | Vibe-Trading +14 |\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 | 82 | Vibe-Trading +33 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 51 | 47 | mini-swe-agent +4 |\n| Negative events | ≤15 | -4 | -4 | |\n| **Total** | | **56.7 · C** | **62.2 · B** | |\n\n## Facts side by side\n\n| Fact | mini-swe-agent | Vibe-Trading |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | SWE-bench team (Princeton and Stanford) | HKUDS |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports |  | stdio, Streamable HTTP, SSE (legacy) |\n| Auth | None | None |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | MIT | MIT |\n| Tools exposed | none | 82 |\n| Read-only variant documented | no | no |\n| llms.txt | no | no |\n| Last release | 2026-07-23 | 2026-10-21 |\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 | 8.6k stars, 4.4M PyPI/wk | 37k stars |\n| Agent reviews | 3/5 (4) | none |\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**Vibe-Trading.** Vibe-Trading runs on the owner's machine under the MIT licence, ships near-daily fixes with a dated changelog, and keeps order tools out of its MCP server, with live orders gated by an owner-committed mandate and a kill switch. Three advisories, two critical, covered versions before 0.1.7, and the local CLI runs shell commands without asking.\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### Vibe-Trading\n\n1. Run 0.1.7 or later. Earlier versions carry three published advisories, including unauthenticated API access with an RCE chain\n2. Set `API_AUTH_KEY` before exposing `vibe-trading serve` beyond localhost, and send it as `Authorization: Bearer \u003ckey\u003e`\n3. Set `VIBE_TRADING_ALLOWED_RUN_ROOTS` in the MCP client's `env` block; a shell `export` does not reach the spawned server\n4. Use `vibe-trading run -p \"...\" --json` for headless runs, and add `--enable-shell-tools` to `vibe-trading-mcp` only when shell access is needed\n5. Treat text from `read_url`, `web_search` and `read_document` as untrusted; `security_warnings` flags patterns but does not remove them\n\n## Questions\n\n### Which is better for AI agents, mini-swe-agent or Vibe-Trading?\n\nVibe-Trading scores 62.2 (B) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 3 of 7 scored categories. mini-swe-agent leads on reliability.\n\n### Are mini-swe-agent and Vibe-Trading open source?\n\nYes. mini-swe-agent is open source (MIT). Vibe-Trading is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/mini-swe-agent-vs-vibe-trading.json, and with the fewest tokens: https://www.anchorterminal.com/compare/mini-swe-agent-vs-vibe-trading.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"mini-swe-agent\", \"b\": \"vibe-trading\"}`. From a terminal: `anchor compare mini-swe-agent vibe-trading`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json and https://www.anchorterminal.com/api/v1/tools/vibe-trading.json\n\n## Other comparisons with mini-swe-agent or Vibe-Trading\n\n- [Agent Zero vs mini-swe-agent](https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent.md)\n- [Agent Zero vs Vibe-Trading](https://www.anchorterminal.com/compare/agent-zero-vs-vibe-trading.md)\n- [Aider vs mini-swe-agent](https://www.anchorterminal.com/compare/aider-vs-mini-swe-agent.md)\n- [Aider vs Vibe-Trading](https://www.anchorterminal.com/compare/aider-vs-vibe-trading.md)\n- [Amp vs mini-swe-agent](https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent.md)\n- [Amp vs Vibe-Trading](https://www.anchorterminal.com/compare/amp-vs-vibe-trading.md)\n- [Antigravity CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/antigravity-cli-vs-mini-swe-agent.md)\n- [Antigravity CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/antigravity-cli-vs-vibe-trading.md)\n- [Auggie CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/auggie-vs-mini-swe-agent.md)\n- [Auggie CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/auggie-vs-vibe-trading.md)\n- [Claude Code vs mini-swe-agent](https://www.anchorterminal.com/compare/claude-code-vs-mini-swe-agent.md)\n- [Claude Code vs Vibe-Trading](https://www.anchorterminal.com/compare/claude-code-vs-vibe-trading.md)\n- [Cline vs mini-swe-agent](https://www.anchorterminal.com/compare/cline-vs-mini-swe-agent.md)\n- [Cline vs Vibe-Trading](https://www.anchorterminal.com/compare/cline-vs-vibe-trading.md)\n- [Crush vs mini-swe-agent](https://www.anchorterminal.com/compare/crush-vs-mini-swe-agent.md)\n- [Crush vs Vibe-Trading](https://www.anchorterminal.com/compare/crush-vs-vibe-trading.md)\n- [Cursor CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/cursor-cli-vs-mini-swe-agent.md)\n- [Cursor CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/cursor-cli-vs-vibe-trading.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 Vibe-Trading](https://www.anchorterminal.com/compare/deepseek-harness-vs-vibe-trading.md)\n- [Devin vs mini-swe-agent](https://www.anchorterminal.com/compare/devin-vs-mini-swe-agent.md)\n- [Devin vs Vibe-Trading](https://www.anchorterminal.com/compare/devin-vs-vibe-trading.md)\n- [Droid CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/droid-cli-vs-mini-swe-agent.md)\n- [Droid CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/droid-cli-vs-vibe-trading.md)\n- [Pi vs mini-swe-agent](https://www.anchorterminal.com/compare/earendil-pi-vs-mini-swe-agent.md)\n- [Pi vs Vibe-Trading](https://www.anchorterminal.com/compare/earendil-pi-vs-vibe-trading.md)\n- [Gemini CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/gemini-cli-vs-mini-swe-agent.md)\n- [Gemini CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/gemini-cli-vs-vibe-trading.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 Vibe-Trading](https://www.anchorterminal.com/compare/github-copilot-cli-vs-vibe-trading.md)\n- [goose vs mini-swe-agent](https://www.anchorterminal.com/compare/goose-vs-mini-swe-agent.md)\n- [goose vs Vibe-Trading](https://www.anchorterminal.com/compare/goose-vs-vibe-trading.md)\n- [Harness² vs mini-swe-agent](https://www.anchorterminal.com/compare/harness2-vs-mini-swe-agent.md)\n- [Harness² vs Vibe-Trading](https://www.anchorterminal.com/compare/harness2-vs-vibe-trading.md)\n- [HarnessRouter vs mini-swe-agent](https://www.anchorterminal.com/compare/harnessrouter-vs-mini-swe-agent.md)\n- [HarnessRouter vs Vibe-Trading](https://www.anchorterminal.com/compare/harnessrouter-vs-vibe-trading.md)\n- [Jules vs mini-swe-agent](https://www.anchorterminal.com/compare/jules-vs-mini-swe-agent.md)\n- [Jules vs Vibe-Trading](https://www.anchorterminal.com/compare/jules-vs-vibe-trading.md)\n- [Junie CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/junie-vs-mini-swe-agent.md)\n- [Junie CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/junie-vs-vibe-trading.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 Vibe-Trading](https://www.anchorterminal.com/compare/kilo-code-cli-vs-vibe-trading.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 Vibe-Trading](https://www.anchorterminal.com/compare/kimi-code-cli-vs-vibe-trading.md)\n- [Kiro CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/kiro-cli-vs-mini-swe-agent.md)\n- [Kiro CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/kiro-cli-vs-vibe-trading.md)\n- [mini-swe-agent vs MiniMax Code](https://www.anchorterminal.com/compare/mini-swe-agent-vs-minimax-code.md)\n- [mini-swe-agent vs Mistral Vibe CLI](https://www.anchorterminal.com/compare/mini-swe-agent-vs-mistral-vibe-cli.md)\n- [mini-swe-agent vs Muse Code](https://www.anchorterminal.com/compare/mini-swe-agent-vs-muse-code.md)\n- [mini-swe-agent vs OpenAI Codex](https://www.anchorterminal.com/compare/mini-swe-agent-vs-openai-codex.md)\n- [mini-swe-agent vs OpenCode](https://www.anchorterminal.com/compare/mini-swe-agent-vs-opencode.md)\n- [mini-swe-agent vs OpenHands](https://www.anchorterminal.com/compare/mini-swe-agent-vs-openhands.md)\n- [mini-swe-agent vs Prime Agent](https://www.anchorterminal.com/compare/mini-swe-agent-vs-prime-agent.md)\n- [mini-swe-agent vs Qoder CLI](https://www.anchorterminal.com/compare/mini-swe-agent-vs-qoder-cli.md)\n- [mini-swe-agent vs 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- [MiniMax Code vs Vibe-Trading](https://www.anchorterminal.com/compare/minimax-code-vs-vibe-trading.md)\n- [Mistral Vibe CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-vibe-trading.md)\n- [Muse Code vs Vibe-Trading](https://www.anchorterminal.com/compare/muse-code-vs-vibe-trading.md)\n- [OpenAI Codex vs Vibe-Trading](https://www.anchorterminal.com/compare/openai-codex-vs-vibe-trading.md)\n- [OpenCode vs Vibe-Trading](https://www.anchorterminal.com/compare/opencode-vs-vibe-trading.md)\n- [OpenHands vs Vibe-Trading](https://www.anchorterminal.com/compare/openhands-vs-vibe-trading.md)\n- [Prime Agent vs Vibe-Trading](https://www.anchorterminal.com/compare/prime-agent-vs-vibe-trading.md)\n- [Qoder CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/qoder-cli-vs-vibe-trading.md)\n- [Qwen Code vs Vibe-Trading](https://www.anchorterminal.com/compare/qwen-code-vs-vibe-trading.md)\n- [Mirror CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/reflection-mirror-vs-vibe-trading.md)\n- [Rovo Dev CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/rovo-dev-cli-vs-vibe-trading.md)\n- [Vibe-Trading vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/vibe-trading-vs-warp.md)\n- [CLI Manager vs Vibe-Trading](https://www.anchorterminal.com/compare/cli-manager-vs-vibe-trading.md)\n- [Harness vs Vibe-Trading](https://www.anchorterminal.com/compare/harness-autonomous-vs-vibe-trading.md)\n- [Paperclip vs Vibe-Trading](https://www.anchorterminal.com/compare/paperclip-vs-vibe-trading.md)\n- [Parallax vs Vibe-Trading](https://www.anchorterminal.com/compare/parallax-agents-vs-vibe-trading.md)\n",
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