{
  "data": {
    "a": {
      "slug": "emdash",
      "name": "Emdash",
      "vendor": "General Action, Inc.",
      "vendorUrl": "https://emdash.sh",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "Emdash is an open-source desktop app that runs coding agents such as Claude Code, Codex, OpenCode and Amp in parallel, each in its own Git worktree, locally or on remote machines over SSH, with issue intake and pull requests.",
      "url": "https://www.anchorterminal.com/tools/emdash",
      "markdownUrl": "https://www.anchorterminal.com/tools/emdash.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/emdash.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/emdash.json",
      "dns": "emdash.grade.anchorterminal.com",
      "repo": "https://github.com/generalaction/emdash",
      "license": "Apache-2.0",
      "transports": [],
      "packages": [],
      "auth": "none",
      "pricing": "free",
      "pricingNotes": "Free and open source. You pay for the coding agents it runs, through your own subscriptions or API keys (checked 2026-11-07).",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No payment protocol in the repository or README (checked 2026-11-07).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-11-07"
      },
      "docsUrl": "https://emdash.sh/docs",
      "capabilities": [
        "agent.harness",
        "agent.multi-agent"
      ],
      "tags": [
        "open-source",
        "apache-2.0",
        "desktop-app",
        "telemetry",
        "new"
      ],
      "lastRelease": "2026-11-06",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 53.9,
        "grade": "D",
        "agentReady": false,
        "rank": 933,
        "ranked": true,
        "rankOf": 1510,
        "categoryRank": 35,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 55,
          "maintenance": 70,
          "payments": 60,
          "reliability": 55,
          "schema": 55,
          "security": 38,
          "transparency": 54
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "low",
          "date": "2026-11-07"
        },
        "negative": 0,
        "verdict": "A mature open-source app for parallel coding agents in Git worktrees, with issue intake from a dozen trackers and remote machines over SSH. Telemetry is on unless you turn it off, and no test workflow was found in the repository.",
        "bestFor": "Developers who want parallel agents in worktrees, fed from their issue tracker, locally or over SSH.",
        "strengths": [
          "Each task in its own Git worktree and branch",
          "Issues from Linear, GitHub, Jira, GitLab, Asana and more go straight to an agent",
          "Works on remote machines over SSH",
          "Apache 2.0, version 1.2, with macOS, Windows and Linux builds"
        ],
        "weaknesses": [
          "Telemetry on unless turned off in Settings or with TELEMETRY_ENABLED=false",
          "No test workflow found, only consistency and release workflows",
          "No security policy file"
        ],
        "agentNotes": [
          "Launch with TELEMETRY_ENABLED=false if you don't want telemetry",
          "Use the SSH mode to keep agents on a remote machine"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "low",
            "grade": "D",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 53.9
          }
        ],
        "editorialScores": {
          "ergonomics": 55,
          "maintenance": 70,
          "payments": 60,
          "reliability": 55,
          "schema": 55,
          "security": 38,
          "transparency": 68
        },
        "provenanceScore": 40,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-07",
            "maintenance": "2026-11-07",
            "payments": "2026-11-07",
            "reliability": "2026-11-07",
            "schema": "2026-11-07",
            "security": "2026-11-07",
            "transparency": "2026-11-07"
          },
          "last": "2026-11-07",
          "oldest": "2026-11-07",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "brew install --cask emdash"
      },
      "letme": {
        "capability": "https://letme.dev/agent.harness",
        "tool": "https://letme.dev/emdash"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "General Action, Inc.",
        "domain": "emdash.sh",
        "domainRegistered": "",
        "domainNote": "Not looked up: RDAP isn't requested under the 1 November 2026 rules.",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-11-07",
        "notes": [
          "The licence names General Action, Inc.. The repository is github.com/generalaction/emdash."
        ],
        "score": 40
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/emdash.json",
      "live": {
        "slug": "emdash",
        "securityTxt": {
          "url": "https://emdash.sh/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-11-07T16:01:15.230445185Z"
        },
        "updatedAt": "2026-11-07T16:01:15.230445185Z"
      }
    },
    "answer": "mini-swe-agent scores 59 (C) on agent readiness against Emdash's 53.9 (D), and leads in 5 of 7 scored categories. Emdash leads on maintenance \u0026 community.",
    "b": {
      "slug": "mini-swe-agent",
      "name": "mini-swe-agent",
      "vendor": "SWE-bench team (Princeton and Stanford)",
      "vendorUrl": "https://mini-swe-agent.com",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "Minimal open-source coding agent from the Princeton and Stanford team behind SWE-bench, shipped as the `mini` CLI and a Python library. It gives the model one bash tool, works with any model through LiteLLM, and is a common SWE-bench baseline.",
      "url": "https://www.anchorterminal.com/tools/mini-swe-agent",
      "markdownUrl": "https://www.anchorterminal.com/tools/mini-swe-agent.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/mini-swe-agent.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json",
      "dns": "mini-swe-agent.grade.anchorterminal.com",
      "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": 59,
        "grade": "C",
        "agentReady": false,
        "rank": 719,
        "ranked": true,
        "rankOf": 1510,
        "categoryRank": 20,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 69,
          "maintenance": 32,
          "payments": 60,
          "reliability": 65,
          "schema": 58,
          "security": 58,
          "transparency": 56
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-11-04"
        },
        "negative": 0,
        "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 there has been no release since 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",
          "No release since 2.4.6 on 23 July 2026, nothing merged into main since 17 August, and 77 of the 85 pull requests numbered after #917 still open",
          "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": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 59
          }
        ],
        "editorialScores": {
          "ergonomics": 69,
          "maintenance": 32,
          "payments": 60,
          "reliability": 65,
          "schema": 58,
          "security": 58,
          "transparency": 62
        },
        "provenanceScore": 50,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-04",
            "maintenance": "2026-11-04",
            "payments": "2026-11-04",
            "reliability": "2026-11-04",
            "schema": "2026-11-04",
            "security": "2026-11-04",
            "transparency": "2026-11-04"
          },
          "last": "2026-11-04",
          "lastMoved": "2026-11-04",
          "oldest": "2026-11-04",
          "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": "2026-11-04",
        "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 (18 October and 4 November)."
        ],
        "score": 50
      },
      "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": "2026-11-06T23:45:51.824858096Z"
          },
          {
            "registry": "pypi",
            "name": "mini-swe-agent",
            "version": "2.4.6",
            "released": "2026-07-23",
            "seenAt": "2026-11-06T23:45:50.555882827Z"
          }
        ],
        "githubStars": 9224,
        "pypiWeekly": 3115942,
        "securityTxt": {
          "url": "https://mini-swe-agent.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-11-07T15:59:52.150031311Z"
        },
        "domain": {
          "domain": "mini-swe-agent.com",
          "registered": "2025-07-23",
          "source": "https://rdap.verisign.com/com/v1/domain/mini-swe-agent.com",
          "checkedAt": "2026-11-01T14:12:26.696049173Z"
        },
        "github": {
          "repo": "swe-agent/mini-swe-agent",
          "checkedAt": "2026-11-02T09:29:40.130801973Z",
          "stars": 9031,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-10-26T22:39:14Z",
          "openIssues": 45,
          "openPRs": 88,
          "issuesOpened90d": 33,
          "issuesClosed90d": 2,
          "prsMerged90d": 1,
          "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": "2026-11-07T15:59:52.150031311Z"
      }
    },
    "edges": [
      {
        "by": 38,
        "category": "maintenance",
        "leads": "emdash",
        "name": "Maintenance \u0026 community",
        "reasons": {
          "a": "v1.2.11 on 6 November 2026 (30). v1.2.9, v1.2.10 and v1.2.11 within two weeks (20). GitHub issues and pull requests weren't read (GitHub's pages refuse these sessions), so that line is scored absent (0). Current installers and Homebrew cask (15). Release workflows, no test CI (5). 30 + 20 + 0 + 15 + 5 = 70.",
          "b": "2.4.6 on PyPI on 2026-07-23, 104 days before this check, and still the newest tag (10). No release in the 90 days to 4 November (0). Main hasn't moved since 3 September (three commits since 23 July, one from pre-commit-ci). Outside fixes were merged within days through July, but no pull request has been merged since #917 (17 August), 77 of the 85 pull requests numbered after it still carry open merge refs on the git remote, and maintainer reply times couldn't be read; the 18 October shields.io counts are struck (5). The Python library ships in the same package as the CLI and is current (10). Dependabot and pre-commit-ci run, and CI workflows exist with their current state unconfirmed (7)."
        },
        "scores": {
          "a": 70,
          "b": 32
        }
      },
      {
        "by": 20,
        "category": "security",
        "leads": "mini-swe-agent",
        "name": "Security \u0026 auth",
        "reasons": {
          "a": "Harness reading. Telemetry is described as optional and disabled in Settings or with TELEMETRY_ENABLED=false, which reads as on by default (15 of 30). Worktree per task and remote machines over SSH (10 of 20). No prompt-injection guidance (5). No audit log (5). No security policy file found (3). 15 + 10 + 5 + 5 + 3 = 38.",
          "b": "Harness reading of the framework checklist, used for every harness in this batch. 30 for what leaves the machine by default, 20 for approvals and sandboxing, 15 for prompt-injection posture, 15 for audit and 20 for the security programme. No telemetry in mini's own source, and prompts go only to the configured provider. LiteLLM's own network behaviour wasn't checked (28). The CLI asks before each command by default, with regex whitelists and `-y` to skip, but the Python `DefaultAgent` never asks, the default local environment has no isolation and passes the full host environment to every command, and the experimental bubblewrap sandbox leaks host variables and shares the network (CVE-2026-108592). Docker forwards no host variables unless listed (8). No prompt-injection guidance found (2). A full trajectory of every command and output saved as JSON after each step, and a trajectory inspector (13). A security policy (docs/SECURITY.md) naming four maintainers to contact by email, with no response time, which meets the disclosure-policy reading at 7 as for cowagent and tokenrip. No bounty or advisory page, and CVE-2026-108592 (VulnCheck, 10 October) still has no fix in any release or on main. Compromised LiteLLM 1.82.7 and 1.82.8 are excluded in the dependency pins since 24 March 2026 (#794) (7)."
        },
        "scores": {
          "a": 38,
          "b": 58
        }
      },
      {
        "by": 14,
        "category": "ergonomics",
        "leads": "mini-swe-agent",
        "name": "Agent ergonomics",
        "reasons": {
          "a": "Harness reading. Issue intake from Linear, GitHub, Jira and others, diff review, pull requests and CI checks in one place, local or over SSH (55).",
          "b": "Harness reading of the framework line, scored on what an agent or pipeline driving it has to supply. One bash tool and a short system prompt, with output over 10,000 characters cut to its first and last 5,000, but no compaction of a long history (22). Step, cost and wall-time limits, global call and cost limits by environment variable, and a 30-second timeout per command (18). The trajectory JSON records Submitted, LimitsExceeded, TimeExceeded or RepeatedFormatError, but stdout is human-readable only and these aren't process exit codes (12). Model calls retry ten times with exponential backoff, and the trajectory is saved after every step, but there's no resume and no undo (8). Python bindings only. An unattended `mini` run needs `-y`, `--exit-immediately` and `MSWEA_CONFIGURED`, the last found only in the source (9). No MCP client, ACP or server mode."
        },
        "scores": {
          "a": 55,
          "b": 69
        }
      },
      {
        "by": 10,
        "category": "reliability",
        "leads": "mini-swe-agent",
        "name": "Reliability",
        "reasons": {
          "a": "Local software. Homebrew cask and installers for macOS, Windows and Linux (20). A code-consistency check and release workflows; no test workflow found (10). GitHub issues and pull requests weren't read (GitHub's pages refuse these sessions), so that line is scored absent (0). Stable tags to v1.2.11, release notes on GitHub (10). Version 1.2.11 (15). 20 + 10 + 0 + 10 + 15 = 55.",
          "b": "Read as a local package, graded on 2.4.6, the release `pip install mini-swe-agent` installs, and still the newest tag on 4 November 2026. One official PyPI package with Python 3.10 or newer stated (20). A pytest workflow runs on every push to main with Podman, bubblewrap and Apptainer installed, 41 test files and Codecov coverage, but GitHub's pages refused this run, so whether main passes is unconfirmed (15). Issue counts and types couldn't be read (the 18 October counts came from shields.io, a third-party copy, and are struck). The git remote shows outside bug fixes merged through 22 July, such as #915, #896 and #886, and nothing merged into main since apart from a pre-commit update on 17 August, while 77 of the 85 pull requests numbered after #917 still carry open merge refs (10). Versions follow semver and v2's breaking changes came with a migration guide, but there's no changelog file and tags carry only a version bump (8). 2.4.6, past 1.0, though the PyPI classifier still says 3 - Alpha (12)."
        },
        "scores": {
          "a": 55,
          "b": 65
        }
      }
    ],
    "facts": [
      {
        "a": "Agent harness",
        "b": "Agent harness",
        "name": "Kind"
      },
      {
        "a": "General Action, Inc.",
        "b": "SWE-bench team (Princeton and Stanford)",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "None",
        "b": "None",
        "name": "Auth"
      },
      {
        "a": "Free",
        "b": "Free",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Apache-2.0",
        "b": "MIT",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "2026-11-06",
        "b": "2026-07-23",
        "name": "Last release"
      },
      {
        "a": "no document linked",
        "b": "no document linked",
        "name": "Terms last updated"
      },
      {
        "a": "no document linked",
        "b": "no document linked",
        "name": "Privacy policy last updated"
      },
      {
        "a": "none",
        "b": "8.6k stars, 4.4M PyPI/wk",
        "name": "Popularity"
      },
      {
        "a": "none",
        "b": "3/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "mini-swe-agent scores 59 (C) on agent readiness against Emdash's 53.9 (D), and leads in 5 of 7 scored categories. Emdash leads on maintenance \u0026 community.",
        "question": "Which is better for AI agents, Emdash or mini-swe-agent?"
      },
      {
        "answer": "Yes. Emdash is open source (Apache-2.0). mini-swe-agent is open source (MIT).",
        "question": "Are Emdash and mini-swe-agent open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Maintenance \u0026 community, 70 against 32"
        ],
        "also": null,
        "goodFor": "Developers who want parallel agents in worktrees, fed from their issue tracker, locally or over SSH.",
        "slug": "emdash",
        "watchFor": "Telemetry on unless turned off in Settings or with TELEMETRY_ENABLED=false"
      },
      {
        "aheadOn": [
          "Reliability, 65 against 55",
          "Agent ergonomics, 69 against 55",
          "Security \u0026 auth, 58 against 38"
        ],
        "also": [
          "Free to start without a card"
        ],
        "goodFor": "Benchmark runs, research baselines and RL or fine-tuning pipelines that want a minimal, readable agent with a linear trajectory, and for people who want to read every line of their harness.",
        "slug": "mini-swe-agent",
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        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-orca.json",
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        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-paseo.json",
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        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-prime-agent.json",
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        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-qoder-cli.json",
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        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-qwen-code.json",
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      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-traycer.json",
        "title": "mini-swe-agent vs Traycer",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-traycer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-unstoppable.json",
        "title": "mini-swe-agent vs Unstoppable",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-unstoppable"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-verdent.json",
        "title": "mini-swe-agent vs Verdent",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-verdent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-vibe-trading.json",
        "title": "mini-swe-agent vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-vibe-trading"
      },
      {
        "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/clawboo-vs-emdash.json",
        "title": "Clawboo vs Emdash",
        "url": "https://www.anchorterminal.com/compare/clawboo-vs-emdash"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cli-manager-vs-emdash.json",
        "title": "CLI Manager vs Emdash",
        "url": "https://www.anchorterminal.com/compare/cli-manager-vs-emdash"
      },
      {
        "json": "https://www.anchorterminal.com/compare/emdash-vs-harness-autonomous.json",
        "title": "Emdash vs Harness",
        "url": "https://www.anchorterminal.com/compare/emdash-vs-harness-autonomous"
      },
      {
        "json": "https://www.anchorterminal.com/compare/emdash-vs-paperclip.json",
        "title": "Emdash vs Paperclip",
        "url": "https://www.anchorterminal.com/compare/emdash-vs-paperclip"
      },
      {
        "json": "https://www.anchorterminal.com/compare/emdash-vs-parallax-agents.json",
        "title": "Emdash vs Parallax",
        "url": "https://www.anchorterminal.com/compare/emdash-vs-parallax-agents"
      }
    ],
    "panel": null,
    "scores": [
      {
        "by": 10,
        "edge": "mini-swe-agent",
        "emdash": 55,
        "key": "reliability",
        "mini-swe-agent": 65,
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 3,
        "edge": "mini-swe-agent",
        "emdash": 55,
        "key": "schema",
        "mini-swe-agent": 58,
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 14,
        "edge": "mini-swe-agent",
        "emdash": 55,
        "key": "ergonomics",
        "mini-swe-agent": 69,
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 20,
        "edge": "mini-swe-agent",
        "emdash": 38,
        "key": "security",
        "mini-swe-agent": 58,
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 0,
        "edge": "",
        "emdash": 60,
        "key": "payments",
        "mini-swe-agent": 60,
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 38,
        "edge": "emdash",
        "emdash": 70,
        "key": "maintenance",
        "mini-swe-agent": 32,
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 2,
        "edge": "mini-swe-agent",
        "emdash": 54,
        "key": "transparency",
        "mini-swe-agent": 56,
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "mini-swe-agent scores 59 (C) on agent readiness against Emdash's 53.9 (D), and leads in 5 of 7 scored categories. Emdash leads on maintenance \u0026 community. Both do agent harnesses.",
    "tasks": null,
    "tutorials": [],
    "verdicts": {
      "emdash": "A mature open-source app for parallel coding agents in Git worktrees, with issue intake from a dozen trackers and remote machines over SSH. Telemetry is on unless you turn it off, and no test workflow was found in the repository.",
      "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 there has been no release since 2.4.6 on 23 July 2026."
    }
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  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/emdash-vs-mini-swe-agent",
    "json": "https://www.anchorterminal.com/compare/emdash-vs-mini-swe-agent.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/emdash-vs-mini-swe-agent.md",
    "mcp": "https://www.anchorterminal.com/mcp",
    "slim": "https://www.anchorterminal.com/compare/emdash-vs-mini-swe-agent.min.md"
  },
  "markdown": "mini-swe-agent scores 59 (C) on agent readiness against Emdash's 53.9 (D), and leads in 5 of 7 scored categories. Emdash leads on maintenance \u0026 community. Both do agent harnesses.\n\n- Emdash: grade D, 53.9/100, rank #933 of 1510. Markdown https://www.anchorterminal.com/tools/emdash.md · JSON https://www.anchorterminal.com/api/v1/tools/emdash.json\n- mini-swe-agent: grade C, 59/100, rank #719 of 1510. Markdown https://www.anchorterminal.com/tools/mini-swe-agent.md · JSON https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json\n- Best agent harnesses and coding agents: https://www.anchorterminal.com/best/agent-harnesses/index.md\n- All 1500 harnesses comparisons: https://www.anchorterminal.com/compare/agent-harnesses/index.md\n\n## Which one, for what\n\n### Emdash (D)\n\nGood for: Developers who want parallel agents in worktrees, fed from their issue tracker, locally or over SSH.\n\nAhead on:\n- Maintenance \u0026 community, 70 against 32\n\nWatch for: Telemetry on unless turned off in Settings or with TELEMETRY_ENABLED=false\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, 65 against 55\n- Agent ergonomics, 69 against 55\n- Security \u0026 auth, 58 against 38\n\nAlso in its favour:\n- Free to start without a card\n\nWatch for: The default local environment runs commands on the host with no isolation and the full host environment\n\n\n## Why the edge\n\n### Maintenance \u0026 community: Emdash +38\n\n- Emdash (70): v1.2.11 on 6 November 2026 (30). v1.2.9, v1.2.10 and v1.2.11 within two weeks (20). GitHub issues and pull requests weren't read (GitHub's pages refuse these sessions), so that line is scored absent (0). Current installers and Homebrew cask (15). Release workflows, no test CI (5). 30 + 20 + 0 + 15 + 5 = 70.\n- mini-swe-agent (32): 2.4.6 on PyPI on 2026-07-23, 104 days before this check, and still the newest tag (10). No release in the 90 days to 4 November (0). Main hasn't moved since 3 September (three commits since 23 July, one from pre-commit-ci). Outside fixes were merged within days through July, but no pull request has been merged since #917 (17 August), 77 of the 85 pull requests numbered after it still carry open merge refs on the git remote, and maintainer reply times couldn't be read; the 18 October shields.io counts are struck (5). The Python library ships in the same package as the CLI and is current (10). Dependabot and pre-commit-ci run, and CI workflows exist with their current state unconfirmed (7).\n\n### Security \u0026 auth: mini-swe-agent +20\n\n- Emdash (38): Harness reading. Telemetry is described as optional and disabled in Settings or with TELEMETRY_ENABLED=false, which reads as on by default (15 of 30). Worktree per task and remote machines over SSH (10 of 20). No prompt-injection guidance (5). No audit log (5). No security policy file found (3). 15 + 10 + 5 + 5 + 3 = 38.\n- mini-swe-agent (58): Harness reading of the framework checklist, used for every harness in this batch. 30 for what leaves the machine by default, 20 for approvals and sandboxing, 15 for prompt-injection posture, 15 for audit and 20 for the security programme. No telemetry in mini's own source, and prompts go only to the configured provider. LiteLLM's own network behaviour wasn't checked (28). The CLI asks before each command by default, with regex whitelists and `-y` to skip, but the Python `DefaultAgent` never asks, the default local environment has no isolation and passes the full host environment to every command, and the experimental bubblewrap sandbox leaks host variables and shares the network (CVE-2026-108592). Docker forwards no host variables unless listed (8). No prompt-injection guidance found (2). A full trajectory of every command and output saved as JSON after each step, and a trajectory inspector (13). A security policy (docs/SECURITY.md) naming four maintainers to contact by email, with no response time, which meets the disclosure-policy reading at 7 as for cowagent and tokenrip. No bounty or advisory page, and CVE-2026-108592 (VulnCheck, 10 October) still has no fix in any release or on main. Compromised LiteLLM 1.82.7 and 1.82.8 are excluded in the dependency pins since 24 March 2026 (#794) (7).\n\n### Agent ergonomics: mini-swe-agent +14\n\n- Emdash (55): Harness reading. Issue intake from Linear, GitHub, Jira and others, diff review, pull requests and CI checks in one place, local or over SSH (55).\n- mini-swe-agent (69): Harness reading of the framework line, scored on what an agent or pipeline driving it has to supply. One bash tool and a short system prompt, with output over 10,000 characters cut to its first and last 5,000, but no compaction of a long history (22). Step, cost and wall-time limits, global call and cost limits by environment variable, and a 30-second timeout per command (18). The trajectory JSON records Submitted, LimitsExceeded, TimeExceeded or RepeatedFormatError, but stdout is human-readable only and these aren't process exit codes (12). Model calls retry ten times with exponential backoff, and the trajectory is saved after every step, but there's no resume and no undo (8). Python bindings only. An unattended `mini` run needs `-y`, `--exit-immediately` and `MSWEA_CONFIGURED`, the last found only in the source (9). No MCP client, ACP or server mode.\n\n### Reliability: mini-swe-agent +10\n\n- Emdash (55): Local software. Homebrew cask and installers for macOS, Windows and Linux (20). A code-consistency check and release workflows; no test workflow found (10). GitHub issues and pull requests weren't read (GitHub's pages refuse these sessions), so that line is scored absent (0). Stable tags to v1.2.11, release notes on GitHub (10). Version 1.2.11 (15). 20 + 10 + 0 + 10 + 15 = 55.\n- mini-swe-agent (65): Read as a local package, graded on 2.4.6, the release `pip install mini-swe-agent` installs, and still the newest tag on 4 November 2026. One official PyPI package with Python 3.10 or newer stated (20). A pytest workflow runs on every push to main with Podman, bubblewrap and Apptainer installed, 41 test files and Codecov coverage, but GitHub's pages refused this run, so whether main passes is unconfirmed (15). Issue counts and types couldn't be read (the 18 October counts came from shields.io, a third-party copy, and are struck). The git remote shows outside bug fixes merged through 22 July, such as #915, #896 and #886, and nothing merged into main since apart from a pre-commit update on 17 August, while 77 of the 85 pull requests numbered after #917 still carry open merge refs (10). Versions follow semver and v2's breaking changes came with a migration guide, but there's no changelog file and tags carry only a version bump (8). 2.4.6, past 1.0, though the PyPI classifier still says 3 - Alpha (12).\n\n## Score by category\n\n| Category | Weight | Emdash | mini-swe-agent | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 55 | 65 | mini-swe-agent +10 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 55 | 58 | mini-swe-agent +3 |\n| Agent ergonomics | 13% (16.2 this run) | 55 | 69 | mini-swe-agent +14 |\n| Security \u0026 auth | 14% (17.5 this run) | 38 | 58 | mini-swe-agent +20 |\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) | 70 | 32 | Emdash +38 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 54 | 56 | mini-swe-agent +2 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **53.9 · D** | **59 · C** | |\n\n## Facts side by side\n\n| Fact | Emdash | mini-swe-agent |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | General Action, Inc. | SWE-bench team (Princeton and Stanford) |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports |  |  |\n| Auth | None | None |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | Apache-2.0 | MIT |\n| Read-only variant documented | no | no |\n| llms.txt | no | no |\n| Last release | 2026-11-06 | 2026-07-23 |\n| Terms last updated | no document linked | no document linked |\n| Privacy policy last updated | no document linked | no document linked |\n| Popularity | none | 8.6k stars, 4.4M PyPI/wk |\n| Agent reviews | none | 3/5 (4) |\n\n## How the scores have moved\n\n### Emdash\n\nNo score change since it was listed.\n\n### mini-swe-agent\n\n- +1.9 on 4 November 2026: new evidence, correction, time\n- +0.4 on 27 October 2026: new evidence\n\n## Verdicts\n\n**Emdash.** A mature open-source app for parallel coding agents in Git worktrees, with issue intake from a dozen trackers and remote machines over SSH. Telemetry is on unless you turn it off, and no test workflow was found in the repository.\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 there has been no release since 2.4.6 on 23 July 2026.\n\n## Before you call either\n\n### Emdash\n\n1. Launch with TELEMETRY_ENABLED=false if you don't want telemetry\n2. Use the SSH mode to keep agents on a remote machine\n\n### mini-swe-agent\n\n1. Run with `-y --exit-immediately` for unattended use. Without `--exit-immediately` it waits for input when the agent finishes\n2. Set `MSWEA_CONFIGURED=true` and `MSWEA_MODEL_NAME` first, or the first run stops at an interactive setup prompt\n3. Read `info.exit_status` in the `-o` trajectory file. A run that hits its limits still exits normally\n4. For untrusted repositories use `-c mini.yaml -c environment.environment_class=docker -c environment.image=\u003cimage\u003e`. The local and bubblewrap environments both expose host variables\n5. Strip model keys from the environment commands see, since the local environment passes every host variable to each command\n\n## Questions\n\n### Which is better for AI agents, Emdash or mini-swe-agent?\n\nmini-swe-agent scores 59 (C) on agent readiness against Emdash's 53.9 (D), and leads in 5 of 7 scored categories. Emdash leads on maintenance \u0026 community.\n\n### Are Emdash and mini-swe-agent open source?\n\nYes. Emdash is open source (Apache-2.0). mini-swe-agent is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/emdash-vs-mini-swe-agent.json, and with the fewest tokens: https://www.anchorterminal.com/compare/emdash-vs-mini-swe-agent.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"emdash\", \"b\": \"mini-swe-agent\"}`. From a terminal: `anchor compare emdash mini-swe-agent`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/emdash.json and https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json\n\n## Other comparisons with Emdash or mini-swe-agent\n\n- [Agent Zero vs Emdash](https://www.anchorterminal.com/compare/agent-zero-vs-emdash.md)\n- [Agent Zero vs mini-swe-agent](https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent.md)\n- [Aider vs Emdash](https://www.anchorterminal.com/compare/aider-vs-emdash.md)\n- [Aider vs mini-swe-agent](https://www.anchorterminal.com/compare/aider-vs-mini-swe-agent.md)\n- [Amp vs Emdash](https://www.anchorterminal.com/compare/amp-vs-emdash.md)\n- [Amp vs mini-swe-agent](https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent.md)\n- [Antigravity CLI vs Emdash](https://www.anchorterminal.com/compare/antigravity-cli-vs-emdash.md)\n- [Antigravity CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/antigravity-cli-vs-mini-swe-agent.md)\n- [Auggie CLI vs Emdash](https://www.anchorterminal.com/compare/auggie-vs-emdash.md)\n- [Auggie CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/auggie-vs-mini-swe-agent.md)\n- [AXLR vs Emdash](https://www.anchorterminal.com/compare/axlr-vs-emdash.md)\n- [AXLR vs mini-swe-agent](https://www.anchorterminal.com/compare/axlr-vs-mini-swe-agent.md)\n- [Claude Code vs Emdash](https://www.anchorterminal.com/compare/claude-code-vs-emdash.md)\n- [Claude Code vs mini-swe-agent](https://www.anchorterminal.com/compare/claude-code-vs-mini-swe-agent.md)\n- [Cline vs Emdash](https://www.anchorterminal.com/compare/cline-vs-emdash.md)\n- [Cline vs mini-swe-agent](https://www.anchorterminal.com/compare/cline-vs-mini-swe-agent.md)\n- [Conductor vs Emdash](https://www.anchorterminal.com/compare/conductor-vs-emdash.md)\n- [Conductor vs mini-swe-agent](https://www.anchorterminal.com/compare/conductor-vs-mini-swe-agent.md)\n- [Crush vs Emdash](https://www.anchorterminal.com/compare/crush-vs-emdash.md)\n- [Crush vs mini-swe-agent](https://www.anchorterminal.com/compare/crush-vs-mini-swe-agent.md)\n- [Cursor CLI vs Emdash](https://www.anchorterminal.com/compare/cursor-cli-vs-emdash.md)\n- [Cursor CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/cursor-cli-vs-mini-swe-agent.md)\n- [DeepSeek Harness (dsh) vs Emdash](https://www.anchorterminal.com/compare/deepseek-harness-vs-emdash.md)\n- [DeepSeek Harness (dsh) vs mini-swe-agent](https://www.anchorterminal.com/compare/deepseek-harness-vs-mini-swe-agent.md)\n- [dsh-superagent (DeepSeek) vs Emdash](https://www.anchorterminal.com/compare/deepseek-superagent-vs-emdash.md)\n- [dsh-superagent (DeepSeek) vs mini-swe-agent](https://www.anchorterminal.com/compare/deepseek-superagent-vs-mini-swe-agent.md)\n- [Devin vs 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Codex](https://www.anchorterminal.com/compare/emdash-vs-openai-codex.md)\n- [Emdash vs OpenCode](https://www.anchorterminal.com/compare/emdash-vs-opencode.md)\n- [Emdash vs OpenHands](https://www.anchorterminal.com/compare/emdash-vs-openhands.md)\n- [Emdash vs OpenMausBot](https://www.anchorterminal.com/compare/emdash-vs-openmausbot.md)\n- [Emdash vs Orca](https://www.anchorterminal.com/compare/emdash-vs-orca.md)\n- [Emdash vs Paseo](https://www.anchorterminal.com/compare/emdash-vs-paseo.md)\n- [Emdash vs Prime Agent](https://www.anchorterminal.com/compare/emdash-vs-prime-agent.md)\n- [Emdash vs Qoder CLI](https://www.anchorterminal.com/compare/emdash-vs-qoder-cli.md)\n- [Emdash vs Qwen Code](https://www.anchorterminal.com/compare/emdash-vs-qwen-code.md)\n- [Emdash vs Mirror CLI](https://www.anchorterminal.com/compare/emdash-vs-reflection-mirror.md)\n- [Emdash vs Rovo Dev CLI](https://www.anchorterminal.com/compare/emdash-vs-rovo-dev-cli.md)\n- [Emdash vs 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