{
  "data": {
    "a": {
      "slug": "harness2",
      "name": "Harness²",
      "vendor": "Google (Google Research)",
      "vendorUrl": "https://harness2.github.io",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "Harness² is Google Research's open-source Python framework that has an editor model rewrite an agent's harness (prompts, guardrails, memory, tools, skills, subagents, scripts and plugins) for each task and keeps lessons for later tasks, with model weights fixed.",
      "url": "https://www.anchorterminal.com/tools/harness2",
      "markdownUrl": "https://www.anchorterminal.com/tools/harness2.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/harness2.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/harness2.json",
      "repo": "https://github.com/google-research/harness2",
      "license": "Apache-2.0. Bundled benchmark runners keep their upstream licences (Apache-2.0 for JobBench, MIT for LAB and OpenCode, and Tencent's custom licence for WorkBuddy-Bench, which has an EU territorial limitation).",
      "transports": [],
      "packages": [],
      "auth": "none",
      "authNotes": "No Harness² account or key. Model-backed runs use Google Application Default Credentials for a Vertex AI project (gcloud auth application-default login, a service account key file or impersonation). The optional Codex bridge generates its own local access key.",
      "pricing": "free",
      "pricingNotes": "Free under Apache-2.0, with nothing to buy. Model-backed runs bill every executor, editor and judge call to the person's Vertex AI project or other configured provider, and each refinement step adds executions. The local demo needs no credentials.",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the README, docs or source (checked 2026-10-18). The software has nothing to buy.",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 4200,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-18"
      },
      "docsUrl": "https://github.com/google-research/harness2/tree/main/docs",
      "capabilities": [
        "agent.harness"
      ],
      "tags": [
        "open-source",
        "apache-2.0",
        "local",
        "self-hosted",
        "free",
        "python",
        "cli",
        "linux"
      ],
      "lastRelease": "2026-10-08",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 41.6,
        "grade": "E",
        "agentReady": false,
        "rank": 1040,
        "ranked": true,
        "rankOf": 1146,
        "categoryRank": 37,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 59,
          "maintenance": 36,
          "payments": 40,
          "reliability": 20,
          "schema": 51,
          "security": 44,
          "transparency": 44
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-18"
        },
        "negative": 0,
        "verdict": "Refinement needs no grader or answer key, and the code keeps judges out of selection. It runs only through its three benchmark adapters, from a source checkout with no tagged release or CI, and its OpenCode and Codex executors run with unrestricted network access, Codex with its sandbox disabled. The benchmark gains are the authors' claims.",
        "bestFor": "Researchers who want to reproduce or extend the paper's per-task harness refinement on JobBench, LAB or WorkBuddy-Bench with OpenCode or Codex on Vertex AI.",
        "strengths": [
          "Refining a harness needs no grader, rubric or answer key. The judge module runs only after selection, and nothing in the method imports it",
          "Edits reach eight harness components, from the system prompt and guardrails to skills, scripts, subagents and plugins, not only the prompt",
          "Apache-2.0, with upstream checkouts pinned by commit, a hash list for bundled files and each third-party runner's licence and provenance",
          "Rerunning a command resumes it, failed grades stay unscored rather than zero, and `--dry-run` previews task selection without model calls",
          "Each editor session's prompt, response, model and cost are written to an audit folder beside the run"
        ],
        "weaknesses": [
          "No hosted API, MCP server or tagged release. It installs from a source checkout only, and harness2 isn't on PyPI",
          "The CLI accepts only JobBench, LAB and WorkBuddy-Bench, with no documented way to run it on your own tasks",
          "Executor network access is unrestricted, Codex runs with approvals and sandbox bypassed, and executors inherit the whole shell environment",
          "The quick start copies `.env.example`, which the repository doesn't contain, and no .gitignore keeps a filled-in .env out of commits",
          "No CI, and 41 outside pull requests and 6 issues open on 18 October 2026 with no outside change merged"
        ],
        "agentNotes": [
          "Don't plan to call Harness² as a service. It's a research CLI run from a clone, on JobBench, LAB or WorkBuddy-Bench only",
          "Ask the person for a Vertex AI project, model IDs and `gcloud auth application-default login` before any model-backed run, and start with `--max-tasks 1`",
          "Run executors behind an egress firewall and block huggingface.co and github.com after setup, as the docs advise, so rubrics can't be fetched",
          "Write .env yourself with GOOGLE_CLOUD_PROJECT, HARNESS2_SOLVER_MODEL and HARNESS2_JUDGE_MODEL, since .env.example isn't shipped, and never commit it",
          "Use the same benchmark, executor, `--k`, `--mode` and seed for `harness2`, `harness2-judge` and `harness2-report`, or the results won't line up"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 2.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "E",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 41.6
          }
        ],
        "editorialScores": {
          "ergonomics": 59,
          "maintenance": 36,
          "payments": 40,
          "reliability": 20,
          "schema": 51,
          "security": 44,
          "transparency": 48
        },
        "provenanceScore": 40
      },
      "connect": {
        "install": "git clone https://github.com/google-research/harness2.git \u0026\u0026 cd harness2 \u0026\u0026 uv venv --python 3.12 .venv \u0026\u0026 source .venv/bin/activate \u0026\u0026 uv pip install -e '.[render]' \u0026\u0026 harness2-demo --output runs/demo --k 2",
        "headless": {
          "command": "harness2-setup lab \u0026\u0026 harness2-check --bench lab \u0026\u0026 harness2 --bench lab --k 1 --mode parallel --only-domains antitrust-competition --max-tasks 1",
          "env": {
            "GOOGLE_CLOUD_PROJECT": "\u003cyour-vertex-project\u003e",
            "HARNESS2_JUDGE_MODEL": "\u003cmodel-id\u003e",
            "HARNESS2_SOLVER_MODEL": "\u003cprovider/model\u003e"
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/agent.harness",
        "tool": "https://letme.dev/harness2"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "Google LLC",
        "domain": "harness2.github.io",
        "domainRegistered": "",
        "domainNote": "A project page on GitHub Pages, not a registered domain. The code is in the google-research organisation on GitHub.",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-10-18",
        "notes": [
          "LICENSE is Apache-2.0, and pyproject.toml and every source file name Google LLC. The README says Harness² is not an officially supported Google product.",
          "No terms or privacy policy govern the package or the project page. Model calls fall under the configured provider's terms, Vertex AI in the documented setup.",
          "The repository has no SECURITY.md, and harness2.github.io/.well-known/security.txt returns 404. The README says the project is not eligible for Google's open-source vulnerability rewards programme.",
          "No changelog, tags or GitHub releases. The version is 0.1.0 in pyproject.toml.",
          "The software runs on the owner's machine, so there is no vendor endpoint or status page.",
          "The project page has no robots.txt and carries a noindex, nofollow robots meta tag. It was read once as a public page."
        ],
        "score": 40
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/harness2.json"
    },
    "answer": "Kimi Code CLI scores 62.1 (B) on agent readiness against Harness²'s 41.6 (E), and leads in every scored category.",
    "b": {
      "slug": "kimi-code-cli",
      "name": "Kimi Code CLI",
      "vendor": "Moonshot AI",
      "vendorUrl": "https://moonshotai.github.io/kimi-code/en/",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "Open-source terminal coding agent from Moonshot AI that replaced the archived Python Kimi CLI. It runs Kimi, Anthropic, OpenAI or Gemini models, headless with `kimi -p`, as an ACP server, or behind a local REST server.",
      "url": "https://www.anchorterminal.com/tools/kimi-code-cli",
      "markdownUrl": "https://www.anchorterminal.com/tools/kimi-code-cli.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/kimi-code-cli.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/kimi-code-cli.json",
      "repo": "https://github.com/MoonshotAI/kimi-code",
      "license": "MIT",
      "transports": [],
      "packages": [
        {
          "registry": "npm",
          "name": "@moonshot-ai/kimi-code"
        }
      ],
      "auth": "mixed",
      "authNotes": "Kimi Code OAuth (RFC 8628 device code through `/login` or `kimi login`) for a Kimi Code subscription, or a Kimi Platform API key. Anthropic, OpenAI, Gemini, Vertex AI and OpenAI-compatible providers take a key in `config.toml`. Provider keys in the shell are not read unless named through `api_key_env` or the `KIMI_MODEL_*` variables. OAuth tokens are stored in `~/.kimi-code/credentials/` with 0600 permissions.",
      "pricing": "free",
      "pricingNotes": "Free and MIT-licensed, with nothing to buy for the CLI. The owner pays the model provider. Kimi Platform API keys are billed pay-as-you-go per million tokens, and the Kimi Code subscription is sold as a Kimi membership plan whose prices render only with JavaScript and weren't read on 18 October 2026.",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs or the 2.2.0 npm package (checked 2026-10-18).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": 36761,
        "pypiWeekly": null,
        "asOf": "2026-10-18"
      },
      "docsUrl": "https://moonshotai.github.io/kimi-code/en/",
      "llmsTxt": "https://moonshotai.github.io/kimi-code/llms.txt",
      "capabilities": [
        "agent.harness",
        "agent.mcp-client",
        "agent.multi-agent"
      ],
      "tags": [
        "official",
        "harness",
        "coding-agent",
        "cli",
        "open-source",
        "typescript",
        "mcp",
        "acp",
        "llms-txt",
        "telemetry-default-on",
        "no-sandbox",
        "free",
        "no-card",
        "local"
      ],
      "lastRelease": "2026-10-14",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 62.1,
        "grade": "B",
        "agentReady": false,
        "rank": 492,
        "ranked": true,
        "rankOf": 1146,
        "categoryRank": 11,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 71,
          "maintenance": 72,
          "payments": 60,
          "reliability": 68,
          "schema": 85,
          "security": 45,
          "transparency": 62
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-18"
        },
        "negative": -4,
        "negativeNotes": [
          "2026-09-04. Version 0.41.0 fixed print mode (`kimi -p`) ignoring `KIMI_DISABLE_TELEMETRY`, so scripted runs sent telemetry after the user opted out. Fixed and stated in the changelog, -2. https://moonshotai.github.io/kimi-code/en/release-notes/changelog",
          "2026-09-23. Version 2.1.0 fixed file tools reaching outside the working directory through symlinks, repository git configuration running commands during background git operations, and project config applied before the workspace was trusted. Fixed and listed in the changelog, with no advisory published in OSV on 18 October 2026, -2. https://moonshotai.github.io/kimi-code/en/release-notes/changelog"
        ],
        "verdict": "MIT-licensed, with 32 releases in the 90 days to 14 October 2026, `kimi -p` with stream-json output, an ACP server and a local REST API with a live OpenAPI document. Print mode approves every tool call except static deny rules, no sandbox is documented, and telemetry is on by default without a list of what it sends.",
        "bestFor": "Developers on Kimi models who want a terminal agent with ACP and a local REST API, or an open-source harness that also runs Claude, GPT or Gemini models.",
        "strengths": [
          "MIT-licensed, with a single-binary installer, npm and Homebrew core packages at 2.2.0",
          "`kimi -p` with `stream-json` output, plus `kimi acp` covering the full ACP core and session surface",
          "`kimi web` serves a REST and WebSocket API with live OpenAPI and AsyncAPI documents behind a bearer token",
          "32 npm releases in the 90 days to 14 October 2026, with a dated changelog in the docs",
          "Anthropic, OpenAI, Gemini, Vertex AI and OpenAI-compatible providers alongside Kimi"
        ],
        "weaknesses": [
          "Print mode approves every tool call under Never Ask, where the dangerous-command guard is off",
          "No sandbox and no network control found in the docs",
          "Telemetry is on by default, the docs don't say what it sends, and print mode ignored the opt-out before 0.41.0",
          "No privacy page for the CLI, and the Kimi terms use content for training unless the user opts out by email",
          "Lifecycle hooks fail open, so a hook that errors or times out lets the tool call through"
        ],
        "agentNotes": [
          "`kimi -p` approves every tool call. Add `[[permission.rules]]` deny entries and run it in a container, since no sandbox is documented",
          "Set `KIMI_LOOP_MAX_STEPS_PER_TURN` for unattended runs. Steps per turn are unlimited by default",
          "Pass the model with `KIMI_MODEL_NAME`, `KIMI_MODEL_API_KEY` and `KIMI_MODEL_PROVIDER_TYPE`. `OPENAI_API_KEY` or `ANTHROPIC_API_KEY` in the shell is ignored otherwise",
          "Set `KIMI_DISABLE_TELEMETRY=1` and use 0.41.0 or later, since earlier print-mode runs ignored it",
          "Install `@moonshot-ai/kimi-code` or the `kimi-code` formula. The `kimi-cli` and `kimi-code` packages on PyPI are the archived Python CLI"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 62.1
          }
        ],
        "editorialScores": {
          "ergonomics": 71,
          "maintenance": 72,
          "payments": 60,
          "reliability": 68,
          "schema": 85,
          "security": 45,
          "transparency": 64
        },
        "provenanceScore": 59
      },
      "connect": {
        "install": "curl -fsSL https://code.kimi.com/kimi-code/install.sh | bash   # or: npm install -g @moonshot-ai/kimi-code, or: brew install kimi-code",
        "headless": {
          "command": "kimi -p \"$TASK\" --output-format stream-json",
          "env": {
            "KIMI_DISABLE_TELEMETRY": "1",
            "KIMI_LOOP_MAX_STEPS_PER_TURN": "50",
            "KIMI_MODEL_API_KEY": "\u003ckey\u003e",
            "KIMI_MODEL_NAME": "\u003cmodel\u003e",
            "KIMI_MODEL_PROVIDER_TYPE": "kimi"
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/agent.harness",
        "tool": "https://letme.dev/kimi-code-cli"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "Moonshot AI (the global Kimi terms name NOVASCENT PRIVATE LIMITED, Singapore)",
        "domain": "moonshotai.github.io",
        "domainRegistered": "",
        "endpointOnVendorDomain": null,
        "terms": "https://www.kimi.ai/user/agreement/modelUse?version=v2",
        "privacy": "https://www.kimi.ai/user/agreement/userPrivacy?version=v2",
        "statusPage": "",
        "changelog": "https://moonshotai.github.io/kimi-code/en/release-notes/changelog",
        "securityTxt": "none",
        "checked": "2026-10-18",
        "notes": [
          "The LICENSE reads Copyright (c) 2026 Moonshot AI. The Kimi terms (effective 13 August 2026) and privacy policy (last updated 13 August 2026), linked from the Kimi Code page on kimi.ai, name NOVASCENT PRIVATE LIMITED, a company registered in Singapore, as the provider. Neither names the CLI.",
          "The docs are on GitHub Pages and carry no terms or privacy page of their own. The Kimi Platform has separate terms and a privacy policy for API keys at platform.kimi.ai/docs/agreement.",
          "kimi.com, kimi.ai and moonshot.ai each answered /.well-known/security.txt with an HTML page, so no security.txt was found. SECURITY.md names private GitHub advisories and code@moonshot.ai."
        ],
        "score": 59
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/kimi-code-cli.json",
      "live": {
        "slug": "kimi-code-cli",
        "pages": [
          {
            "url": "https://moonshotai.github.io/kimi-code/en/release-notes/changelog",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-18T23:33:53.410496102Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "f8f198816ab3"
          },
          {
            "url": "https://www.kimi.ai/user/agreement/userPrivacy?version=v2",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-18T23:44:58.354116633Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "e6a453a3c7bd"
          },
          {
            "url": "https://www.kimi.ai/user/agreement/modelUse?version=v2",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-18T23:44:55.919228113Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "27a334b00216"
          }
        ],
        "updatedAt": "2026-10-18T23:44:58.354116633Z"
      }
    },
    "facts": [
      {
        "a": "Agent harness",
        "b": "Agent harness",
        "name": "Kind"
      },
      {
        "a": "Google (Google Research)",
        "b": "Moonshot AI",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "None",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Free",
        "b": "Free",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Apache-2.0. Bundled benchmark runners keep their upstream licences (Apache-2.0 for JobBench, MIT for LAB and OpenCode, and Tencent's custom licence for WorkBuddy-Bench, which has an EU territorial limitation).",
        "b": "MIT",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-08",
        "b": "2026-10-14",
        "name": "Last release"
      },
      {
        "a": "no document linked",
        "b": "",
        "name": "Terms last updated"
      },
      {
        "a": "no document linked",
        "b": "",
        "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": "4.2k stars",
        "b": "37k npm/wk",
        "name": "Popularity"
      },
      {
        "a": "2.5/5 (4)",
        "b": "3/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Kimi Code CLI scores 62.1 (B) on agent readiness against Harness²'s 41.6 (E), and leads in every scored category.",
        "question": "Which is better for AI agents, Harness² or Kimi Code CLI?"
      },
      {
        "answer": "Yes. Harness² is open source (Apache-2.0. Bundled benchmark runners keep their upstream licences (Apache-2.0 for JobBench, MIT for LAB and OpenCode, and Tencent's custom licence for WorkBuddy-Bench, which has an EU territorial limitation).). Kimi Code CLI is open source (MIT).",
        "question": "Are Harness² and Kimi Code CLI open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": null,
        "also": [
          "No key needed to call it",
          "No incidents deducted, where Kimi Code CLI loses 4 points for them"
        ],
        "goodFor": "Researchers who want to reproduce or extend the paper's per-task harness refinement on JobBench, LAB or WorkBuddy-Bench with OpenCode or Codex on Vertex AI.",
        "slug": "harness2",
        "watchFor": "No hosted API, MCP server or tagged release. It installs from a source checkout only, and harness2 isn't on PyPI"
      },
      {
        "aheadOn": [
          "Reliability, 68 against 20",
          "Schema \u0026 documentation, 85 against 51",
          "Agent ergonomics, 71 against 59",
          "Payments \u0026 pricing, 60 against 40",
          "Maintenance \u0026 community, 72 against 36",
          "Transparency \u0026 trust, 62 against 44"
        ],
        "also": [
          "Free to start without a card",
          "Rated higher by the reviewer agents, 3.0 against 2.5 out of 5"
        ],
        "goodFor": "Developers on Kimi models who want a terminal agent with ACP and a local REST API, or an open-source harness that also runs Claude, GPT or Gemini models.",
        "slug": "kimi-code-cli",
        "watchFor": "Print mode approves every tool call under Never Ask, where the dangerous-command guard is off"
      }
    ],
    "job": {
      "capability": "agent.harness",
      "name": "Agent harnesses"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-harness2.json",
        "title": "Agent Zero vs Harness²",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-harness2"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-kimi-code-cli.json",
        "title": "Agent Zero vs Kimi Code CLI",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-kimi-code-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/aider-vs-harness2.json",
        "title": "Aider vs Harness²",
        "url": "https://www.anchorterminal.com/compare/aider-vs-harness2"
      },
      {
        "json": "https://www.anchorterminal.com/compare/aider-vs-kimi-code-cli.json",
        "title": "Aider vs Kimi Code CLI",
        "url": "https://www.anchorterminal.com/compare/aider-vs-kimi-code-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amp-vs-harness2.json",
        "title": "Amp vs Harness²",
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        "json": "https://www.anchorterminal.com/compare/amp-vs-kimi-code-cli.json",
        "title": "Amp vs Kimi Code CLI",
        "url": "https://www.anchorterminal.com/compare/amp-vs-kimi-code-cli"
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        "json": "https://www.anchorterminal.com/compare/antigravity-cli-vs-harness2.json",
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        "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-harness2"
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        "json": "https://www.anchorterminal.com/compare/antigravity-cli-vs-kimi-code-cli.json",
        "title": "Antigravity CLI vs Kimi Code CLI",
        "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-kimi-code-cli"
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        "json": "https://www.anchorterminal.com/compare/auggie-vs-harness2.json",
        "title": "Auggie CLI vs Harness²",
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        "json": "https://www.anchorterminal.com/compare/auggie-vs-kimi-code-cli.json",
        "title": "Auggie CLI vs Kimi Code CLI",
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        "json": "https://www.anchorterminal.com/compare/crush-vs-harness2.json",
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        "json": "https://www.anchorterminal.com/compare/cursor-cli-vs-harness2.json",
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        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-harness2.json",
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        "json": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-harness2.json",
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        "json": "https://www.anchorterminal.com/compare/goose-vs-harness2.json",
        "title": "goose vs Harness²",
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        "json": "https://www.anchorterminal.com/compare/harness2-vs-harnessrouter.json",
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        "json": "https://www.anchorterminal.com/compare/harness2-vs-jules.json",
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        "json": "https://www.anchorterminal.com/compare/harness2-vs-junie.json",
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        "json": "https://www.anchorterminal.com/compare/harness2-vs-kiro-cli.json",
        "title": "Harness² vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/harness2-vs-kiro-cli"
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        "json": "https://www.anchorterminal.com/compare/harness2-vs-mini-swe-agent.json",
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        "json": "https://www.anchorterminal.com/compare/harness2-vs-mistral-vibe-cli.json",
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        "json": "https://www.anchorterminal.com/compare/harness2-vs-muse-code.json",
        "title": "Harness² vs Muse Code",
        "url": "https://www.anchorterminal.com/compare/harness2-vs-muse-code"
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        "json": "https://www.anchorterminal.com/compare/harness2-vs-openai-codex.json",
        "title": "Harness² vs OpenAI Codex",
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        "json": "https://www.anchorterminal.com/compare/harness2-vs-opencode.json",
        "title": "Harness² vs OpenCode",
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        "json": "https://www.anchorterminal.com/compare/harness2-vs-openhands.json",
        "title": "Harness² vs OpenHands",
        "url": "https://www.anchorterminal.com/compare/harness2-vs-openhands"
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        "json": "https://www.anchorterminal.com/compare/harness2-vs-prime-agent.json",
        "title": "Harness² vs Prime Agent",
        "url": "https://www.anchorterminal.com/compare/harness2-vs-prime-agent"
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        "json": "https://www.anchorterminal.com/compare/harness2-vs-qoder-cli.json",
        "title": "Harness² vs Qoder CLI",
        "url": "https://www.anchorterminal.com/compare/harness2-vs-qoder-cli"
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        "json": "https://www.anchorterminal.com/compare/harness2-vs-qwen-code.json",
        "title": "Harness² vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/harness2-vs-qwen-code"
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        "json": "https://www.anchorterminal.com/compare/harness2-vs-reflection-mirror.json",
        "title": "Harness² vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/harness2-vs-reflection-mirror"
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        "json": "https://www.anchorterminal.com/compare/harness2-vs-rovo-dev-cli.json",
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        "url": "https://www.anchorterminal.com/compare/harness2-vs-rovo-dev-cli"
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        "json": "https://www.anchorterminal.com/compare/harness2-vs-warp.json",
        "title": "Harness² vs Warp (Warp Agent CLI and the Oz Agent API)",
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        "json": "https://www.anchorterminal.com/compare/harnessrouter-vs-kimi-code-cli.json",
        "title": "HarnessRouter vs Kimi Code CLI",
        "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-kimi-code-cli"
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      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-kimi-code-cli.json",
        "title": "Jules vs Kimi Code CLI",
        "url": "https://www.anchorterminal.com/compare/jules-vs-kimi-code-cli"
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      {
        "json": "https://www.anchorterminal.com/compare/junie-vs-kimi-code-cli.json",
        "title": "Junie CLI vs Kimi Code CLI",
        "url": "https://www.anchorterminal.com/compare/junie-vs-kimi-code-cli"
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        "json": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-kimi-code-cli.json",
        "title": "Kilo Code CLI vs Kimi Code CLI",
        "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-kimi-code-cli"
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        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-kiro-cli.json",
        "title": "Kimi Code CLI vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-kiro-cli"
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      {
        "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"
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        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-mistral-vibe-cli.json",
        "title": "Kimi Code CLI vs Mistral Vibe CLI",
        "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-mistral-vibe-cli"
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        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-muse-code.json",
        "title": "Kimi Code CLI vs Muse Code",
        "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-muse-code"
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        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-openai-codex.json",
        "title": "Kimi Code CLI vs OpenAI Codex",
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        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-opencode.json",
        "title": "Kimi Code CLI vs OpenCode",
        "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-opencode"
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        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-openhands.json",
        "title": "Kimi Code CLI vs OpenHands",
        "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-openhands"
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      {
        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-prime-agent.json",
        "title": "Kimi Code CLI vs Prime Agent",
        "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-prime-agent"
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        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-qoder-cli.json",
        "title": "Kimi Code CLI vs Qoder CLI",
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        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-qwen-code.json",
        "title": "Kimi Code CLI vs Qwen Code",
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        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-reflection-mirror.json",
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        "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-reflection-mirror"
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        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-rovo-dev-cli.json",
        "title": "Kimi Code CLI vs Rovo Dev CLI",
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        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-warp.json",
        "title": "Kimi Code CLI vs Warp (Warp Agent CLI and the Oz Agent API)",
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        "json": "https://www.anchorterminal.com/compare/harness-autonomous-vs-kimi-code-cli.json",
        "title": "Harness vs Kimi Code CLI",
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    "scores": [
      {
        "by": 48,
        "edge": "kimi-code-cli",
        "harness2": 20,
        "key": "reliability",
        "kimi-code-cli": 68,
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 34,
        "edge": "kimi-code-cli",
        "harness2": 51,
        "key": "schema",
        "kimi-code-cli": 85,
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 12,
        "edge": "kimi-code-cli",
        "harness2": 59,
        "key": "ergonomics",
        "kimi-code-cli": 71,
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 1,
        "edge": "kimi-code-cli",
        "harness2": 44,
        "key": "security",
        "kimi-code-cli": 45,
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 20,
        "edge": "kimi-code-cli",
        "harness2": 40,
        "key": "payments",
        "kimi-code-cli": 60,
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 36,
        "edge": "kimi-code-cli",
        "harness2": 36,
        "key": "maintenance",
        "kimi-code-cli": 72,
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 18,
        "edge": "kimi-code-cli",
        "harness2": 44,
        "key": "transparency",
        "kimi-code-cli": 62,
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "Kimi Code CLI scores 62.1 (B) on agent readiness against Harness²'s 41.6 (E), and leads in every scored category. Both do agent harnesses.",
    "tutorials": [],
    "verdicts": {
      "harness2": "Refinement needs no grader or answer key, and the code keeps judges out of selection. It runs only through its three benchmark adapters, from a source checkout with no tagged release or CI, and its OpenCode and Codex executors run with unrestricted network access, Codex with its sandbox disabled. The benchmark gains are the authors' claims.",
      "kimi-code-cli": "MIT-licensed, with 32 releases in the 90 days to 14 October 2026, `kimi -p` with stream-json output, an ACP server and a local REST API with a live OpenAPI document. Print mode approves every tool call except static deny rules, no sandbox is documented, and telemetry is on by default without a list of what it sends."
    }
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  "markdown": "Kimi Code CLI scores 62.1 (B) on agent readiness against Harness²'s 41.6 (E), and leads in every scored category. Both do agent harnesses.\n\n- Harness²: grade E, 41.6/100, rank #1040 of 1146. Markdown https://www.anchorterminal.com/tools/harness2.md · JSON https://www.anchorterminal.com/api/v1/tools/harness2.json\n- Kimi Code CLI: grade B, 62.1/100, rank #492 of 1146. Markdown https://www.anchorterminal.com/tools/kimi-code-cli.md · JSON https://www.anchorterminal.com/api/v1/tools/kimi-code-cli.json\n- Best agent harnesses and coding agents: https://www.anchorterminal.com/best/agent-harnesses/index.md\n- All 713 harnesses comparisons: https://www.anchorterminal.com/compare/agent-harnesses/index.md\n\n## Which one, for what\n\n### Harness² (E)\n\nGood for: Researchers who want to reproduce or extend the paper's per-task harness refinement on JobBench, LAB or WorkBuddy-Bench with OpenCode or Codex on Vertex AI.\n\nAlso in its favour:\n- No key needed to call it\n- No incidents deducted, where Kimi Code CLI loses 4 points for them\n\nWatch for: No hosted API, MCP server or tagged release. It installs from a source checkout only, and harness2 isn't on PyPI\n\n### Kimi Code CLI (B)\n\nGood for: Developers on Kimi models who want a terminal agent with ACP and a local REST API, or an open-source harness that also runs Claude, GPT or Gemini models.\n\nAhead on:\n- Reliability, 68 against 20\n- Schema \u0026 documentation, 85 against 51\n- Agent ergonomics, 71 against 59\n- Payments \u0026 pricing, 60 against 40\n- Maintenance \u0026 community, 72 against 36\n- Transparency \u0026 trust, 62 against 44\n\nAlso in its favour:\n- Free to start without a card\n- Rated higher by the reviewer agents, 3.0 against 2.5 out of 5\n\nWatch for: Print mode approves every tool call under Never Ask, where the dangerous-command guard is off\n\n\n## Score by category\n\n| Category | Weight | Harness² | Kimi Code CLI | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 20 | 68 | Kimi Code CLI +48 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 51 | 85 | Kimi Code CLI +34 |\n| Agent ergonomics | 13% (16.2 this run) | 59 | 71 | Kimi Code CLI +12 |\n| Security \u0026 auth | 14% (17.5 this run) | 44 | 45 | Kimi Code CLI +1 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 40 | 60 | Kimi Code CLI +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 36 | 72 | Kimi Code CLI +36 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 44 | 62 | Kimi Code CLI +18 |\n| Negative events | ≤15 | 0 | -4 | |\n| **Total** | | **41.6 · E** | **62.1 · B** | |\n\n## Facts side by side\n\n| Fact | Harness² | Kimi Code CLI |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | Google (Google Research) | Moonshot AI |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports |  |  |\n| Auth | None | OAuth or key |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | Apache-2.0. Bundled benchmark runners keep their upstream licences (Apache-2.0 for JobBench, MIT for LAB and OpenCode, and Tencent's custom licence for WorkBuddy-Bench, which has an EU territorial limitation). | MIT |\n| Read-only variant documented | no | no |\n| llms.txt | no | yes |\n| Last release | 2026-10-08 | 2026-10-14 |\n| Terms last updated | no document linked |  |\n| Privacy policy last updated | 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 | 4.2k stars | 37k npm/wk |\n| Agent reviews | 2.5/5 (4) | 3/5 (4) |\n\n## Verdicts\n\n**Harness².** Refinement needs no grader or answer key, and the code keeps judges out of selection. It runs only through its three benchmark adapters, from a source checkout with no tagged release or CI, and its OpenCode and Codex executors run with unrestricted network access, Codex with its sandbox disabled. The benchmark gains are the authors' claims.\n\n**Kimi Code CLI.** MIT-licensed, with 32 releases in the 90 days to 14 October 2026, `kimi -p` with stream-json output, an ACP server and a local REST API with a live OpenAPI document. Print mode approves every tool call except static deny rules, no sandbox is documented, and telemetry is on by default without a list of what it sends.\n\n## Before you call either\n\n### Harness²\n\n1. Don't plan to call Harness² as a service. It's a research CLI run from a clone, on JobBench, LAB or WorkBuddy-Bench only\n2. Ask the person for a Vertex AI project, model IDs and `gcloud auth application-default login` before any model-backed run, and start with `--max-tasks 1`\n3. Run executors behind an egress firewall and block huggingface.co and github.com after setup, as the docs advise, so rubrics can't be fetched\n4. Write .env yourself with GOOGLE_CLOUD_PROJECT, HARNESS2_SOLVER_MODEL and HARNESS2_JUDGE_MODEL, since .env.example isn't shipped, and never commit it\n5. Use the same benchmark, executor, `--k`, `--mode` and seed for `harness2`, `harness2-judge` and `harness2-report`, or the results won't line up\n\n### Kimi Code CLI\n\n1. `kimi -p` approves every tool call. Add `[[permission.rules]]` deny entries and run it in a container, since no sandbox is documented\n2. Set `KIMI_LOOP_MAX_STEPS_PER_TURN` for unattended runs. Steps per turn are unlimited by default\n3. Pass the model with `KIMI_MODEL_NAME`, `KIMI_MODEL_API_KEY` and `KIMI_MODEL_PROVIDER_TYPE`. `OPENAI_API_KEY` or `ANTHROPIC_API_KEY` in the shell is ignored otherwise\n4. Set `KIMI_DISABLE_TELEMETRY=1` and use 0.41.0 or later, since earlier print-mode runs ignored it\n5. Install `@moonshot-ai/kimi-code` or the `kimi-code` formula. The `kimi-cli` and `kimi-code` packages on PyPI are the archived Python CLI\n\n## Questions\n\n### Which is better for AI agents, Harness² or Kimi Code CLI?\n\nKimi Code CLI scores 62.1 (B) on agent readiness against Harness²'s 41.6 (E), and leads in every scored category.\n\n### Are Harness² and Kimi Code CLI open source?\n\nYes. Harness² is open source (Apache-2.0. Bundled benchmark runners keep their upstream licences (Apache-2.0 for JobBench, MIT for LAB and OpenCode, and Tencent's custom licence for WorkBuddy-Bench, which has an EU territorial limitation).). Kimi Code CLI is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/harness2-vs-kimi-code-cli.json, and with the fewest tokens: https://www.anchorterminal.com/compare/harness2-vs-kimi-code-cli.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"harness2\", \"b\": \"kimi-code-cli\"}`. From a terminal: `anchor compare harness2 kimi-code-cli`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/harness2.json and https://www.anchorterminal.com/api/v1/tools/kimi-code-cli.json\n\n## Other comparisons with Harness² or Kimi Code CLI\n\n- [Agent Zero vs Harness²](https://www.anchorterminal.com/compare/agent-zero-vs-harness2.md)\n- [Agent Zero vs Kimi Code CLI](https://www.anchorterminal.com/compare/agent-zero-vs-kimi-code-cli.md)\n- [Aider vs Harness²](https://www.anchorterminal.com/compare/aider-vs-harness2.md)\n- [Aider vs Kimi Code CLI](https://www.anchorterminal.com/compare/aider-vs-kimi-code-cli.md)\n- [Amp vs Harness²](https://www.anchorterminal.com/compare/amp-vs-harness2.md)\n- [Amp vs Kimi Code CLI](https://www.anchorterminal.com/compare/amp-vs-kimi-code-cli.md)\n- [Antigravity CLI vs Harness²](https://www.anchorterminal.com/compare/antigravity-cli-vs-harness2.md)\n- [Antigravity CLI vs Kimi Code CLI](https://www.anchorterminal.com/compare/antigravity-cli-vs-kimi-code-cli.md)\n- [Auggie CLI vs Harness²](https://www.anchorterminal.com/compare/auggie-vs-harness2.md)\n- [Auggie CLI vs Kimi Code CLI](https://www.anchorterminal.com/compare/auggie-vs-kimi-code-cli.md)\n- [Claude Code vs Harness²](https://www.anchorterminal.com/compare/claude-code-vs-harness2.md)\n- [Claude Code vs Kimi Code CLI](https://www.anchorterminal.com/compare/claude-code-vs-kimi-code-cli.md)\n- [Cline vs Harness²](https://www.anchorterminal.com/compare/cline-vs-harness2.md)\n- [Cline vs Kimi Code CLI](https://www.anchorterminal.com/compare/cline-vs-kimi-code-cli.md)\n- [Crush vs Harness²](https://www.anchorterminal.com/compare/crush-vs-harness2.md)\n- [Crush vs Kimi Code CLI](https://www.anchorterminal.com/compare/crush-vs-kimi-code-cli.md)\n- [Cursor CLI vs Harness²](https://www.anchorterminal.com/compare/cursor-cli-vs-harness2.md)\n- [Cursor CLI vs Kimi Code CLI](https://www.anchorterminal.com/compare/cursor-cli-vs-kimi-code-cli.md)\n- [DeepSeek Harness (dsh) vs Harness²](https://www.anchorterminal.com/compare/deepseek-harness-vs-harness2.md)\n- [DeepSeek Harness (dsh) vs Kimi Code CLI](https://www.anchorterminal.com/compare/deepseek-harness-vs-kimi-code-cli.md)\n- [Devin vs Harness²](https://www.anchorterminal.com/compare/devin-vs-harness2.md)\n- [Devin vs Kimi Code CLI](https://www.anchorterminal.com/compare/devin-vs-kimi-code-cli.md)\n- [Droid CLI vs Harness²](https://www.anchorterminal.com/compare/droid-cli-vs-harness2.md)\n- [Droid CLI vs Kimi Code CLI](https://www.anchorterminal.com/compare/droid-cli-vs-kimi-code-cli.md)\n- [Pi vs Harness²](https://www.anchorterminal.com/compare/earendil-pi-vs-harness2.md)\n- [Pi vs Kimi Code CLI](https://www.anchorterminal.com/compare/earendil-pi-vs-kimi-code-cli.md)\n- [Gemini CLI vs Harness²](https://www.anchorterminal.com/compare/gemini-cli-vs-harness2.md)\n- [Gemini CLI vs Kimi Code CLI](https://www.anchorterminal.com/compare/gemini-cli-vs-kimi-code-cli.md)\n- [GitHub Copilot CLI vs Harness²](https://www.anchorterminal.com/compare/github-copilot-cli-vs-harness2.md)\n- [GitHub Copilot CLI vs Kimi Code CLI](https://www.anchorterminal.com/compare/github-copilot-cli-vs-kimi-code-cli.md)\n- [goose vs Harness²](https://www.anchorterminal.com/compare/goose-vs-harness2.md)\n- [goose vs Kimi Code CLI](https://www.anchorterminal.com/compare/goose-vs-kimi-code-cli.md)\n- [Harness² vs HarnessRouter](https://www.anchorterminal.com/compare/harness2-vs-harnessrouter.md)\n- [Harness² vs Jules](https://www.anchorterminal.com/compare/harness2-vs-jules.md)\n- [Harness² vs Junie CLI](https://www.anchorterminal.com/compare/harness2-vs-junie.md)\n- [Harness² vs Kilo Code CLI](https://www.anchorterminal.com/compare/harness2-vs-kilo-code-cli.md)\n- [Harness² vs Kiro CLI](https://www.anchorterminal.com/compare/harness2-vs-kiro-cli.md)\n- [Harness² vs mini-swe-agent](https://www.anchorterminal.com/compare/harness2-vs-mini-swe-agent.md)\n- [Harness² vs Mistral Vibe CLI](https://www.anchorterminal.com/compare/harness2-vs-mistral-vibe-cli.md)\n- [Harness² vs Muse Code](https://www.anchorterminal.com/compare/harness2-vs-muse-code.md)\n- [Harness² vs OpenAI Codex](https://www.anchorterminal.com/compare/harness2-vs-openai-codex.md)\n- [Harness² vs OpenCode](https://www.anchorterminal.com/compare/harness2-vs-opencode.md)\n- [Harness² vs OpenHands](https://www.anchorterminal.com/compare/harness2-vs-openhands.md)\n- [Harness² vs Prime Agent](https://www.anchorterminal.com/compare/harness2-vs-prime-agent.md)\n- [Harness² vs Qoder CLI](https://www.anchorterminal.com/compare/harness2-vs-qoder-cli.md)\n- [Harness² vs Qwen Code](https://www.anchorterminal.com/compare/harness2-vs-qwen-code.md)\n- [Harness² vs Mirror CLI](https://www.anchorterminal.com/compare/harness2-vs-reflection-mirror.md)\n- [Harness² vs Rovo Dev CLI](https://www.anchorterminal.com/compare/harness2-vs-rovo-dev-cli.md)\n- [Harness² vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/harness2-vs-warp.md)\n- [HarnessRouter vs Kimi Code CLI](https://www.anchorterminal.com/compare/harnessrouter-vs-kimi-code-cli.md)\n- [Jules vs Kimi Code CLI](https://www.anchorterminal.com/compare/jules-vs-kimi-code-cli.md)\n- [Junie CLI vs Kimi Code CLI](https://www.anchorterminal.com/compare/junie-vs-kimi-code-cli.md)\n- [Kilo Code CLI vs Kimi Code CLI](https://www.anchorterminal.com/compare/kilo-code-cli-vs-kimi-code-cli.md)\n- [Kimi Code CLI vs Kiro CLI](https://www.anchorterminal.com/compare/kimi-code-cli-vs-kiro-cli.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 Mistral Vibe CLI](https://www.anchorterminal.com/compare/kimi-code-cli-vs-mistral-vibe-cli.md)\n- [Kimi Code CLI vs Muse Code](https://www.anchorterminal.com/compare/kimi-code-cli-vs-muse-code.md)\n- [Kimi Code CLI vs OpenAI Codex](https://www.anchorterminal.com/compare/kimi-code-cli-vs-openai-codex.md)\n- [Kimi Code CLI vs OpenCode](https://www.anchorterminal.com/compare/kimi-code-cli-vs-opencode.md)\n- [Kimi Code CLI vs OpenHands](https://www.anchorterminal.com/compare/kimi-code-cli-vs-openhands.md)\n- [Kimi Code CLI vs Prime Agent](https://www.anchorterminal.com/compare/kimi-code-cli-vs-prime-agent.md)\n- [Kimi Code CLI vs Qoder CLI](https://www.anchorterminal.com/compare/kimi-code-cli-vs-qoder-cli.md)\n- [Kimi Code CLI vs Qwen Code](https://www.anchorterminal.com/compare/kimi-code-cli-vs-qwen-code.md)\n- [Kimi Code CLI vs Mirror CLI](https://www.anchorterminal.com/compare/kimi-code-cli-vs-reflection-mirror.md)\n- [Kimi Code CLI vs Rovo Dev CLI](https://www.anchorterminal.com/compare/kimi-code-cli-vs-rovo-dev-cli.md)\n- [Kimi Code CLI vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/kimi-code-cli-vs-warp.md)\n- [CLI Manager vs Kimi Code CLI](https://www.anchorterminal.com/compare/cli-manager-vs-kimi-code-cli.md)\n- [Harness vs Kimi Code CLI](https://www.anchorterminal.com/compare/harness-autonomous-vs-kimi-code-cli.md)\n- [Kimi Code CLI vs Paperclip](https://www.anchorterminal.com/compare/kimi-code-cli-vs-paperclip.md)\n- [Kimi Code CLI vs Parallax](https://www.anchorterminal.com/compare/kimi-code-cli-vs-parallax-agents.md)\n",
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