{
  "data": {
    "a": {
      "slug": "deepseek-harness",
      "name": "DeepSeek Harness (dsh)",
      "vendor": "DeepSeek",
      "vendorUrl": "https://deepseek-harness.github.io/deepseek-harness/",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "DeepSeek Harness (`dsh`) is DeepSeek's MIT-licensed agent harness, a developer preview built from plugins over the Cordis framework. It runs as a local Web UI, a one-shot headless command, an ACP server or a JSON-RPC server for its Python SDK.",
      "url": "https://www.anchorterminal.com/tools/deepseek-harness",
      "markdownUrl": "https://www.anchorterminal.com/tools/deepseek-harness.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/deepseek-harness.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/deepseek-harness.json",
      "repo": "https://github.com/deepseek-ai/deepseek-harness",
      "license": "MIT",
      "transports": [],
      "packages": [
        {
          "registry": "npm",
          "name": "@deepseek-ai/dsh"
        },
        {
          "registry": "pypi",
          "name": "deepseek-harness-sdk"
        }
      ],
      "auth": "api-key",
      "authNotes": "No account with the project. A model key goes in the environment, `$DSH_HOME/.credentials.yaml`, a `.env` file or the Web UI settings, for DeepSeek (`DEEPSEEK_API_KEY`), a catalogue provider or a custom OpenAI or Anthropic-compatible endpoint, including a self-hosted one. The Web UI listens on loopback and authenticates each request.",
      "pricing": "free",
      "pricingNotes": "Free and MIT, with nothing to buy for the harness. The owner pays the model provider, usually DeepSeek's API at its published per-token rates, or nothing with a self-hosted model.",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the README, the CLI reference or the docs index (checked 2026-10-18).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": 244843,
        "pypiWeekly": null,
        "asOf": "2026-10-18"
      },
      "docsUrl": "https://deepseek-harness.github.io/deepseek-harness/",
      "llmsTxt": "https://deepseek-harness.github.io/deepseek-harness/llms.txt",
      "capabilities": [
        "agent.harness",
        "agent.mcp-client",
        "agent.multi-agent"
      ],
      "tags": [
        "official",
        "harness",
        "coding-agent",
        "cli",
        "open-source",
        "typescript",
        "python",
        "mcp",
        "acp",
        "llms-txt",
        "telemetry-default-on",
        "pre-1.0",
        "preview",
        "free",
        "no-card",
        "local"
      ],
      "lastRelease": "2026-10-17",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 49.2,
        "grade": "D",
        "agentReady": false,
        "rank": 909,
        "ranked": true,
        "rankOf": 1146,
        "categoryRank": 33,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 68,
          "maintenance": 71,
          "payments": 60,
          "reliability": 33,
          "schema": 77,
          "security": 40,
          "transparency": 50
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-18"
        },
        "negative": -6,
        "negativeNotes": [
          "2026-09-08. CVE-2026-82533 (CVSS 9.6, published by VulnCheck). The local HTTP agent-control API trusted a client-supplied loopback Host header, so a sandboxed tool process could reach it, escape the sandbox and turn off approvals, and a tunnelled port exposed it remotely. Fixed in 0.1.2-alpha.1 with commit 3e24087 per the NVD record. Fixed, inside six months, -2. https://nvd.nist.gov/vuln/detail/CVE-2026-82533",
          "2026-09-28 to 2026-10-16. Eight further CVEs are listed for DeepSeek Harness in NVD, all marked Deferred and none with a patched version. Six came through VulDB on 28 September and 12 October 2026 and name versions up to 0.1.0-rc.7, 0.1.1-rc.2, 0.1.5-rc.3 and 0.1.7-rc.2, with CVSS 3.1 scores of 3.1 to 6.3. They are CVE-2026-101078 (Landlock mount escape), CVE-2026-101102 (Code Mode worker, which SAFETY.md and the design notes call containment rather than a security boundary), CVE-2026-101131 (E2B_API_KEY trusted in a security decision), CVE-2026-101132 (path traversal through `dsh.bundle.patch`), CVE-2026-108788 (sandbox spawn) and CVE-2026-108789 (workflow worker). Each says the vendor was contacted early and did not respond. CVE-2026-95182 (CVSS 10.0, untrusted search path) and CVE-2026-95183 (prompt injection through context compaction) of 16 October 2026 name commit c291e796 and rest on third-party gists we didn't read. Read the way the PicoClaw note was. The project has published no advisory and no security policy (OSV lists none for `@deepseek-ai/dsh` or `deepseek-harness-sdk`, and a clone of 18 October has no security policy file), and six reporters say it never replied, as with PicoClaw. We read all eight NVD records but none of the write-ups. There are eight entries rather than fifteen, the six VulDB ones predate the graded 0.2.0-rc.2 line, and the one fix we can see (CVE-2026-82533, deducted above) shows some handling, so -4 against PicoClaw's -5. https://services.nvd.nist.gov/rest/json/cves/2.0?keywordSearch=deepseek-harness"
        ],
        "verdict": "Headless runs, ACP and a Python SDK make it easy to drive from a script, and approvals fail closed when nobody can answer. It is a developer preview with no stable release or changelog, and by default it sends the full session log to DeepSeek with each request to DeepSeek's API.",
        "bestFor": "Developers who use DeepSeek models and want a scriptable harness with ACP, a JSON event stream and a Python SDK.",
        "strengths": [
          "MIT licence, with headless `--json`, an ACP stdio server and a JSON-RPC server for the Python SDK from one `dsh` command",
          "In headless and ACP runs an approval nobody answers is denied, so the default `workspace-write` plus `ask` preset fails closed",
          "File writes are confined to the workspace by bwrap or Landlock on Linux, Seatbelt on macOS and restricted tokens on Windows",
          "`--dump-config-schema` prints a JSON Schema 2020-12 document for the composed configuration, and the docs serve llms.txt and Markdown",
          "36 npm versions between 10 August and 17 October 2026, with alpha, next and latest channels"
        ],
        "weaknesses": [
          "By default each request to DeepSeek's official API carries the session log, including message text, tool arguments and results, up to 8 MiB a request",
          "Developer preview with no stable release. npm `latest` is 0.2.0-rc.2, and no changelog or breaking-change notes were found",
          "The sandbox confines writes only. Reads and network access are not confined, and `web_fetch` runs without approval",
          "No SECURITY.md or security.txt. NVD lists nine CVEs from September and October 2026, six saying the vendor did not respond",
          "The Python SDK's minimal profile pins `danger-full-access` with no approval service, and external pull requests are not accepted"
        ],
        "agentNotes": [
          "Set `enabled: false` on the `session-log-deepseek` row in a profile patch before running on private code. Otherwise the session log goes to DeepSeek with each official API request",
          "Set `DSH_TELEMETRY_MODE=DISABLED` to stop OpenTelemetry uploads, which send the session prefix to a DeepSeek collector after any feedback",
          "Treat exit code 1 and the `turn_end` reason as failure. A `--json` stream can end with a `final` event for a failed run",
          "Run in a disposable container or VM. The sandbox doesn't confine reads or network, and SAFETY.md says the project has had no security audit",
          "Pin the version. npm `latest` (0.2.0-rc.2) and `next` (0.2.1-rc.2) differ, DeepSeek's changelog asks for 0.2.1-rc.1 or later, and the README warns of breaking changes"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "D",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 49.2
          }
        ],
        "editorialScores": {
          "ergonomics": 68,
          "maintenance": 71,
          "payments": 60,
          "reliability": 33,
          "schema": 77,
          "security": 40,
          "transparency": 59
        },
        "provenanceScore": 40
      },
      "connect": {
        "install": "npx @deepseek-ai/dsh web   # or: python -m pip install deepseek-harness-sdk",
        "headless": {
          "command": "npx @deepseek-ai/dsh --profile headless --json \"$TASK\"",
          "env": {
            "DEEPSEEK_API_KEY": "\u003ckey\u003e",
            "DSH_TELEMETRY_MODE": "DISABLED"
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/agent.harness",
        "tool": "https://letme.dev/deepseek-harness"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "DeepSeek (the LICENSE names DeepSeek, and no legal entity is named in the repository or the docs)",
        "domain": "deepseek-harness.github.io",
        "domainRegistered": "",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-10-18",
        "notes": [
          "The project publishes no terms or privacy policy of its own. Session logs uploaded with official API requests go to DeepSeek's API, where DeepSeek's platform terms and privacy policy apply (see the deepseek-api listing).",
          "No SECURITY.md in the repository root or .github, and deepseek-harness.github.io/.well-known/security.txt and www.deepseek.com/.well-known/security.txt returned 404 on 18 October 2026.",
          "No CHANGELOG.md in the repository and no release notes on the docs site. Versions are on npm and PyPI only.",
          "GitHub's web pages and API were not read. A compiled record of 18 October (shields.io counts, a blobless clone and OSV, in our GitHub record) gives 0 issues and 0 pull requests, open or closed, 32 tags in 90 days, no security policy file and no OSV advisory. Stars, CI results and Discussions remain unchecked."
        ],
        "score": 40
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/deepseek-harness.json"
    },
    "answer": "Kiro CLI scores 60.6 (C) on agent readiness against DeepSeek Harness (dsh)'s 49.2 (D), and leads in 5 of 7 scored categories. DeepSeek Harness (dsh) leads on payments \u0026 pricing.",
    "b": {
      "slug": "kiro-cli",
      "name": "Kiro CLI",
      "vendor": "Amazon Web Services",
      "vendorUrl": "https://kiro.dev/cli/",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "AWS's coding agent for the terminal and the successor to the Amazon Q Developer CLI. It runs interactive chat, non-interactive runs for pipelines with an API key, MCP servers and an Agent Client Protocol server for editors.",
      "url": "https://www.anchorterminal.com/tools/kiro-cli",
      "markdownUrl": "https://www.anchorterminal.com/tools/kiro-cli.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/kiro-cli.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/kiro-cli.json",
      "repo": "https://github.com/kirodotdev/Kiro",
      "license": "Proprietary. Licensed as AWS Content under the AWS Customer Agreement and the AWS Intellectual Property Licence (https://kiro.dev/license/). The GitHub repository is the public issue tracker and doesn't hold the source",
      "transports": [],
      "packages": [],
      "auth": "mixed",
      "authNotes": "`kiro-cli login` with GitHub, Google, AWS Builder ID, AWS IAM Identity Centre or an external identity provider, in a browser or by device flow on a remote machine. Pipelines use an API key in `KIRO_API_KEY`, created at app.kiro.dev by Pro, Pro+, Pro Max and Power subscribers. Keys are long-lived, named and revocable, with no scopes, and API key generation is off by default for subscriptions an administrator manages. An active browser session takes precedence over the key.",
      "pricing": "freemium",
      "pricingNotes": "Kiro Free is $0 with 50 credits a month and a reduced model list. Pro is $20 a user a month with 1,000 credits, Pro+ $40 with 2,000, Pro Max $100 with 5,000 and Power $200 with 10,000, and extra credits cost $0.04 each. Models use credits at different rates (Auto is the 1.0x baseline). API keys for headless runs need a paid plan, and a paid plan needs a card. GovCloud prices are about 20 per cent higher with no free tier (checked 2026-10-08).",
      "priceSummary": "$20 / mo",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs, the pricing page or the CLI changelog (checked 2026-10-08).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 4356,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-08"
      },
      "docsUrl": "https://kiro.dev/docs/cli/",
      "llmsTxt": "https://kiro.dev/llms.txt",
      "capabilities": [
        "agent.harness",
        "agent.mcp-client",
        "agent.multi-agent"
      ],
      "tags": [
        "official",
        "harness",
        "coding-agent",
        "cli",
        "closed-source",
        "mcp",
        "acp",
        "llms-txt",
        "free-tier",
        "no-card",
        "telemetry-default-on"
      ],
      "lastRelease": "2026-10-14",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 60.6,
        "grade": "C",
        "agentReady": false,
        "rank": 557,
        "ranked": true,
        "rankOf": 1146,
        "categoryRank": 13,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 67,
          "maintenance": 73,
          "payments": 40,
          "reliability": 57,
          "schema": 79,
          "security": 69,
          "transparency": 69
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-17"
        },
        "negative": -4,
        "negativeNotes": [
          "2026-08-04. CVE-2026-18656 and CVE-2026-18657 (bulletin 2026-074-AWS), an uncontrolled search path on Windows let a planted executable in a crafted project directory run when a user opened it. Kiro CLI for Windows before 2.10.0 and Kiro IDE 1.0.0 to 1.0.212. Fixed and published with credit to the reporters, inside six months (https://aws.amazon.com/security/security-bulletins/2026-074-aws/). -2",
          "2026-05-22. CVE-2026-9255 (bulletin 2026-035-AWS), content piped to kiro-cli on stdin could answer the tool approval prompt, so a local actor could run tools and shell commands without the user's approval. kiro-cli before 1.28.0. Fixed and published, inside six months (https://aws.amazon.com/security/security-bulletins/2026-035-aws/). -2"
        ],
        "verdict": "Permission rules follow deny over ask over allow, cloned repositories can't add rules, and a headless session treats every ask as a deny. Content from Free and individual paid accounts is used for service improvement, including model training, unless the user opts out, and API keys for pipelines need a paid plan.",
        "bestFor": "Teams on AWS that want one agent configuration across terminal, IDE and web, with central permission policy, prompt logging to their own S3 bucket and IAM Identity Centre sign-in.",
        "strengths": [
          "Capability permissions with deny over ask over allow, stored outside the repository so a clone can't add rules",
          "An untrusted workspace doesn't load its own agents, steering files, MCP configuration or skills, and asks before every shell command",
          "Headless runs with `--no-interactive`, JSON Lines output, and exit codes 3 and 4 for MCP startup and missing-agent failures",
          "Twelve minor releases between 26 August and 13 October 2026 in a dated changelog",
          "Plan prices, the $0.04 credit price and per-model credit multipliers are public, with a free tier of 50 credits a month"
        ],
        "weaknesses": [
          "Free and individual paid accounts have content used for service improvement, including model training, unless they opt out",
          "Closed source since it replaced the Apache 2.0 Amazon Q Developer CLI, with no public CI or test suite",
          "API keys for headless runs need a paid plan, are long-lived and carry no scopes",
          "The local command sandbox exists only in the V3 engine and is off unless chosen, and AWS says managed permission policies are client-enforced",
          "Two CVEs in 2026 (CVE-2026-9255 in May, CVE-2026-18656 and CVE-2026-18657 in August), both fixed"
        ],
        "agentNotes": [
          "Set `KIRO_API_KEY` and pass `--no-interactive` with `--trust-tools=\u003clist\u003e` in pipelines. Keep `--trust-all-tools` for disposable environments",
          "Pass `--require-mcp-startup` when a run depends on MCP tools. Without it a failed server is logged and the run continues",
          "Pass `--no-interactive` whenever input is piped from a source you don't control, and run 2.10.0 or later on Windows",
          "Run `kiro-cli settings telemetry.enabled false` and turn off content collection on Free and individual plans. Both are on by default",
          "Pick another model if a session names Claude Sonnet 4, which reached end of life in Kiro on 14 October 2026. Kiro doesn't switch it for you"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 2.8,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 60.6
          }
        ],
        "editorialScores": {
          "ergonomics": 67,
          "maintenance": 73,
          "payments": 40,
          "reliability": 57,
          "schema": 79,
          "security": 69,
          "transparency": 66
        },
        "provenanceScore": 72
      },
      "connect": {
        "install": "curl -fsSL https://cli.kiro.dev/install | bash",
        "headless": {
          "run": "KIRO_API_KEY=ksk_... kiro-cli chat --no-interactive --trust-tools=read,grep \"Find all TODO comments in src/\""
        }
      },
      "letme": {
        "capability": "https://letme.dev/agent.harness",
        "tool": "https://letme.dev/kiro-cli"
      },
      "area": "frameworks",
      "unitPrices": [
        {
          "item": "Kiro Pro",
          "unit": "month",
          "usd": 20,
          "note": "per user, with 1,000 credits"
        },
        {
          "item": "Add-on credit",
          "unit": "credit",
          "usd": 0.04,
          "note": "paid plans, beyond the plan's credits"
        }
      ],
      "provenance": {
        "legalEntity": "Amazon Web Services, Inc.",
        "domain": "kiro.dev",
        "domainRegistered": "2019-03-01",
        "endpointOnVendorDomain": null,
        "terms": "https://aws.amazon.com/agreement/",
        "privacy": "https://aws.amazon.com/privacy/",
        "statusPage": "",
        "changelog": "https://kiro.dev/changelog/cli/",
        "securityTxt": "none",
        "checked": "2026-10-17",
        "notes": [
          "Kiro's licence page says the Kiro IDE and CLI are licensed as AWS Content under the AWS Customer Agreement and the AWS Intellectual Property Licence. Section 50.14 of the AWS Service Terms names Amazon Web Services, Inc. as the contracting party for subscriptions bought through the Stripe portal.",
          "The AWS Customer Agreement (last updated 14 August 2026) governs use, with the AWS Service Terms sections 50.3 and 50.14 for Kiro. The AWS Privacy Notice (last updated 18 May 2026) is the privacy link in Kiro's footer.",
          "kiro.dev/.well-known/security.txt answered 404 on 17 October. aws.amazon.com publishes a security.txt that is valid again, with Expires 2027-10-16 and a Policy of https://vdp.aws.security/.",
          "No status page for Kiro was found on kiro.dev or in its docs.",
          "RDAP (Google Registry) gives kiro.dev a registration date of 1 March 2019, before the product."
        ],
        "score": 72
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/kiro-cli.json",
      "live": {
        "slug": "kiro-cli",
        "githubStars": 4369,
        "securityTxt": {
          "url": "https://kiro.dev/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-18T15:54:17.549782163Z"
        },
        "llmsTxt": {
          "url": "https://kiro.dev/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-18T14:25:20.506213471Z"
        },
        "domain": {
          "domain": "kiro.dev",
          "registered": "2019-03-01",
          "source": "https://pubapi.registry.google/rdap/domain/kiro.dev",
          "checkedAt": "2026-10-18T13:41:07.664468218Z"
        },
        "pages": [
          {
            "url": "https://kiro.dev/changelog/cli/",
            "kind": "deprecations",
            "status": 304,
            "checkedAt": "2026-10-18T23:32:19.18167639Z",
            "changedAt": "2026-10-15T21:29:04.182775461Z",
            "fingerprint": "930a7f669a07"
          },
          {
            "url": "https://kiro.dev/changelog/models/",
            "kind": "deprecations",
            "status": 304,
            "checkedAt": "2026-10-18T23:32:21.302600812Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "46e921a92cc6"
          }
        ],
        "updatedAt": "2026-10-18T23:32:21.302600812Z"
      }
    },
    "facts": [
      {
        "a": "Agent harness",
        "b": "Agent harness",
        "name": "Kind"
      },
      {
        "a": "DeepSeek",
        "b": "Amazon Web Services",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Free",
        "b": "Freemium",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "MIT",
        "b": "Proprietary. Licensed as AWS Content under the AWS Customer Agreement and the AWS Intellectual Property Licence (https://kiro.dev/license/). The GitHub repository is the public issue tracker and doesn't hold the source",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-17",
        "b": "2026-10-14",
        "name": "Last release"
      },
      {
        "a": "no document linked",
        "b": "2026-08-14",
        "name": "Terms last updated"
      },
      {
        "a": "no document linked",
        "b": "2026-05-18",
        "name": "Privacy policy last updated"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Customer content may train models"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "",
        "b": "yes",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "245k npm/wk",
        "b": "4.4k stars",
        "name": "Popularity"
      },
      {
        "a": "3/5 (4)",
        "b": "2.8/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Kiro CLI scores 60.6 (C) on agent readiness against DeepSeek Harness (dsh)'s 49.2 (D), and leads in 5 of 7 scored categories. DeepSeek Harness (dsh) leads on payments \u0026 pricing.",
        "question": "Which is better for AI agents, DeepSeek Harness (dsh) or Kiro CLI?"
      },
      {
        "answer": "DeepSeek Harness (dsh) is open source (MIT). No open-source release is listed for Kiro CLI.",
        "question": "Are DeepSeek Harness (dsh) and Kiro CLI open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Payments \u0026 pricing, 60 against 40"
        ],
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          "Open source"
        ],
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      },
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        "aheadOn": [
          "Reliability, 57 against 33",
          "Security \u0026 auth, 69 against 40",
          "Transparency \u0026 trust, 69 against 50"
        ],
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        "goodFor": "Teams on AWS that want one agent configuration across terminal, IDE and web, with central permission policy, prompt logging to their own S3 bucket and IAM Identity Centre sign-in.",
        "slug": "kiro-cli",
        "watchFor": "Free and individual paid accounts have content used for service improvement, including model training, unless they opt out"
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      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-kiro-cli.json",
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        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-kiro-cli"
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        "json": "https://www.anchorterminal.com/compare/aider-vs-deepseek-harness.json",
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      {
        "json": "https://www.anchorterminal.com/compare/aider-vs-kiro-cli.json",
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        "url": "https://www.anchorterminal.com/compare/aider-vs-kiro-cli"
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      {
        "json": "https://www.anchorterminal.com/compare/amp-vs-deepseek-harness.json",
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        "json": "https://www.anchorterminal.com/compare/amp-vs-kiro-cli.json",
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      {
        "json": "https://www.anchorterminal.com/compare/antigravity-cli-vs-deepseek-harness.json",
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        "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-deepseek-harness"
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      {
        "json": "https://www.anchorterminal.com/compare/antigravity-cli-vs-kiro-cli.json",
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        "json": "https://www.anchorterminal.com/compare/auggie-vs-deepseek-harness.json",
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      {
        "json": "https://www.anchorterminal.com/compare/auggie-vs-kiro-cli.json",
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        "json": "https://www.anchorterminal.com/compare/claude-code-vs-deepseek-harness.json",
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        "json": "https://www.anchorterminal.com/compare/cline-vs-deepseek-harness.json",
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        "json": "https://www.anchorterminal.com/compare/cline-vs-kiro-cli.json",
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        "json": "https://www.anchorterminal.com/compare/crush-vs-kiro-cli.json",
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        "json": "https://www.anchorterminal.com/compare/cursor-cli-vs-deepseek-harness.json",
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        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-droid-cli.json",
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        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-gemini-cli.json",
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        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-github-copilot-cli.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/deepseek-harness-vs-harnessrouter.json",
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        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-harnessrouter"
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        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-jules.json",
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        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-jules"
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      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-junie.json",
        "title": "DeepSeek Harness (dsh) vs Junie CLI",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-junie"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-kilo-code-cli.json",
        "title": "DeepSeek Harness (dsh) vs Kilo Code CLI",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-kilo-code-cli"
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        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-kimi-code-cli.json",
        "title": "DeepSeek Harness (dsh) vs Kimi Code CLI",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-kimi-code-cli"
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      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-mini-swe-agent.json",
        "title": "DeepSeek Harness (dsh) vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-mini-swe-agent"
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      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-mistral-vibe-cli.json",
        "title": "DeepSeek Harness (dsh) vs Mistral Vibe CLI",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-mistral-vibe-cli"
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      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-muse-code.json",
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        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-muse-code"
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      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-openai-codex.json",
        "title": "DeepSeek Harness (dsh) vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-openai-codex"
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        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-opencode.json",
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        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-opencode"
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      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-openhands.json",
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        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-openhands"
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      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-prime-agent.json",
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        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-prime-agent"
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        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-qoder-cli.json",
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        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-qoder-cli"
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      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-qwen-code.json",
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        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-reflection-mirror.json",
        "title": "DeepSeek Harness (dsh) vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-reflection-mirror"
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      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-rovo-dev-cli.json",
        "title": "DeepSeek Harness (dsh) vs Rovo Dev CLI",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-rovo-dev-cli"
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      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-warp.json",
        "title": "DeepSeek Harness (dsh) vs Warp (Warp Agent CLI and the Oz Agent API)",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-warp"
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      {
        "json": "https://www.anchorterminal.com/compare/devin-vs-kiro-cli.json",
        "title": "Devin vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/devin-vs-kiro-cli"
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      {
        "json": "https://www.anchorterminal.com/compare/droid-cli-vs-kiro-cli.json",
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        "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-kiro-cli"
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      {
        "json": "https://www.anchorterminal.com/compare/gemini-cli-vs-kiro-cli.json",
        "title": "Gemini CLI vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-kiro-cli"
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      {
        "json": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-kiro-cli.json",
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        "json": "https://www.anchorterminal.com/compare/goose-vs-kiro-cli.json",
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        "json": "https://www.anchorterminal.com/compare/harness2-vs-kiro-cli.json",
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        "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-kiro-cli"
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        "json": "https://www.anchorterminal.com/compare/jules-vs-kiro-cli.json",
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        "url": "https://www.anchorterminal.com/compare/jules-vs-kiro-cli"
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        "json": "https://www.anchorterminal.com/compare/junie-vs-kiro-cli.json",
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        "url": "https://www.anchorterminal.com/compare/junie-vs-kiro-cli"
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      {
        "json": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-kiro-cli.json",
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        "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-kiro-cli"
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        "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/kiro-cli-vs-mini-swe-agent.json",
        "title": "Kiro CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-mini-swe-agent"
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      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-mistral-vibe-cli.json",
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        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-mistral-vibe-cli"
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        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-muse-code"
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      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-openai-codex.json",
        "title": "Kiro CLI vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-openai-codex"
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        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-opencode.json",
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        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-opencode"
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      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-openhands.json",
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        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-openhands"
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      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-prime-agent.json",
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        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-prime-agent"
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      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-qoder-cli.json",
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        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-qoder-cli"
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      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-qwen-code.json",
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        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-qwen-code"
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      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-reflection-mirror.json",
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        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-rovo-dev-cli.json",
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        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-rovo-dev-cli"
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        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-warp.json",
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        "json": "https://www.anchorterminal.com/compare/cli-manager-vs-deepseek-harness.json",
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        "url": "https://www.anchorterminal.com/compare/cli-manager-vs-deepseek-harness"
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      {
        "json": "https://www.anchorterminal.com/compare/cli-manager-vs-kiro-cli.json",
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        "by": 24,
        "deepseek-harness": 33,
        "edge": "kiro-cli",
        "key": "reliability",
        "kiro-cli": 57,
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 2,
        "deepseek-harness": 77,
        "edge": "kiro-cli",
        "key": "schema",
        "kiro-cli": 79,
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 1,
        "deepseek-harness": 68,
        "edge": "deepseek-harness",
        "key": "ergonomics",
        "kiro-cli": 67,
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 29,
        "deepseek-harness": 40,
        "edge": "kiro-cli",
        "key": "security",
        "kiro-cli": 69,
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 20,
        "deepseek-harness": 60,
        "edge": "deepseek-harness",
        "key": "payments",
        "kiro-cli": 40,
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 2,
        "deepseek-harness": 71,
        "edge": "kiro-cli",
        "key": "maintenance",
        "kiro-cli": 73,
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 19,
        "deepseek-harness": 50,
        "edge": "kiro-cli",
        "key": "transparency",
        "kiro-cli": 69,
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "Kiro CLI scores 60.6 (C) on agent readiness against DeepSeek Harness (dsh)'s 49.2 (D), and leads in 5 of 7 scored categories. DeepSeek Harness (dsh) leads on payments \u0026 pricing. Both do agent harnesses.",
    "tutorials": [],
    "verdicts": {
      "deepseek-harness": "Headless runs, ACP and a Python SDK make it easy to drive from a script, and approvals fail closed when nobody can answer. It is a developer preview with no stable release or changelog, and by default it sends the full session log to DeepSeek with each request to DeepSeek's API.",
      "kiro-cli": "Permission rules follow deny over ask over allow, cloned repositories can't add rules, and a headless session treats every ask as a deny. Content from Free and individual paid accounts is used for service improvement, including model training, unless the user opts out, and API keys for pipelines need a paid plan."
    }
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  "markdown": "Kiro CLI scores 60.6 (C) on agent readiness against DeepSeek Harness (dsh)'s 49.2 (D), and leads in 5 of 7 scored categories. DeepSeek Harness (dsh) leads on payments \u0026 pricing. Both do agent harnesses.\n\n- DeepSeek Harness (dsh): grade D, 49.2/100, rank #909 of 1146. Markdown https://www.anchorterminal.com/tools/deepseek-harness.md · JSON https://www.anchorterminal.com/api/v1/tools/deepseek-harness.json\n- Kiro CLI: grade C, 60.6/100, rank #557 of 1146. Markdown https://www.anchorterminal.com/tools/kiro-cli.md · JSON https://www.anchorterminal.com/api/v1/tools/kiro-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### DeepSeek Harness (dsh) (D)\n\nGood for: Developers who use DeepSeek models and want a scriptable harness with ACP, a JSON event stream and a Python SDK.\n\nAhead on:\n- Payments \u0026 pricing, 60 against 40\n\nAlso in its favour:\n- Open source\n\nWatch for: By default each request to DeepSeek's official API carries the session log, including message text, tool arguments and results, up to 8 MiB a request\n\n### Kiro CLI (C)\n\nGood for: Teams on AWS that want one agent configuration across terminal, IDE and web, with central permission policy, prompt logging to their own S3 bucket and IAM Identity Centre sign-in.\n\nAhead on:\n- Reliability, 57 against 33\n- Security \u0026 auth, 69 against 40\n- Transparency \u0026 trust, 69 against 50\n\nWatch for: Free and individual paid accounts have content used for service improvement, including model training, unless they opt out\n\n\n## Score by category\n\n| Category | Weight | DeepSeek Harness (dsh) | Kiro CLI | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 33 | 57 | Kiro CLI +24 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 77 | 79 | Kiro CLI +2 |\n| Agent ergonomics | 13% (16.2 this run) | 68 | 67 | DeepSeek Harness (dsh) +1 |\n| Security \u0026 auth | 14% (17.5 this run) | 40 | 69 | Kiro CLI +29 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 40 | DeepSeek Harness (dsh) +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 71 | 73 | Kiro CLI +2 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 50 | 69 | Kiro CLI +19 |\n| Negative events | ≤15 | -6 | -4 | |\n| **Total** | | **49.2 · D** | **60.6 · C** | |\n\n## Facts side by side\n\n| Fact | DeepSeek Harness (dsh) | Kiro CLI |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | DeepSeek | Amazon Web Services |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports |  |  |\n| Auth | API key | OAuth or key |\n| Pricing | Free | Freemium |\n| x402 | no | no |\n| Licence | MIT | Proprietary. Licensed as AWS Content under the AWS Customer Agreement and the AWS Intellectual Property Licence (https://kiro.dev/license/). The GitHub repository is the public issue tracker and doesn't hold the source |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2026-10-17 | 2026-10-14 |\n| Terms last updated | no document linked | 2026-08-14 |\n| Privacy policy last updated | no document linked | 2026-05-18 |\n| Customer content may train models |  | not found in the text |\n| Terms restrict automated access |  | not found in the text |\n| Terms restrict benchmarking |  | not found in the text |\n| Terms or service can change without notice |  | not found in the text |\n| Arbitration or class-action waiver |  | yes |\n| Popularity | 245k npm/wk | 4.4k stars |\n| Agent reviews | 3/5 (4) | 2.8/5 (4) |\n\n## Verdicts\n\n**DeepSeek Harness (dsh).** Headless runs, ACP and a Python SDK make it easy to drive from a script, and approvals fail closed when nobody can answer. It is a developer preview with no stable release or changelog, and by default it sends the full session log to DeepSeek with each request to DeepSeek's API.\n\n**Kiro CLI.** Permission rules follow deny over ask over allow, cloned repositories can't add rules, and a headless session treats every ask as a deny. Content from Free and individual paid accounts is used for service improvement, including model training, unless the user opts out, and API keys for pipelines need a paid plan.\n\n## Before you call either\n\n### DeepSeek Harness (dsh)\n\n1. Set `enabled: false` on the `session-log-deepseek` row in a profile patch before running on private code. Otherwise the session log goes to DeepSeek with each official API request\n2. Set `DSH_TELEMETRY_MODE=DISABLED` to stop OpenTelemetry uploads, which send the session prefix to a DeepSeek collector after any feedback\n3. Treat exit code 1 and the `turn_end` reason as failure. A `--json` stream can end with a `final` event for a failed run\n4. Run in a disposable container or VM. The sandbox doesn't confine reads or network, and SAFETY.md says the project has had no security audit\n5. Pin the version. npm `latest` (0.2.0-rc.2) and `next` (0.2.1-rc.2) differ, DeepSeek's changelog asks for 0.2.1-rc.1 or later, and the README warns of breaking changes\n\n### Kiro CLI\n\n1. Set `KIRO_API_KEY` and pass `--no-interactive` with `--trust-tools=\u003clist\u003e` in pipelines. Keep `--trust-all-tools` for disposable environments\n2. Pass `--require-mcp-startup` when a run depends on MCP tools. Without it a failed server is logged and the run continues\n3. Pass `--no-interactive` whenever input is piped from a source you don't control, and run 2.10.0 or later on Windows\n4. Run `kiro-cli settings telemetry.enabled false` and turn off content collection on Free and individual plans. Both are on by default\n5. Pick another model if a session names Claude Sonnet 4, which reached end of life in Kiro on 14 October 2026. Kiro doesn't switch it for you\n\n## Questions\n\n### Which is better for AI agents, DeepSeek Harness (dsh) or Kiro CLI?\n\nKiro CLI scores 60.6 (C) on agent readiness against DeepSeek Harness (dsh)'s 49.2 (D), and leads in 5 of 7 scored categories. DeepSeek Harness (dsh) leads on payments \u0026 pricing.\n\n### Are DeepSeek Harness (dsh) and Kiro CLI open source?\n\nDeepSeek Harness (dsh) is open source (MIT). No open-source release is listed for Kiro CLI.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/deepseek-harness-vs-kiro-cli.json, and with the fewest tokens: https://www.anchorterminal.com/compare/deepseek-harness-vs-kiro-cli.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"deepseek-harness\", \"b\": \"kiro-cli\"}`. From a terminal: `anchor compare deepseek-harness kiro-cli`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/deepseek-harness.json and https://www.anchorterminal.com/api/v1/tools/kiro-cli.json\n\n## Other comparisons with DeepSeek Harness (dsh) or Kiro CLI\n\n- [Agent Zero vs DeepSeek Harness (dsh)](https://www.anchorterminal.com/compare/agent-zero-vs-deepseek-harness.md)\n- [Agent Zero vs Kiro CLI](https://www.anchorterminal.com/compare/agent-zero-vs-kiro-cli.md)\n- [Aider vs DeepSeek Harness (dsh)](https://www.anchorterminal.com/compare/aider-vs-deepseek-harness.md)\n- [Aider vs Kiro CLI](https://www.anchorterminal.com/compare/aider-vs-kiro-cli.md)\n- [Amp vs DeepSeek Harness (dsh)](https://www.anchorterminal.com/compare/amp-vs-deepseek-harness.md)\n- [Amp vs Kiro CLI](https://www.anchorterminal.com/compare/amp-vs-kiro-cli.md)\n- [Antigravity CLI vs DeepSeek Harness (dsh)](https://www.anchorterminal.com/compare/antigravity-cli-vs-deepseek-harness.md)\n- 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