{
  "data": {
    "a": {
      "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": 570,
        "ranked": true,
        "rankOf": 1210,
        "categoryRank": 15,
        "methodology": "0.6",
        "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": "0.6",
            "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,
        "checked": {
          "categories": {
            "ergonomics": "2026-10-17",
            "maintenance": "2026-10-17",
            "payments": "2026-10-17",
            "reliability": "2026-10-17",
            "schema": "2026-10-17",
            "security": "2026-10-17",
            "transparency": "2026-10-17"
          },
          "last": "2026-10-17",
          "lastMoved": "2026-10-17",
          "oldest": "2026-10-17",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "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": 4396,
        "securityTxt": {
          "url": "https://kiro.dev/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-25T15:27:41.751497347Z"
        },
        "llmsTxt": {
          "url": "https://kiro.dev/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-25T14:52:22.531487604Z"
        },
        "domain": {
          "domain": "kiro.dev",
          "registered": "2019-03-01",
          "source": "https://pubapi.registry.google/rdap/domain/kiro.dev",
          "checkedAt": "2026-10-25T13:53:30.938182416Z"
        },
        "pages": [
          {
            "url": "https://kiro.dev/changelog/cli/",
            "kind": "deprecations",
            "status": 200,
            "checkedAt": "2026-10-25T02:49:09.569615181Z",
            "changedAt": "2026-10-25T02:49:09.569615181Z",
            "fingerprint": "4ffb8eab0d0a"
          },
          {
            "url": "https://kiro.dev/changelog/models/",
            "kind": "deprecations",
            "status": 200,
            "checkedAt": "2026-10-25T02:49:11.683249089Z",
            "changedAt": "2026-10-25T02:49:11.683249089Z",
            "fingerprint": "85245c5e8b4b"
          }
        ],
        "github": {
          "repo": "kirodotdev/kiro",
          "checkedAt": "2026-10-19T06:20:51.441335993Z",
          "stars": 4371,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-10-18T11:35:32Z",
          "openIssues": 1509,
          "openPRs": 7,
          "issuesOpened90d": 1665,
          "issuesClosed90d": 2841,
          "prsMerged90d": 2,
          "ci": {
            "branch": "main",
            "runs": 1,
            "success": 0,
            "failure": 1,
            "other": 0,
            "latest": "failure",
            "latestAt": "2026-03-23T17:52:28Z"
          }
        },
        "updatedAt": "2026-10-25T15:27:41.751497347Z"
      }
    },
    "answer": "Vibe-Trading scores 62.2 (B) on agent readiness against Kiro CLI's 60.6 (C), and leads in 4 of 7 scored categories. Kiro CLI leads on schema \u0026 documentation and transparency \u0026 trust.",
    "b": {
      "slug": "vibe-trading",
      "name": "Vibe-Trading",
      "vendor": "HKUDS",
      "vendorUrl": "https://vibetrading.wiki",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "Vibe-Trading is an open-source, self-hosted finance research agent from HKUDS. It turns plain-English questions into market data pulls, strategy code and backtests, through a CLI, a web UI, chat apps or its MCP server.",
      "url": "https://www.anchorterminal.com/tools/vibe-trading",
      "markdownUrl": "https://www.anchorterminal.com/tools/vibe-trading.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/vibe-trading.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/vibe-trading.json",
      "repo": "https://github.com/HKUDS/Vibe-Trading",
      "license": "MIT",
      "transports": [
        "stdio",
        "streamable-http",
        "sse"
      ],
      "packages": [
        {
          "registry": "pypi",
          "name": "vibe-trading-ai"
        }
      ],
      "auth": "none",
      "authNotes": "No account with the project. The owner supplies a model provider key in `agent/.env`, or uses Ollama, a ChatGPT OAuth sign-in for OpenAI Codex, a GitHub Copilot login or a local Claude Code login. The API server answers loopback clients without a key; any other client needs `API_AUTH_KEY` as `Authorization: Bearer \u003ckey\u003e`. The MCP server's HTTP transport binds 127.0.0.1 with a Host and Origin allow-list and no token. Broker connector credentials are stored in the OS keyring by `vibe-trading connector setup` (https://github.com/HKUDS/Vibe-Trading/blob/main/README.md).",
      "pricing": "free",
      "pricingNotes": "Free under the MIT licence, with nothing to buy from the project. The owner pays the model provider, or nothing with a local model through Ollama. 29 market-data sources are built in and most need no key. QVeris, an optional paid data marketplace, is a third party and is reached only in paid mode; the README carries a QVeris referral link and discloses it (checked 2026-10-25).",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the README, the docs or the source at v0.1.18 (checked 2026-10-25).",
        "endpoints": []
      },
      "toolCount": 82,
      "popularity": {
        "githubStars": 36500,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-25"
      },
      "docsUrl": "https://vibetrading.wiki/docs/",
      "capabilities": [
        "agent.harness",
        "agent.multi-agent",
        "agent.mcp-client",
        "data.markets",
        "market.crypto",
        "market.news",
        "assistant.messaging",
        "assistant.proactive"
      ],
      "tags": [
        "open-source",
        "self-hosted",
        "local",
        "free",
        "python",
        "mit",
        "mcp",
        "cli",
        "harness",
        "docker",
        "no-card",
        "no-sandbox",
        "pre-1.0",
        "beta"
      ],
      "lastRelease": "2026-10-21",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 62.2,
        "grade": "B",
        "agentReady": false,
        "rank": 502,
        "ranked": true,
        "rankOf": 1210,
        "categoryRank": 12,
        "methodology": "0.6",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 67,
          "maintenance": 82,
          "payments": 60,
          "reliability": 63,
          "schema": 72,
          "security": 70,
          "transparency": 47
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-25"
        },
        "negative": -4,
        "negativeNotes": [
          "2026-10-02. GHSA-v2f8-6655-7grj (CVE-2026-114108, critical). In 0.1.0 to 0.1.6 the API server answered every client without authentication when `API_AUTH_KEY` was unset, the shipped default, with the Docker container running as root on 0.0.0.0:8899, which the advisory chains to remote code execution. Fixed in 0.1.7 of 6 May 2026 and published five months later, -2. https://github.com/HKUDS/Vibe-Trading/security/advisories/GHSA-v2f8-6655-7grj",
          "2026-10-02. GHSA-jqmf-mx4f-hfr6 (CVE-2026-114107, critical). Shell and code injection in the LLM-callable `bash`, `background_run` and backtest tools, and SSRF in `read_url`, reachable through the unauthenticated API or prompt injection in a processed document, in 0.1.0 to 0.1.6. Fixed in the same 0.1.7 release, -1. https://github.com/HKUDS/Vibe-Trading/security/advisories/GHSA-jqmf-mx4f-hfr6",
          "2026-10-02. GHSA-5rmq-chc7-m22f (CVE-2026-114106, high). `read_document` read any file the process could reach and `safe_user_path()` accepted the whole home directory, in 0.1.0 to 0.1.6. Fixed in 0.1.7, -1. https://github.com/HKUDS/Vibe-Trading/security/advisories/GHSA-5rmq-chc7-m22f"
        ],
        "verdict": "Vibe-Trading runs on the owner's machine under the MIT licence, ships near-daily fixes with a dated changelog, and keeps order tools out of its MCP server, with live orders gated by an owner-committed mandate and a kill switch. Three advisories, two critical, covered versions before 0.1.7, and the local CLI runs shell commands without asking.",
        "bestFor": "A person or a pipeline that wants a ready-made finance research agent over free market data, with backtests, swarm reviews and exports, run on their own machine or used as an MCP server by another agent.",
        "strengths": [
          "MIT licence, runs on the owner's machine, and no telemetry code was found in the source at v0.1.18",
          "No order-placing or order-cancelling tool is exposed over MCP, and shell tools are off on every MCP transport by default",
          "Live orders need an owner-committed mandate with hard caps, a kill switch and an append-only, hash-chained audit ledger",
          "Six PyPI releases in the 90 days to 25 October 2026, with a dated CHANGELOG.md and a Known issues section in 0.1.18",
          "API server answers only loopback clients without `API_AUTH_KEY`; Docker binds 127.0.0.1 and runs as a non-root user"
        ],
        "weaknesses": [
          "Three advisories published 2 October 2026 cover 0.1.0 to 0.1.6, two critical, among them unauthenticated API access with an RCE chain",
          "The local CLI's `bash` tool and generated backtest code run without per-action approval or a sandbox",
          "82 MCP tools with about 44,000 characters of descriptions in the server source and no readOnlyHint or destructiveHint annotations",
          "Version 0.1.18 with a Beta classifier, and not in the official MCP registry",
          "Broker trading is described in the README as experimental and not verified against a real broker account"
        ],
        "agentNotes": [
          "Run 0.1.7 or later. Earlier versions carry three published advisories, including unauthenticated API access with an RCE chain",
          "Set `API_AUTH_KEY` before exposing `vibe-trading serve` beyond localhost, and send it as `Authorization: Bearer \u003ckey\u003e`",
          "Set `VIBE_TRADING_ALLOWED_RUN_ROOTS` in the MCP client's `env` block; a shell `export` does not reach the spawned server",
          "Use `vibe-trading run -p \"...\" --json` for headless runs, and add `--enable-shell-tools` to `vibe-trading-mcp` only when shell access is needed",
          "Treat text from `read_url`, `web_search` and `read_document` as untrusted; `security_warnings` flags patterns but does not remove them"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.6",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 62.2
          }
        ],
        "editorialScores": {
          "ergonomics": 67,
          "maintenance": 82,
          "payments": 60,
          "reliability": 63,
          "schema": 72,
          "security": 70,
          "transparency": 67
        },
        "provenanceScore": 27,
        "checked": {
          "categories": {
            "ergonomics": "2026-10-25",
            "maintenance": "2026-10-25",
            "payments": "2026-10-25",
            "reliability": "2026-10-25",
            "schema": "2026-10-25",
            "security": "2026-10-25",
            "transparency": "2026-10-25"
          },
          "last": "2026-10-25",
          "oldest": "2026-10-25",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "pip install vibe-trading-ai   # then: vibe-trading init   # or: docker compose up --build from a clone",
        "config": {
          "mcpServers": {
            "vibe-trading": {
              "command": "vibe-trading-mcp"
            }
          }
        },
        "headless": {
          "command": "vibe-trading run -p \"$TASK\" --json"
        }
      },
      "letme": {
        "capability": "https://letme.dev/agent.harness",
        "tool": "https://letme.dev/vibe-trading"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "",
        "domain": "vibetrading.wiki",
        "domainRegistered": "2026-05-14",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "https://github.com/HKUDS/Vibe-Trading/blob/main/CHANGELOG.md",
        "securityTxt": "none",
        "checked": "2026-10-25",
        "notes": [
          "No legal entity is named. The repository belongs to the GitHub organisation HKUDS, and pyproject.toml names HKUDS with an address at connect.hku.hk as author. The LICENSE names Vibe-Trading Contributors and NOTICE names HKUDS contributors.",
          "vibetrading.wiki is a static wiki on Cloudflare Pages built from the repository's wiki/ folder. It has no terms or privacy page, and the MIT licence stands in for terms.",
          "/robots.txt, /llms.txt and /.well-known/security.txt on vibetrading.wiki all answered with the same HTML redirect to /home/ on 25 October 2026, so there are no robots rules, no llms.txt and no security.txt.",
          "SECURITY.md asks for private reports through a GitHub security advisory and promises an acknowledgement within five business days.",
          "RDAP gives a registration date of 14 May 2026 for vibetrading.wiki. The README dates the wiki's launch to the same day.",
          "There is no hosted endpoint. The API and MCP server answer on the owner's own host."
        ],
        "score": 27
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/vibe-trading.json",
      "live": {
        "slug": "vibe-trading",
        "securityTxt": {
          "url": "https://vibetrading.wiki/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-25T15:28:03.847411428Z"
        },
        "updatedAt": "2026-10-25T15:28:03.847411428Z"
      }
    },
    "facts": [
      {
        "a": "Agent harness",
        "b": "Agent harness",
        "name": "Kind"
      },
      {
        "a": "Amazon Web Services",
        "b": "HKUDS",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "",
        "b": "stdio, Streamable HTTP, SSE (legacy)",
        "name": "Transports"
      },
      {
        "a": "OAuth or key",
        "b": "None",
        "name": "Auth"
      },
      {
        "a": "Freemium",
        "b": "Free",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "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",
        "b": "MIT",
        "name": "Licence"
      },
      {
        "a": "none",
        "b": "82",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-14",
        "b": "2026-10-21",
        "name": "Last release"
      },
      {
        "a": "2026-08-14",
        "b": "no document linked",
        "name": "Terms last updated"
      },
      {
        "a": "2026-05-18",
        "b": "no document linked",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Customer content may train models"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Terms restrict automated access"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "yes",
        "b": "",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "4.4k stars",
        "b": "37k stars",
        "name": "Popularity"
      },
      {
        "a": "2.8/5 (4)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Vibe-Trading scores 62.2 (B) on agent readiness against Kiro CLI's 60.6 (C), and leads in 4 of 7 scored categories. Kiro CLI leads on schema \u0026 documentation and transparency \u0026 trust.",
        "question": "Which is better for AI agents, Kiro CLI or Vibe-Trading?"
      },
      {
        "answer": "No open-source release is listed for Kiro CLI. Vibe-Trading is open source (MIT).",
        "question": "Are Kiro CLI and Vibe-Trading open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Schema \u0026 documentation, 79 against 72",
          "Transparency \u0026 trust, 69 against 47"
        ],
        "also": null,
        "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"
      },
      {
        "aheadOn": [
          "Reliability, 63 against 57",
          "Payments \u0026 pricing, 60 against 40",
          "Maintenance \u0026 community, 82 against 73"
        ],
        "also": [
          "No key needed to call it",
          "Runs on your own machine",
          "Open source"
        ],
        "goodFor": "A person or a pipeline that wants a ready-made finance research agent over free market data, with backtests, swarm reviews and exports, run on their own machine or used as an MCP server by another agent.",
        "slug": "vibe-trading",
        "watchFor": "Three advisories published 2 October 2026 cover 0.1.0 to 0.1.6, two critical, among them unauthenticated API access with an RCE chain"
      }
    ],
    "job": {
      "capability": "agent.harness",
      "name": "Agent harnesses"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-kiro-cli.json",
        "title": "Agent Zero vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-vibe-trading.json",
        "title": "Agent Zero vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/aider-vs-kiro-cli.json",
        "title": "Aider vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/aider-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/aider-vs-vibe-trading.json",
        "title": "Aider vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/aider-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amp-vs-kiro-cli.json",
        "title": "Amp vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/amp-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amp-vs-vibe-trading.json",
        "title": "Amp vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/amp-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/antigravity-cli-vs-kiro-cli.json",
        "title": "Antigravity CLI vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/antigravity-cli-vs-vibe-trading.json",
        "title": "Antigravity CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/auggie-vs-kiro-cli.json",
        "title": "Auggie CLI vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/auggie-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/auggie-vs-vibe-trading.json",
        "title": "Auggie CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/auggie-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/claude-code-vs-kiro-cli.json",
        "title": "Claude Code vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/claude-code-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/claude-code-vs-vibe-trading.json",
        "title": "Claude Code vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/claude-code-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cline-vs-kiro-cli.json",
        "title": "Cline vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/cline-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cline-vs-vibe-trading.json",
        "title": "Cline vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/cline-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crush-vs-kiro-cli.json",
        "title": "Crush vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/crush-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crush-vs-vibe-trading.json",
        "title": "Crush vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/crush-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cursor-cli-vs-kiro-cli.json",
        "title": "Cursor CLI vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cursor-cli-vs-vibe-trading.json",
        "title": "Cursor CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-kiro-cli.json",
        "title": "DeepSeek Harness (dsh) vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-vibe-trading.json",
        "title": "DeepSeek Harness (dsh) vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/devin-vs-kiro-cli.json",
        "title": "Devin vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/devin-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/devin-vs-vibe-trading.json",
        "title": "Devin vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/devin-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/droid-cli-vs-kiro-cli.json",
        "title": "Droid CLI vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/droid-cli-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/droid-cli-vs-vibe-trading.json",
        "title": "Droid CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/droid-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/earendil-pi-vs-kiro-cli.json",
        "title": "Pi vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/earendil-pi-vs-vibe-trading.json",
        "title": "Pi vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-cli-vs-kiro-cli.json",
        "title": "Gemini CLI vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-cli-vs-vibe-trading.json",
        "title": "Gemini CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-kiro-cli.json",
        "title": "GitHub Copilot CLI vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-vibe-trading.json",
        "title": "GitHub Copilot CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/goose-vs-kiro-cli.json",
        "title": "goose vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/goose-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/goose-vs-vibe-trading.json",
        "title": "goose vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/goose-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harness2-vs-kiro-cli.json",
        "title": "Harness² vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/harness2-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harness2-vs-vibe-trading.json",
        "title": "Harness² vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/harness2-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harnessrouter-vs-kiro-cli.json",
        "title": "HarnessRouter vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harnessrouter-vs-vibe-trading.json",
        "title": "HarnessRouter vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-kiro-cli.json",
        "title": "Jules vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/jules-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-vibe-trading.json",
        "title": "Jules vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/jules-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/junie-vs-kiro-cli.json",
        "title": "Junie CLI vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/junie-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/junie-vs-vibe-trading.json",
        "title": "Junie CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/junie-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-kiro-cli.json",
        "title": "Kilo Code CLI vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-vibe-trading.json",
        "title": "Kilo Code CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-kiro-cli.json",
        "title": "Kimi Code CLI vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-vibe-trading.json",
        "title": "Kimi Code CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-mini-swe-agent.json",
        "title": "Kiro CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-minimax-code.json",
        "title": "Kiro CLI vs MiniMax Code",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-minimax-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-mistral-vibe-cli.json",
        "title": "Kiro CLI vs Mistral Vibe CLI",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-mistral-vibe-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-muse-code.json",
        "title": "Kiro CLI vs Muse Code",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-muse-code"
      },
      {
        "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"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-opencode.json",
        "title": "Kiro CLI vs OpenCode",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-opencode"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-openhands.json",
        "title": "Kiro CLI vs OpenHands",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-openhands"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-prime-agent.json",
        "title": "Kiro CLI vs Prime Agent",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-prime-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-qoder-cli.json",
        "title": "Kiro CLI vs Qoder CLI",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-qoder-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-qwen-code.json",
        "title": "Kiro CLI vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-reflection-mirror.json",
        "title": "Kiro CLI vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-rovo-dev-cli.json",
        "title": "Kiro CLI vs Rovo Dev CLI",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-rovo-dev-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-warp.json",
        "title": "Kiro CLI vs Warp (Warp Agent CLI and the Oz Agent API)",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-warp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-vibe-trading.json",
        "title": "mini-swe-agent vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/minimax-code-vs-vibe-trading.json",
        "title": "MiniMax Code vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/minimax-code-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-vibe-trading.json",
        "title": "Mistral Vibe CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/muse-code-vs-vibe-trading.json",
        "title": "Muse Code vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/muse-code-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-codex-vs-vibe-trading.json",
        "title": "OpenAI Codex vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/openai-codex-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/opencode-vs-vibe-trading.json",
        "title": "OpenCode vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/opencode-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openhands-vs-vibe-trading.json",
        "title": "OpenHands vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/openhands-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/prime-agent-vs-vibe-trading.json",
        "title": "Prime Agent vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/prime-agent-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/qoder-cli-vs-vibe-trading.json",
        "title": "Qoder CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/qoder-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/qwen-code-vs-vibe-trading.json",
        "title": "Qwen Code vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/qwen-code-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/reflection-mirror-vs-vibe-trading.json",
        "title": "Mirror CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/reflection-mirror-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/rovo-dev-cli-vs-vibe-trading.json",
        "title": "Rovo Dev CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/rovo-dev-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/vibe-trading-vs-warp.json",
        "title": "Vibe-Trading vs Warp (Warp Agent CLI and the Oz Agent API)",
        "url": "https://www.anchorterminal.com/compare/vibe-trading-vs-warp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cli-manager-vs-kiro-cli.json",
        "title": "CLI Manager vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/cli-manager-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cli-manager-vs-vibe-trading.json",
        "title": "CLI Manager vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/cli-manager-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harness-autonomous-vs-kiro-cli.json",
        "title": "Harness vs Kiro CLI",
        "url": "https://www.anchorterminal.com/compare/harness-autonomous-vs-kiro-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harness-autonomous-vs-vibe-trading.json",
        "title": "Harness vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/harness-autonomous-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-paperclip.json",
        "title": "Kiro CLI vs Paperclip",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-paperclip"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-parallax-agents.json",
        "title": "Kiro CLI vs Parallax",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-parallax-agents"
      },
      {
        "json": "https://www.anchorterminal.com/compare/paperclip-vs-vibe-trading.json",
        "title": "Paperclip vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/paperclip-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/parallax-agents-vs-vibe-trading.json",
        "title": "Parallax vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/parallax-agents-vs-vibe-trading"
      }
    ],
    "scores": [
      {
        "by": 6,
        "edge": "vibe-trading",
        "key": "reliability",
        "kiro-cli": 57,
        "name": "Reliability",
        "vibe-trading": 63,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 7,
        "edge": "kiro-cli",
        "key": "schema",
        "kiro-cli": 79,
        "name": "Schema \u0026 documentation",
        "vibe-trading": 72,
        "weight": 13
      },
      {
        "by": 0,
        "edge": "",
        "key": "ergonomics",
        "kiro-cli": 67,
        "name": "Agent ergonomics",
        "vibe-trading": 67,
        "weight": 13
      },
      {
        "by": 1,
        "edge": "vibe-trading",
        "key": "security",
        "kiro-cli": 69,
        "name": "Security \u0026 auth",
        "vibe-trading": 70,
        "weight": 14
      },
      {
        "by": 20,
        "edge": "vibe-trading",
        "key": "payments",
        "kiro-cli": 40,
        "name": "Payments \u0026 pricing",
        "vibe-trading": 60,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 9,
        "edge": "vibe-trading",
        "key": "maintenance",
        "kiro-cli": 73,
        "name": "Maintenance \u0026 community",
        "vibe-trading": 82,
        "weight": 7
      },
      {
        "by": 22,
        "edge": "kiro-cli",
        "key": "transparency",
        "kiro-cli": 69,
        "name": "Transparency \u0026 trust",
        "vibe-trading": 47,
        "weight": 7
      }
    ],
    "summary": "Vibe-Trading scores 62.2 (B) on agent readiness against Kiro CLI's 60.6 (C), and leads in 4 of 7 scored categories. Kiro CLI leads on schema \u0026 documentation and transparency \u0026 trust. Both do agent harnesses.",
    "tutorials": [],
    "verdicts": {
      "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.",
      "vibe-trading": "Vibe-Trading runs on the owner's machine under the MIT licence, ships near-daily fixes with a dated changelog, and keeps order tools out of its MCP server, with live orders gated by an owner-committed mandate and a kill switch. Three advisories, two critical, covered versions before 0.1.7, and the local CLI runs shell commands without asking."
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  "markdown": "Vibe-Trading scores 62.2 (B) on agent readiness against Kiro CLI's 60.6 (C), and leads in 4 of 7 scored categories. Kiro CLI leads on schema \u0026 documentation and transparency \u0026 trust. Both do agent harnesses.\n\n- Kiro CLI: grade C, 60.6/100, rank #570 of 1210. Markdown https://www.anchorterminal.com/tools/kiro-cli.md · JSON https://www.anchorterminal.com/api/v1/tools/kiro-cli.json\n- Vibe-Trading: grade B, 62.2/100, rank #502 of 1210. Markdown https://www.anchorterminal.com/tools/vibe-trading.md · JSON https://www.anchorterminal.com/api/v1/tools/vibe-trading.json\n- Best agent harnesses and coding agents: https://www.anchorterminal.com/best/agent-harnesses/index.md\n- All 792 harnesses comparisons: https://www.anchorterminal.com/compare/agent-harnesses/index.md\n\n## Which one, for what\n\n### 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- Schema \u0026 documentation, 79 against 72\n- Transparency \u0026 trust, 69 against 47\n\nWatch for: Free and individual paid accounts have content used for service improvement, including model training, unless they opt out\n\n### Vibe-Trading (B)\n\nGood for: A person or a pipeline that wants a ready-made finance research agent over free market data, with backtests, swarm reviews and exports, run on their own machine or used as an MCP server by another agent.\n\nAhead on:\n- Reliability, 63 against 57\n- Payments \u0026 pricing, 60 against 40\n- Maintenance \u0026 community, 82 against 73\n\nAlso in its favour:\n- No key needed to call it\n- Runs on your own machine\n- Open source\n\nWatch for: Three advisories published 2 October 2026 cover 0.1.0 to 0.1.6, two critical, among them unauthenticated API access with an RCE chain\n\n\n## Score by category\n\n| Category | Weight | Kiro CLI | Vibe-Trading | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 57 | 63 | Vibe-Trading +6 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 79 | 72 | Kiro CLI +7 |\n| Agent ergonomics | 13% (16.2 this run) | 67 | 67 | even |\n| Security \u0026 auth | 14% (17.5 this run) | 69 | 70 | Vibe-Trading +1 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 40 | 60 | Vibe-Trading +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 73 | 82 | Vibe-Trading +9 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 69 | 47 | Kiro CLI +22 |\n| Negative events | ≤15 | -4 | -4 | |\n| **Total** | | **60.6 · C** | **62.2 · B** | |\n\n## Facts side by side\n\n| Fact | Kiro CLI | Vibe-Trading |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | Amazon Web Services | HKUDS |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports |  | stdio, Streamable HTTP, SSE (legacy) |\n| Auth | OAuth or key | None |\n| Pricing | Freemium | Free |\n| x402 | no | no |\n| Licence | 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 | MIT |\n| Tools exposed | none | 82 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| Last release | 2026-10-14 | 2026-10-21 |\n| Terms last updated | 2026-08-14 | no document linked |\n| Privacy policy last updated | 2026-05-18 | no document linked |\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 | 4.4k stars | 37k stars |\n| Agent reviews | 2.8/5 (4) | none |\n\n## Verdicts\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**Vibe-Trading.** Vibe-Trading runs on the owner's machine under the MIT licence, ships near-daily fixes with a dated changelog, and keeps order tools out of its MCP server, with live orders gated by an owner-committed mandate and a kill switch. Three advisories, two critical, covered versions before 0.1.7, and the local CLI runs shell commands without asking.\n\n## Before you call either\n\n### 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### Vibe-Trading\n\n1. Run 0.1.7 or later. Earlier versions carry three published advisories, including unauthenticated API access with an RCE chain\n2. Set `API_AUTH_KEY` before exposing `vibe-trading serve` beyond localhost, and send it as `Authorization: Bearer \u003ckey\u003e`\n3. Set `VIBE_TRADING_ALLOWED_RUN_ROOTS` in the MCP client's `env` block; a shell `export` does not reach the spawned server\n4. Use `vibe-trading run -p \"...\" --json` for headless runs, and add `--enable-shell-tools` to `vibe-trading-mcp` only when shell access is needed\n5. Treat text from `read_url`, `web_search` and `read_document` as untrusted; `security_warnings` flags patterns but does not remove them\n\n## Questions\n\n### Which is better for AI agents, Kiro CLI or Vibe-Trading?\n\nVibe-Trading scores 62.2 (B) on agent readiness against Kiro CLI's 60.6 (C), and leads in 4 of 7 scored categories. Kiro CLI leads on schema \u0026 documentation and transparency \u0026 trust.\n\n### Are Kiro CLI and Vibe-Trading open source?\n\nNo open-source release is listed for Kiro CLI. Vibe-Trading is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/kiro-cli-vs-vibe-trading.json, and with the fewest tokens: https://www.anchorterminal.com/compare/kiro-cli-vs-vibe-trading.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"kiro-cli\", \"b\": \"vibe-trading\"}`. From a terminal: `anchor compare kiro-cli vibe-trading`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/kiro-cli.json and https://www.anchorterminal.com/api/v1/tools/vibe-trading.json\n\n## Other comparisons with Kiro CLI or Vibe-Trading\n\n- [Agent Zero vs Kiro CLI](https://www.anchorterminal.com/compare/agent-zero-vs-kiro-cli.md)\n- [Agent Zero vs Vibe-Trading](https://www.anchorterminal.com/compare/agent-zero-vs-vibe-trading.md)\n- [Aider vs Kiro CLI](https://www.anchorterminal.com/compare/aider-vs-kiro-cli.md)\n- [Aider vs Vibe-Trading](https://www.anchorterminal.com/compare/aider-vs-vibe-trading.md)\n- [Amp vs Kiro CLI](https://www.anchorterminal.com/compare/amp-vs-kiro-cli.md)\n- [Amp vs Vibe-Trading](https://www.anchorterminal.com/compare/amp-vs-vibe-trading.md)\n- [Antigravity CLI vs Kiro CLI](https://www.anchorterminal.com/compare/antigravity-cli-vs-kiro-cli.md)\n- [Antigravity CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/antigravity-cli-vs-vibe-trading.md)\n- [Auggie CLI vs Kiro CLI](https://www.anchorterminal.com/compare/auggie-vs-kiro-cli.md)\n- [Auggie CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/auggie-vs-vibe-trading.md)\n- [Claude Code vs Kiro CLI](https://www.anchorterminal.com/compare/claude-code-vs-kiro-cli.md)\n- [Claude Code vs Vibe-Trading](https://www.anchorterminal.com/compare/claude-code-vs-vibe-trading.md)\n- [Cline vs Kiro CLI](https://www.anchorterminal.com/compare/cline-vs-kiro-cli.md)\n- [Cline vs Vibe-Trading](https://www.anchorterminal.com/compare/cline-vs-vibe-trading.md)\n- [Crush vs Kiro CLI](https://www.anchorterminal.com/compare/crush-vs-kiro-cli.md)\n- [Crush vs Vibe-Trading](https://www.anchorterminal.com/compare/crush-vs-vibe-trading.md)\n- [Cursor CLI vs Kiro CLI](https://www.anchorterminal.com/compare/cursor-cli-vs-kiro-cli.md)\n- [Cursor CLI vs 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Vibe-Trading](https://www.anchorterminal.com/compare/jules-vs-vibe-trading.md)\n- [Junie CLI vs Kiro CLI](https://www.anchorterminal.com/compare/junie-vs-kiro-cli.md)\n- [Junie CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/junie-vs-vibe-trading.md)\n- [Kilo Code CLI vs Kiro CLI](https://www.anchorterminal.com/compare/kilo-code-cli-vs-kiro-cli.md)\n- [Kilo Code CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/kilo-code-cli-vs-vibe-trading.md)\n- [Kimi Code CLI vs Kiro CLI](https://www.anchorterminal.com/compare/kimi-code-cli-vs-kiro-cli.md)\n- [Kimi Code CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/kimi-code-cli-vs-vibe-trading.md)\n- [Kiro CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/kiro-cli-vs-mini-swe-agent.md)\n- [Kiro CLI vs MiniMax Code](https://www.anchorterminal.com/compare/kiro-cli-vs-minimax-code.md)\n- [Kiro CLI vs Mistral Vibe CLI](https://www.anchorterminal.com/compare/kiro-cli-vs-mistral-vibe-cli.md)\n- [Kiro CLI vs Muse Code](https://www.anchorterminal.com/compare/kiro-cli-vs-muse-code.md)\n- [Kiro CLI vs OpenAI Codex](https://www.anchorterminal.com/compare/kiro-cli-vs-openai-codex.md)\n- [Kiro CLI vs OpenCode](https://www.anchorterminal.com/compare/kiro-cli-vs-opencode.md)\n- [Kiro CLI vs OpenHands](https://www.anchorterminal.com/compare/kiro-cli-vs-openhands.md)\n- [Kiro CLI vs Prime Agent](https://www.anchorterminal.com/compare/kiro-cli-vs-prime-agent.md)\n- [Kiro CLI vs Qoder CLI](https://www.anchorterminal.com/compare/kiro-cli-vs-qoder-cli.md)\n- [Kiro CLI vs Qwen Code](https://www.anchorterminal.com/compare/kiro-cli-vs-qwen-code.md)\n- [Kiro CLI vs Mirror CLI](https://www.anchorterminal.com/compare/kiro-cli-vs-reflection-mirror.md)\n- [Kiro CLI vs Rovo Dev CLI](https://www.anchorterminal.com/compare/kiro-cli-vs-rovo-dev-cli.md)\n- [Kiro CLI vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/kiro-cli-vs-warp.md)\n- [mini-swe-agent vs Vibe-Trading](https://www.anchorterminal.com/compare/mini-swe-agent-vs-vibe-trading.md)\n- [MiniMax Code vs Vibe-Trading](https://www.anchorterminal.com/compare/minimax-code-vs-vibe-trading.md)\n- [Mistral Vibe CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-vibe-trading.md)\n- [Muse Code vs Vibe-Trading](https://www.anchorterminal.com/compare/muse-code-vs-vibe-trading.md)\n- [OpenAI Codex vs Vibe-Trading](https://www.anchorterminal.com/compare/openai-codex-vs-vibe-trading.md)\n- [OpenCode vs Vibe-Trading](https://www.anchorterminal.com/compare/opencode-vs-vibe-trading.md)\n- [OpenHands vs Vibe-Trading](https://www.anchorterminal.com/compare/openhands-vs-vibe-trading.md)\n- [Prime Agent vs Vibe-Trading](https://www.anchorterminal.com/compare/prime-agent-vs-vibe-trading.md)\n- [Qoder CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/qoder-cli-vs-vibe-trading.md)\n- [Qwen Code vs Vibe-Trading](https://www.anchorterminal.com/compare/qwen-code-vs-vibe-trading.md)\n- [Mirror CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/reflection-mirror-vs-vibe-trading.md)\n- [Rovo Dev CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/rovo-dev-cli-vs-vibe-trading.md)\n- [Vibe-Trading vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/vibe-trading-vs-warp.md)\n- [CLI Manager vs Kiro CLI](https://www.anchorterminal.com/compare/cli-manager-vs-kiro-cli.md)\n- [CLI Manager vs Vibe-Trading](https://www.anchorterminal.com/compare/cli-manager-vs-vibe-trading.md)\n- [Harness vs Kiro CLI](https://www.anchorterminal.com/compare/harness-autonomous-vs-kiro-cli.md)\n- [Harness vs Vibe-Trading](https://www.anchorterminal.com/compare/harness-autonomous-vs-vibe-trading.md)\n- [Kiro CLI vs Paperclip](https://www.anchorterminal.com/compare/kiro-cli-vs-paperclip.md)\n- [Kiro CLI vs Parallax](https://www.anchorterminal.com/compare/kiro-cli-vs-parallax-agents.md)\n- [Paperclip vs Vibe-Trading](https://www.anchorterminal.com/compare/paperclip-vs-vibe-trading.md)\n- [Parallax vs Vibe-Trading](https://www.anchorterminal.com/compare/parallax-agents-vs-vibe-trading.md)\n",
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