{
  "data": {
    "a": {
      "slug": "jules",
      "name": "Jules",
      "vendor": "Google LLC",
      "vendorUrl": "https://jules.google",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "Jules is Google's asynchronous coding agent, which clones a GitHub repository into a cloud virtual machine, plans, edits and opens pull requests. Outside agents drive it through an alpha REST API, a TypeScript SDK, an MCP package and a CLI.",
      "url": "https://www.anchorterminal.com/tools/jules",
      "markdownUrl": "https://www.anchorterminal.com/tools/jules.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/jules.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/jules.json",
      "repo": "https://github.com/google-labs-code/jules-sdk",
      "license": "Proprietary service under the Google Terms of Service. The TypeScript SDK is Apache-2.0; the CLI binary is closed",
      "transports": [
        "http",
        "stdio"
      ],
      "packages": [
        {
          "registry": "npm",
          "name": "@google/jules"
        },
        {
          "registry": "npm",
          "name": "@google/jules-sdk"
        },
        {
          "registry": "npm",
          "name": "@google/jules-mcp"
        }
      ],
      "auth": "mixed",
      "authNotes": "The REST API takes an API key in the `X-Goog-Api-Key` header. Keys are created by a person in Settings in the Jules web app, at most three at a time, shown once and revocable there, and publicly exposed keys are disabled automatically. Keys carry no scopes. The discovery document also lists Google OAuth with the broad cloud-platform scope. The Jules Tools CLI signs in with a Google account in the browser (`jules login`). Repository sources need the Jules GitHub app installed through the web app.",
      "pricing": "freemium",
      "pricingNotes": "Free plan with 15 tasks a day and 3 concurrent tasks. Jules in Pro (100 a day, 15 concurrent) and Jules in Ultra (300 a day, 60 concurrent) come with the Google AI Pro and Ultra plans, and the Google AI plans page lists AI Plus with expanded Jules limits (jules.google/docs/usage-limits and one.google.com/about/google-ai-plans, checked 2026-10-18). Paid plans are for personal @gmail.com accounts, with an interest form for business users. The plan prices render per locale and weren't read. No per-task or per-call price.",
      "priceSummary": "Freemium",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the Jules docs, the API reference, the discovery document or the plans pages (checked 2026-10-18).",
        "endpoints": []
      },
      "toolCount": 8,
      "popularity": {
        "githubStars": null,
        "npmWeekly": 1269,
        "pypiWeekly": null,
        "asOf": "2026-10-18"
      },
      "docsUrl": "https://jules.google/docs/",
      "llmsTxt": "https://jules.google/docs/llms.txt",
      "openapi": "https://jules.googleapis.com/$discovery/rest?version=v1alpha",
      "capabilities": [
        "agent.harness",
        "agent.mcp-client",
        "agent.multi-agent"
      ],
      "tags": [
        "official",
        "hosted",
        "cloud-agent",
        "closed-source",
        "api-key",
        "alpha",
        "llms-txt",
        "mcp",
        "no-status-page",
        "stale-release",
        "freemium"
      ],
      "lastRelease": "2026-03-09",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 44.5,
        "grade": "E",
        "agentReady": false,
        "rank": 1032,
        "ranked": true,
        "rankOf": 1210,
        "categoryRank": 37,
        "methodology": "0.6",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 64,
          "maintenance": 18,
          "payments": 30,
          "reliability": 13,
          "schema": 76,
          "security": 57,
          "transparency": 44
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-18"
        },
        "negative": 0,
        "verdict": "The API is described by a public Google discovery document, takes only a prompt to start a session, and logs every plan, shell command and diff as activities. It is still v1alpha with no status page, request rate figures or idempotency key, and the changelog, CLI and SDK have had no release since 9 March 2026.",
        "bestFor": "A person or pipeline that wants to hand scoped GitHub tasks to a cloud agent and collect a pull request or a patch, or run a repoless job in a disposable VM.",
        "strengths": [
          "Public discovery document for jules.googleapis.com v1alpha with 13 methods, typed schemas, enums and required fields, revision 20261015",
          "Only `prompt` is required to create a session. A session without `sourceContext` runs repoless in a fresh cloud VM",
          "Activities record plans, messages, bash commands with exit codes and git patches, and can be filtered by `create_time` to fetch only new events",
          "Four ways in for an outside agent, the REST API, the Apache-2.0 TypeScript SDK, an 8-tool stdio MCP server and the Jules Tools CLI",
          "Free plan of 15 tasks a day and 3 concurrent tasks with a Google account, and docs served as Markdown with an llms.txt index"
        ],
        "weaknesses": [
          "The REST API has been v1alpha since 3 October 2025 and the docs say specifications and API keys may change",
          "Newest changelog entry is 9 March 2026, the CLI's last npm release 0.1.42 was on 16 December 2025, and the SDK and MCP packages last published 0.2.0 on 9 March 2026",
          "No status page, no request rate figures, no Retry-After guidance and no idempotency key on session creation were found",
          "API sessions auto-approve their plans unless `requirePlanApproval` is true, and the MCP server defaults to an automated run that opens a pull request",
          "A person must sign in with Google, install the Jules GitHub app and create the key in the web app. Keys carry no scopes"
        ],
        "agentNotes": [
          "Set `requirePlanApproval: true` on sessions that touch shared branches, then call `:approvePlan` yourself. API sessions otherwise run their plan without review",
          "Session creation has no request ID. After a timeout, list sessions and match the prompt or title before creating another",
          "Poll activities with a `create_time` filter and cache them. Activities never change once written",
          "Read the request fields from the discovery document at https://jules.googleapis.com/$discovery/rest?version=v1alpha. The field tables on jules.google render empty",
          "Budget against the daily task quota of 15, 100 or 300 by plan. New sessions are refused until the rolling 24 hours reset"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 2.8,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "E",
            "methodology": "0.6",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 44.5
          }
        ],
        "editorialScores": {
          "ergonomics": 64,
          "maintenance": 18,
          "payments": 30,
          "reliability": 13,
          "schema": 76,
          "security": 57,
          "transparency": 25
        },
        "provenanceScore": 62,
        "checked": {
          "categories": {
            "ergonomics": "2026-10-18",
            "maintenance": "2026-10-18",
            "payments": "2026-10-18",
            "reliability": "2026-10-18",
            "schema": "2026-10-18",
            "security": "2026-10-18",
            "transparency": "2026-10-18"
          },
          "last": "2026-10-18",
          "oldest": "2026-10-18",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "npm install -g @google/jules   # Jules Tools CLI, then: jules login",
        "http": "curl 'https://jules.googleapis.com/v1alpha/sessions' -X POST -H \"Content-Type: application/json\" -H \"x-goog-api-key: $JULES_API_KEY\" -d '{\"prompt\": \"Add a test for parseQueryString in utils.js\", \"sourceContext\": {\"source\": \"sources/github/OWNER/REPO\", \"githubRepoContext\": {\"startingBranch\": \"main\"}}, \"requirePlanApproval\": true}'",
        "config": {
          "mcpServers": {
            "jules": {
              "args": [
                "@google/jules-mcp"
              ],
              "command": "npx",
              "env": {
                "JULES_API_KEY": "\u003capi-key\u003e"
              }
            }
          }
        },
        "headless": {
          "run": "jules remote new --repo . --session \"write unit tests\""
        }
      },
      "letme": {
        "capability": "https://letme.dev/agent.harness",
        "tool": "https://letme.dev/jules"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "Google LLC",
        "domain": "jules.google",
        "domainRegistered": "2025-01-16",
        "endpointOnVendorDomain": true,
        "terms": "https://policies.google.com/terms",
        "privacy": "https://policies.google.com/privacy",
        "statusPage": "",
        "changelog": "https://jules.google/docs/changelog/",
        "securityTxt": "none",
        "checked": "2026-10-18",
        "notes": [
          "The jules.google footer links the Google Terms of Service and Privacy Policy. The Jules privacy notice at jules.google.com/legal answered 'Jules is not yet available in your region' to our request and wasn't read.",
          "jules.google returns 404 for /.well-known/security.txt. www.google.com has a valid security.txt (expires 2030-04-01) pointing to g.co/vulnz and the Google VRP.",
          "The API answers at jules.googleapis.com, Google's API domain. RDAP for jules.google gives a registration date of 2025-01-16.",
          "No status page for Jules was found."
        ],
        "score": 62
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/jules.json",
      "live": {
        "slug": "jules",
        "versions": [
          {
            "registry": "github",
            "name": "google-labs-code/jules-sdk",
            "version": "0.0.4",
            "released": "2026-02-03",
            "seenAt": "2026-10-25T08:58:32.670394506Z"
          },
          {
            "registry": "npm",
            "name": "@google/jules",
            "version": "0.1.42",
            "seenAt": "2026-10-25T08:58:28.444638808Z"
          },
          {
            "registry": "npm",
            "name": "@google/jules-mcp",
            "version": "0.2.0",
            "seenAt": "2026-10-25T08:58:30.661319485Z"
          },
          {
            "registry": "npm",
            "name": "@google/jules-sdk",
            "version": "0.2.0",
            "seenAt": "2026-10-25T08:58:29.294108018Z"
          }
        ],
        "githubStars": 138,
        "npmWeekly": 1068,
        "securityTxt": {
          "url": "https://jules.google/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-25T15:28:21.379759393Z"
        },
        "llmsTxt": {
          "url": "https://jules.google/docs/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-25T14:52:21.868722692Z"
        },
        "domain": {
          "domain": "jules.google",
          "registered": "2025-01-16",
          "source": "https://pubapi.registry.google/rdap/domain/jules.google",
          "checkedAt": "2026-10-25T13:58:26.776110798Z"
        },
        "pages": [
          {
            "url": "https://jules.google/docs/changelog/",
            "kind": "changelog",
            "status": 304,
            "checkedAt": "2026-10-25T02:48:59.667143275Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "6add211f604a"
          }
        ],
        "github": {
          "repo": "google-labs-code/jules-sdk",
          "checkedAt": "2026-10-19T06:13:56.956889694Z",
          "stars": 138,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-07-23T17:46:04Z",
          "openIssues": 5,
          "openPRs": 5,
          "issuesOpened90d": 0,
          "issuesClosed90d": 0,
          "prsMerged90d": 0,
          "replies": {
            "sampled": 25,
            "unanswered": 5,
            "medianDays": 0.4
          }
        },
        "updatedAt": "2026-10-25T15:28:21.379759393Z"
      }
    },
    "answer": "Vibe-Trading scores 62.2 (B) on agent readiness against Jules's 44.5 (E), and leads in 6 of 7 scored categories.",
    "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": "Google LLC",
        "b": "HKUDS",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP, stdio",
        "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 service under the Google Terms of Service. The TypeScript SDK is Apache-2.0; the CLI binary is closed",
        "b": "MIT",
        "name": "Licence"
      },
      {
        "a": "8",
        "b": "82",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "2026-03-09",
        "b": "2026-10-21",
        "name": "Last release"
      },
      {
        "a": "2026-07-30",
        "b": "no document linked",
        "name": "Terms last updated"
      },
      {
        "a": "2026-10-01",
        "b": "no document linked",
        "name": "Privacy policy last updated"
      },
      {
        "a": "yes",
        "b": "",
        "name": "Customer content may train models"
      },
      {
        "a": "yes",
        "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": "not found in the text",
        "b": "",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "1.3k npm/wk",
        "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 Jules's 44.5 (E), and leads in 6 of 7 scored categories.",
        "question": "Which is better for AI agents, Jules or Vibe-Trading?"
      },
      {
        "answer": "No open-source release is listed for Jules. Vibe-Trading is open source (MIT).",
        "question": "Are Jules and Vibe-Trading open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": null,
        "also": [
          "No incidents deducted, where Vibe-Trading loses 4 points for them"
        ],
        "goodFor": "A person or pipeline that wants to hand scoped GitHub tasks to a cloud agent and collect a pull request or a patch, or run a repoless job in a disposable VM.",
        "slug": "jules",
        "watchFor": "The REST API has been v1alpha since 3 October 2025 and the docs say specifications and API keys may change"
      },
      {
        "aheadOn": [
          "Reliability, 63 against 13",
          "Security \u0026 auth, 70 against 57",
          "Payments \u0026 pricing, 60 against 30",
          "Maintenance \u0026 community, 82 against 18"
        ],
        "also": [
          "No key needed to call it",
          "Free to start without a card",
          "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-jules.json",
        "title": "Agent Zero vs Jules",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-jules"
      },
      {
        "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-jules.json",
        "title": "Aider vs Jules",
        "url": "https://www.anchorterminal.com/compare/aider-vs-jules"
      },
      {
        "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-jules.json",
        "title": "Amp vs Jules",
        "url": "https://www.anchorterminal.com/compare/amp-vs-jules"
      },
      {
        "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-jules.json",
        "title": "Antigravity CLI vs Jules",
        "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-jules"
      },
      {
        "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-jules.json",
        "title": "Auggie CLI vs Jules",
        "url": "https://www.anchorterminal.com/compare/auggie-vs-jules"
      },
      {
        "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-jules.json",
        "title": "Claude Code vs Jules",
        "url": "https://www.anchorterminal.com/compare/claude-code-vs-jules"
      },
      {
        "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-jules.json",
        "title": "Cline vs Jules",
        "url": "https://www.anchorterminal.com/compare/cline-vs-jules"
      },
      {
        "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-jules.json",
        "title": "Crush vs Jules",
        "url": "https://www.anchorterminal.com/compare/crush-vs-jules"
      },
      {
        "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-jules.json",
        "title": "Cursor CLI vs Jules",
        "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-jules"
      },
      {
        "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-jules.json",
        "title": "DeepSeek Harness (dsh) vs Jules",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-jules"
      },
      {
        "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-jules.json",
        "title": "Devin vs Jules",
        "url": "https://www.anchorterminal.com/compare/devin-vs-jules"
      },
      {
        "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-jules.json",
        "title": "Droid CLI vs Jules",
        "url": "https://www.anchorterminal.com/compare/droid-cli-vs-jules"
      },
      {
        "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-jules.json",
        "title": "Pi vs Jules",
        "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-jules"
      },
      {
        "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-jules.json",
        "title": "Gemini CLI vs Jules",
        "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-jules"
      },
      {
        "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-jules.json",
        "title": "GitHub Copilot CLI vs Jules",
        "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-jules"
      },
      {
        "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-jules.json",
        "title": "goose vs Jules",
        "url": "https://www.anchorterminal.com/compare/goose-vs-jules"
      },
      {
        "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-jules.json",
        "title": "Harness² vs Jules",
        "url": "https://www.anchorterminal.com/compare/harness2-vs-jules"
      },
      {
        "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-jules.json",
        "title": "HarnessRouter vs Jules",
        "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-jules"
      },
      {
        "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-junie.json",
        "title": "Jules vs Junie CLI",
        "url": "https://www.anchorterminal.com/compare/jules-vs-junie"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-kilo-code-cli.json",
        "title": "Jules vs Kilo Code CLI",
        "url": "https://www.anchorterminal.com/compare/jules-vs-kilo-code-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-kimi-code-cli.json",
        "title": "Jules vs Kimi Code CLI",
        "url": "https://www.anchorterminal.com/compare/jules-vs-kimi-code-cli"
      },
      {
        "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-mini-swe-agent.json",
        "title": "Jules vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/jules-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-minimax-code.json",
        "title": "Jules vs MiniMax Code",
        "url": "https://www.anchorterminal.com/compare/jules-vs-minimax-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-mistral-vibe-cli.json",
        "title": "Jules vs Mistral Vibe CLI",
        "url": "https://www.anchorterminal.com/compare/jules-vs-mistral-vibe-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-muse-code.json",
        "title": "Jules vs Muse Code",
        "url": "https://www.anchorterminal.com/compare/jules-vs-muse-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-openai-codex.json",
        "title": "Jules vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/jules-vs-openai-codex"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-opencode.json",
        "title": "Jules vs OpenCode",
        "url": "https://www.anchorterminal.com/compare/jules-vs-opencode"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-openhands.json",
        "title": "Jules vs OpenHands",
        "url": "https://www.anchorterminal.com/compare/jules-vs-openhands"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-prime-agent.json",
        "title": "Jules vs Prime Agent",
        "url": "https://www.anchorterminal.com/compare/jules-vs-prime-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-qoder-cli.json",
        "title": "Jules vs Qoder CLI",
        "url": "https://www.anchorterminal.com/compare/jules-vs-qoder-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-qwen-code.json",
        "title": "Jules vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/jules-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-reflection-mirror.json",
        "title": "Jules vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/jules-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-rovo-dev-cli.json",
        "title": "Jules vs Rovo Dev CLI",
        "url": "https://www.anchorterminal.com/compare/jules-vs-rovo-dev-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-warp.json",
        "title": "Jules vs Warp (Warp Agent CLI and the Oz Agent API)",
        "url": "https://www.anchorterminal.com/compare/jules-vs-warp"
      },
      {
        "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-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-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-vibe-trading.json",
        "title": "Kiro CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-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-jules.json",
        "title": "CLI Manager vs Jules",
        "url": "https://www.anchorterminal.com/compare/cli-manager-vs-jules"
      },
      {
        "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-jules.json",
        "title": "Harness vs Jules",
        "url": "https://www.anchorterminal.com/compare/harness-autonomous-vs-jules"
      },
      {
        "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/jules-vs-paperclip.json",
        "title": "Jules vs Paperclip",
        "url": "https://www.anchorterminal.com/compare/jules-vs-paperclip"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-parallax-agents.json",
        "title": "Jules vs Parallax",
        "url": "https://www.anchorterminal.com/compare/jules-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": 50,
        "edge": "vibe-trading",
        "jules": 13,
        "key": "reliability",
        "name": "Reliability",
        "vibe-trading": 63,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 4,
        "edge": "jules",
        "jules": 76,
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "vibe-trading": 72,
        "weight": 13
      },
      {
        "by": 3,
        "edge": "vibe-trading",
        "jules": 64,
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "vibe-trading": 67,
        "weight": 13
      },
      {
        "by": 13,
        "edge": "vibe-trading",
        "jules": 57,
        "key": "security",
        "name": "Security \u0026 auth",
        "vibe-trading": 70,
        "weight": 14
      },
      {
        "by": 30,
        "edge": "vibe-trading",
        "jules": 30,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "vibe-trading": 60,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 64,
        "edge": "vibe-trading",
        "jules": 18,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "vibe-trading": 82,
        "weight": 7
      },
      {
        "by": 3,
        "edge": "vibe-trading",
        "jules": 44,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "vibe-trading": 47,
        "weight": 7
      }
    ],
    "summary": "Vibe-Trading scores 62.2 (B) on agent readiness against Jules's 44.5 (E), and leads in 6 of 7 scored categories. Both do agent harnesses.",
    "tutorials": [],
    "verdicts": {
      "jules": "The API is described by a public Google discovery document, takes only a prompt to start a session, and logs every plan, shell command and diff as activities. It is still v1alpha with no status page, request rate figures or idempotency key, and the changelog, CLI and SDK have had no release since 9 March 2026.",
      "vibe-trading": "Vibe-Trading runs on the owner's machine under the MIT licence, ships near-daily fixes with a dated changelog, and keeps order tools out of its MCP server, with live orders gated by an owner-committed mandate and a kill switch. Three advisories, two critical, covered versions before 0.1.7, and the local CLI runs shell commands without asking."
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  "markdown": "Vibe-Trading scores 62.2 (B) on agent readiness against Jules's 44.5 (E), and leads in 6 of 7 scored categories. Both do agent harnesses.\n\n- Jules: grade E, 44.5/100, rank #1032 of 1210. Markdown https://www.anchorterminal.com/tools/jules.md · JSON https://www.anchorterminal.com/api/v1/tools/jules.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### Jules (E)\n\nGood for: A person or pipeline that wants to hand scoped GitHub tasks to a cloud agent and collect a pull request or a patch, or run a repoless job in a disposable VM.\n\nAlso in its favour:\n- No incidents deducted, where Vibe-Trading loses 4 points for them\n\nWatch for: The REST API has been v1alpha since 3 October 2025 and the docs say specifications and API keys may change\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 13\n- Security \u0026 auth, 70 against 57\n- Payments \u0026 pricing, 60 against 30\n- Maintenance \u0026 community, 82 against 18\n\nAlso in its favour:\n- No key needed to call it\n- Free to start without a card\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 | Jules | Vibe-Trading | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 13 | 63 | Vibe-Trading +50 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 76 | 72 | Jules +4 |\n| Agent ergonomics | 13% (16.2 this run) | 64 | 67 | Vibe-Trading +3 |\n| Security \u0026 auth | 14% (17.5 this run) | 57 | 70 | Vibe-Trading +13 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 30 | 60 | Vibe-Trading +30 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 18 | 82 | Vibe-Trading +64 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 44 | 47 | Vibe-Trading +3 |\n| Negative events | ≤15 | 0 | -4 | |\n| **Total** | | **44.5 · E** | **62.2 · B** | |\n\n## Facts side by side\n\n| Fact | Jules | Vibe-Trading |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | Google LLC | HKUDS |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | HTTP, stdio | stdio, Streamable HTTP, SSE (legacy) |\n| Auth | OAuth or key | None |\n| Pricing | Freemium | Free |\n| x402 | no | no |\n| Licence | Proprietary service under the Google Terms of Service. The TypeScript SDK is Apache-2.0; the CLI binary is closed | MIT |\n| Tools exposed | 8 | 82 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| Last release | 2026-03-09 | 2026-10-21 |\n| Terms last updated | 2026-07-30 | no document linked |\n| Privacy policy last updated | 2026-10-01 | no document linked |\n| Customer content may train models | yes |  |\n| Terms restrict automated access | yes |  |\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 | not found in the text |  |\n| Popularity | 1.3k npm/wk | 37k stars |\n| Agent reviews | 2.8/5 (4) | none |\n\n## Verdicts\n\n**Jules.** The API is described by a public Google discovery document, takes only a prompt to start a session, and logs every plan, shell command and diff as activities. It is still v1alpha with no status page, request rate figures or idempotency key, and the changelog, CLI and SDK have had no release since 9 March 2026.\n\n**Vibe-Trading.** Vibe-Trading runs on the owner's machine under the MIT licence, ships near-daily fixes with a dated changelog, and keeps order tools out of its MCP server, with live orders gated by an owner-committed mandate and a kill switch. Three advisories, two critical, covered versions before 0.1.7, and the local CLI runs shell commands without asking.\n\n## Before you call either\n\n### Jules\n\n1. Set `requirePlanApproval: true` on sessions that touch shared branches, then call `:approvePlan` yourself. API sessions otherwise run their plan without review\n2. Session creation has no request ID. After a timeout, list sessions and match the prompt or title before creating another\n3. Poll activities with a `create_time` filter and cache them. Activities never change once written\n4. Read the request fields from the discovery document at https://jules.googleapis.com/$discovery/rest?version=v1alpha. The field tables on jules.google render empty\n5. Budget against the daily task quota of 15, 100 or 300 by plan. New sessions are refused until the rolling 24 hours reset\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, Jules or Vibe-Trading?\n\nVibe-Trading scores 62.2 (B) on agent readiness against Jules's 44.5 (E), and leads in 6 of 7 scored categories.\n\n### Are Jules and Vibe-Trading open source?\n\nNo open-source release is listed for Jules. Vibe-Trading is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/jules-vs-vibe-trading.json, and with the fewest tokens: https://www.anchorterminal.com/compare/jules-vs-vibe-trading.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"jules\", \"b\": \"vibe-trading\"}`. From a terminal: `anchor compare jules vibe-trading`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/jules.json and https://www.anchorterminal.com/api/v1/tools/vibe-trading.json\n\n## Other comparisons with Jules or Vibe-Trading\n\n- [Agent Zero vs Jules](https://www.anchorterminal.com/compare/agent-zero-vs-jules.md)\n- [Agent Zero vs Vibe-Trading](https://www.anchorterminal.com/compare/agent-zero-vs-vibe-trading.md)\n- [Aider vs Jules](https://www.anchorterminal.com/compare/aider-vs-jules.md)\n- [Aider vs Vibe-Trading](https://www.anchorterminal.com/compare/aider-vs-vibe-trading.md)\n- [Amp vs Jules](https://www.anchorterminal.com/compare/amp-vs-jules.md)\n- [Amp vs Vibe-Trading](https://www.anchorterminal.com/compare/amp-vs-vibe-trading.md)\n- [Antigravity CLI vs Jules](https://www.anchorterminal.com/compare/antigravity-cli-vs-jules.md)\n- [Antigravity CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/antigravity-cli-vs-vibe-trading.md)\n- [Auggie CLI vs Jules](https://www.anchorterminal.com/compare/auggie-vs-jules.md)\n- [Auggie CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/auggie-vs-vibe-trading.md)\n- [Claude Code vs Jules](https://www.anchorterminal.com/compare/claude-code-vs-jules.md)\n- [Claude Code vs Vibe-Trading](https://www.anchorterminal.com/compare/claude-code-vs-vibe-trading.md)\n- [Cline vs Jules](https://www.anchorterminal.com/compare/cline-vs-jules.md)\n- [Cline vs Vibe-Trading](https://www.anchorterminal.com/compare/cline-vs-vibe-trading.md)\n- [Crush vs Jules](https://www.anchorterminal.com/compare/crush-vs-jules.md)\n- [Crush vs Vibe-Trading](https://www.anchorterminal.com/compare/crush-vs-vibe-trading.md)\n- [Cursor CLI vs Jules](https://www.anchorterminal.com/compare/cursor-cli-vs-jules.md)\n- [Cursor CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/cursor-cli-vs-vibe-trading.md)\n- [DeepSeek Harness (dsh) vs Jules](https://www.anchorterminal.com/compare/deepseek-harness-vs-jules.md)\n- 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Vibe-Trading](https://www.anchorterminal.com/compare/github-copilot-cli-vs-vibe-trading.md)\n- [goose vs Jules](https://www.anchorterminal.com/compare/goose-vs-jules.md)\n- [goose vs Vibe-Trading](https://www.anchorterminal.com/compare/goose-vs-vibe-trading.md)\n- [Harness² vs Jules](https://www.anchorterminal.com/compare/harness2-vs-jules.md)\n- [Harness² vs Vibe-Trading](https://www.anchorterminal.com/compare/harness2-vs-vibe-trading.md)\n- [HarnessRouter vs Jules](https://www.anchorterminal.com/compare/harnessrouter-vs-jules.md)\n- [HarnessRouter vs Vibe-Trading](https://www.anchorterminal.com/compare/harnessrouter-vs-vibe-trading.md)\n- [Jules vs Junie CLI](https://www.anchorterminal.com/compare/jules-vs-junie.md)\n- [Jules vs Kilo Code CLI](https://www.anchorterminal.com/compare/jules-vs-kilo-code-cli.md)\n- [Jules vs Kimi Code CLI](https://www.anchorterminal.com/compare/jules-vs-kimi-code-cli.md)\n- [Jules vs Kiro CLI](https://www.anchorterminal.com/compare/jules-vs-kiro-cli.md)\n- [Jules vs mini-swe-agent](https://www.anchorterminal.com/compare/jules-vs-mini-swe-agent.md)\n- [Jules vs MiniMax Code](https://www.anchorterminal.com/compare/jules-vs-minimax-code.md)\n- [Jules vs Mistral Vibe CLI](https://www.anchorterminal.com/compare/jules-vs-mistral-vibe-cli.md)\n- [Jules vs Muse Code](https://www.anchorterminal.com/compare/jules-vs-muse-code.md)\n- [Jules vs OpenAI Codex](https://www.anchorterminal.com/compare/jules-vs-openai-codex.md)\n- [Jules vs OpenCode](https://www.anchorterminal.com/compare/jules-vs-opencode.md)\n- [Jules vs OpenHands](https://www.anchorterminal.com/compare/jules-vs-openhands.md)\n- [Jules vs Prime Agent](https://www.anchorterminal.com/compare/jules-vs-prime-agent.md)\n- [Jules vs Qoder CLI](https://www.anchorterminal.com/compare/jules-vs-qoder-cli.md)\n- [Jules vs Qwen Code](https://www.anchorterminal.com/compare/jules-vs-qwen-code.md)\n- [Jules vs Mirror CLI](https://www.anchorterminal.com/compare/jules-vs-reflection-mirror.md)\n- [Jules vs Rovo Dev CLI](https://www.anchorterminal.com/compare/jules-vs-rovo-dev-cli.md)\n- [Jules vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/jules-vs-warp.md)\n- [Junie CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/junie-vs-vibe-trading.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 Vibe-Trading](https://www.anchorterminal.com/compare/kimi-code-cli-vs-vibe-trading.md)\n- [Kiro CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/kiro-cli-vs-vibe-trading.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 Jules](https://www.anchorterminal.com/compare/cli-manager-vs-jules.md)\n- [CLI Manager vs Vibe-Trading](https://www.anchorterminal.com/compare/cli-manager-vs-vibe-trading.md)\n- [Harness vs Jules](https://www.anchorterminal.com/compare/harness-autonomous-vs-jules.md)\n- [Harness vs Vibe-Trading](https://www.anchorterminal.com/compare/harness-autonomous-vs-vibe-trading.md)\n- [Jules vs Paperclip](https://www.anchorterminal.com/compare/jules-vs-paperclip.md)\n- [Jules vs Parallax](https://www.anchorterminal.com/compare/jules-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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