{
  "data": {
    "a": {
      "slug": "openai-codex",
      "name": "OpenAI Codex",
      "vendor": "OpenAI",
      "vendorUrl": "https://openai.com",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "OpenAI's coding agent for software development tasks.",
      "url": "https://www.anchorterminal.com/tools/openai-codex",
      "markdownUrl": "https://www.anchorterminal.com/tools/openai-codex.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/openai-codex.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/openai-codex.json",
      "repo": "https://github.com/openai/codex",
      "license": "Apache-2.0 (Codex CLI, its Rust crates and the TypeScript and Python SDKs). Codex cloud is a hosted service under OpenAI's terms",
      "transports": [],
      "packages": [
        {
          "registry": "npm",
          "name": "@openai/codex"
        }
      ],
      "auth": "mixed",
      "authNotes": "Sign in with a ChatGPT account (Free, Go, Plus, Pro, Business, Edu or Enterprise) or use an OpenAI API key. Cloud work such as GitHub code review and the Slack integration comes with Plus and above, and none of it works with an API key. `--oss` talks to a local Ollama or LM Studio server and needs no account.",
      "pricing": "freemium",
      "pricingNotes": "Included in every ChatGPT plan. Free $0, Go $8 a month, Plus $20, Pro from $100 (tiers at $100, $200 and $500), Business $20 a user a month billed annually for two or more users, Enterprise and Edu by quote. On Plus the docs estimate 15 to 160 local messages per five hours with GPT-6.1 Sol, and Pro has no five-hour limit. Cloud tasks use more of the allowance. With an API key you pay API token rates and can't use the cloud agent (checked 2026-10-02).",
      "priceSummary": "$20 / mo",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs, the pricing page or the source (checked 2026-10-02).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 126000,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-02"
      },
      "docsUrl": "https://developers.openai.com/codex",
      "llmsTxt": "https://learn.chatgpt.com/llms.txt",
      "capabilities": [
        "agent.harness",
        "agent.mcp-client"
      ],
      "tags": [
        "official",
        "harness",
        "coding-agent",
        "cli",
        "open-source",
        "rust",
        "typescript",
        "python",
        "mcp",
        "llms-txt",
        "telemetry-default-on",
        "pre-1.0",
        "free-tier",
        "no-card",
        "hosted",
        "status-page"
      ],
      "lastRelease": "2026-10-15",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 73.4,
        "grade": "BB",
        "agentReady": true,
        "rank": 96,
        "ranked": true,
        "rankOf": 1210,
        "categoryRank": 2,
        "methodology": "0.6",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 80,
          "maintenance": 87,
          "payments": 60,
          "reliability": 55,
          "schema": 90,
          "security": 82,
          "transparency": 84
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-17"
        },
        "negative": -2,
        "negativeNotes": [
          "2026-04-14. CVE-2025-61260 (GHSA-xrxf-jgv3-qmrm), critical (CVSS 9.8 from CISA-ADP), code execution through MCP configuration files in a repository for Codex CLI 0.23.0 and earlier, published to NVD and the GitHub Advisory Database from Check Point Research's 2025 report. Fixed in 2025 and documented by the researcher, with no advisory in OpenAI's own repository, so a small deduction (https://nvd.nist.gov/vuln/detail/CVE-2025-61260; https://research.checkpoint.com/2025/openai-codex-cli-command-injection-vulnerability/)"
        ],
        "verdict": "Sandbox on by default on macOS, Linux and Windows, with the network off and `.git` and `.codex` read-only. Pre-1.0 at 0.163.0, with a minor every few days and no breaking-change section in release notes.",
        "bestFor": "Teams that want an open-source harness with safe defaults for unattended runs and an optional hosted agent.",
        "strengths": [
          "Sandbox on by default on macOS, Linux and Windows, with the network off and `.git` and `.codex` read-only",
          "Apache-2.0, with public CI and a JSON Schema for config.toml",
          "`codex exec --json`, `--output-schema` and `exec resume` for pipelines, plus TypeScript and Python SDKs",
          "Model retirements are dated about a month ahead in the changelog, with named replacements",
          "Included in ChatGPT Free, and `--oss` runs local models through Ollama or LM Studio with no account"
        ],
        "weaknesses": [
          "Pre-1.0 at 0.163.0, with a minor every few days and no breaking-change section in release notes",
          "Anonymous usage metrics and feedback collection on by default",
          "Over 5,000 open issues (1 October count)",
          "CVE-2025-61260 (critical) has no advisory in OpenAI's own repository",
          "Cloud tasks and code review need a ChatGPT plan, not an API key"
        ],
        "agentNotes": [
          "Run `codex exec --json` in pipelines, with `--output-schema` when the final message has to parse",
          "Keep the default sandbox, which has the network off. `--yolo` removes both the sandbox and approvals",
          "Replace `gpt-5.5` with `gpt-6.1-sol` in saved configs, custom agents and scripts under ChatGPT sign-in. GPT-5.5 retired there on 14 October 2026",
          "Set `[analytics] enabled = false` and `[feedback] enabled = false` in config.toml to keep usage data local",
          "Pin the npm version. A 0.x minor lands every few days"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "BB",
            "methodology": "0.6",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 73.4
          }
        ],
        "editorialScores": {
          "ergonomics": 80,
          "maintenance": 87,
          "payments": 60,
          "reliability": 55,
          "schema": 90,
          "security": 82,
          "transparency": 75
        },
        "provenanceScore": 93,
        "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": "npm i -g @openai/codex   # or: brew install --cask codex",
        "headless": {
          "run": "codex exec --json \"fix the failing test\""
        }
      },
      "letme": {
        "capability": "https://letme.dev/agent.harness",
        "tool": "https://letme.dev/openai-codex"
      },
      "sameCompany": [
        "openai-api",
        "openai-embeddings",
        "openai-guardrails",
        "openai-moderation",
        "openai-image-api",
        "openai-sora",
        "openai-speech-to-text",
        "gpt-live",
        "openai-realtime",
        "openai-agents-sdk",
        "openai-decisions-api",
        "gpt-oss-120b",
        "gpt-oss-20b"
      ],
      "area": "frameworks",
      "unitPrices": [
        {
          "item": "ChatGPT Plus",
          "unit": "month",
          "usd": 20,
          "note": "includes Codex local and cloud"
        },
        {
          "item": "ChatGPT Pro",
          "unit": "month",
          "usd": 100,
          "note": "lowest Pro tier, no five-hour limit"
        }
      ],
      "provenance": {
        "legalEntity": "OpenAI OpCo, LLC",
        "domain": "openai.com",
        "domainRegistered": "2007-01-19",
        "endpointOnVendorDomain": null,
        "terms": "https://openai.com/policies/services-agreement/",
        "privacy": "https://openai.com/policies/privacy-policy/",
        "statusPage": "https://status.openai.com",
        "changelog": "https://github.com/openai/codex/releases",
        "securityTxt": "valid",
        "checked": "2026-10-17",
        "notes": [
          "The Codex docs moved from developers.openai.com/codex to learn.chatgpt.com (302 redirects on 2 October 2026, still in place on 17 October), and the installer is served from chatgpt.com.",
          "learn.chatgpt.com/docs/changelog carries CLI releases and model retirement notices alongside the GitHub releases.",
          "Legal entity, domain date and security.txt are from the openai-api listing's check of 26 September 2026."
        ],
        "score": 93
      },
      "requirements": {
        "card": "paid-only",
        "freeTier": true,
        "minutes": 3,
        "credential": "mixed",
        "hosting": [
          "US",
          "EU",
          "UK",
          "CA",
          "APAC",
          "self-hosted"
        ],
        "euResidency": "enterprise",
        "trainsOnData": "no",
        "zeroRetention": "enterprise",
        "certifications": [
          "SOC 2 Type II",
          "ISO 27001",
          "ISO 27701",
          "ISO 42001",
          "CSA STAR",
          "GDPR"
        ],
        "dpa": true,
        "selfHost": "yes"
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/openai-codex.json",
      "live": {
        "slug": "openai-codex",
        "vendorStatus": {
          "page": "https://status.openai.com",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-25T20:37:27.599417572Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "openai/codex",
            "version": "rust-v0.164.0",
            "released": "2026-10-23",
            "seenAt": "2026-10-25T09:10:39.208497263Z"
          },
          {
            "registry": "npm",
            "name": "@openai/codex",
            "version": "0.164.0",
            "seenAt": "2026-10-25T09:10:38.40559307Z"
          }
        ],
        "githubStars": 130838,
        "npmWeekly": 13075592,
        "securityTxt": {
          "url": "https://openai.com/.well-known/security.txt",
          "state": "valid",
          "checkedAt": "2026-10-25T15:28:25.511476222Z"
        },
        "llmsTxt": {
          "url": "https://learn.chatgpt.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-25T14:52:45.72985761Z"
        },
        "domain": {
          "domain": "openai.com",
          "registered": "2007-01-19",
          "source": "https://rdap.verisign.com/com/v1/domain/openai.com",
          "checkedAt": "2026-10-25T14:03:43.431333965Z"
        },
        "github": {
          "repo": "openai/codex",
          "checkedAt": "2026-10-19T06:35:06.245794668Z",
          "stars": 129824,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-10-19T00:13:46Z",
          "openIssues": 23266,
          "openPRs": 165,
          "issuesOpened90d": 16316,
          "issuesClosed90d": 3121,
          "prsMerged90d": 2850,
          "ci": {
            "branch": "main",
            "runs": 50,
            "success": 0,
            "failure": 49,
            "other": 1,
            "latest": "failure",
            "latestAt": "2026-10-19T00:54:47Z"
          },
          "advisories": [
            {
              "ghsa": "GHSA-w5fx-fh39-j5rw",
              "cve": "CVE-2025-59532",
              "severity": "high",
              "published": "2025-09-19T00:24:10Z"
            }
          ]
        },
        "updatedAt": "2026-10-25T20:37:27.599417572Z"
      }
    },
    "answer": "OpenAI Codex scores 73.4 (BB) on agent readiness against Vibe-Trading's 62.2 (B), and leads in 5 of 7 scored categories. Vibe-Trading leads on reliability.",
    "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": "OpenAI",
        "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": "Apache-2.0 (Codex CLI, its Rust crates and the TypeScript and Python SDKs). Codex cloud is a hosted service under OpenAI's terms",
        "b": "MIT",
        "name": "Licence"
      },
      {
        "a": "none",
        "b": "82",
        "name": "Tools exposed"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-15",
        "b": "2026-10-21",
        "name": "Last release"
      },
      {
        "a": "couldn't be read",
        "b": "no document linked",
        "name": "Terms last updated"
      },
      {
        "a": "couldn't be read",
        "b": "no document linked",
        "name": "Privacy policy last updated"
      },
      {
        "a": "couldn't be read",
        "b": "",
        "name": "Customer content may train models"
      },
      {
        "a": "couldn't be read",
        "b": "",
        "name": "Terms restrict automated access"
      },
      {
        "a": "couldn't be read",
        "b": "",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "couldn't be read",
        "b": "",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "couldn't be read",
        "b": "",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "126k stars",
        "b": "37k stars",
        "name": "Popularity"
      },
      {
        "a": "3/5 (2)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "OpenAI Codex scores 73.4 (BB) on agent readiness against Vibe-Trading's 62.2 (B), and leads in 5 of 7 scored categories. Vibe-Trading leads on reliability.",
        "question": "Which is better for AI agents, OpenAI Codex or Vibe-Trading?"
      },
      {
        "answer": "Yes. OpenAI Codex is open source (Apache-2.0 (Codex CLI, its Rust crates and the TypeScript and Python SDKs). Codex cloud is a hosted service under OpenAI's terms). Vibe-Trading is open source (MIT).",
        "question": "Are OpenAI Codex and Vibe-Trading open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Schema \u0026 documentation, 90 against 72",
          "Agent ergonomics, 80 against 67",
          "Security \u0026 auth, 82 against 70",
          "Maintenance \u0026 community, 87 against 82",
          "Transparency \u0026 trust, 84 against 47"
        ],
        "also": [
          "Agent-ready, a grade of BB or better"
        ],
        "goodFor": "Teams that want an open-source harness with safe defaults for unattended runs and an optional hosted agent.",
        "slug": "openai-codex",
        "watchFor": "Pre-1.0 at 0.163.0, with a minor every few days and no breaking-change section in release notes"
      },
      {
        "aheadOn": [
          "Reliability, 63 against 55"
        ],
        "also": [
          "No key needed to call it",
          "Runs on your own machine"
        ],
        "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-openai-codex.json",
        "title": "Agent Zero vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "Aider vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/aider-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "Amp vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/amp-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "Antigravity CLI vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "Auggie CLI vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/auggie-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "Claude Code vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/claude-code-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "Cline vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/cline-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "Crush vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/crush-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "Cursor CLI vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "DeepSeek Harness (dsh) vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "Devin vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/devin-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "Droid CLI vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/droid-cli-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "Pi vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "Gemini CLI vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "GitHub Copilot CLI vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "goose vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/goose-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "Harness² vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/harness2-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "HarnessRouter vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-openai-codex"
      },
      {
        "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-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-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-openai-codex.json",
        "title": "Junie CLI vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/junie-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "Kilo Code CLI vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "Kimi Code CLI vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-openai-codex"
      },
      {
        "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-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-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-openai-codex.json",
        "title": "mini-swe-agent vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "MiniMax Code vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/minimax-code-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "Mistral Vibe CLI vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-openai-codex"
      },
      {
        "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-openai-codex.json",
        "title": "Muse Code vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/muse-code-vs-openai-codex"
      },
      {
        "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-opencode.json",
        "title": "OpenAI Codex vs OpenCode",
        "url": "https://www.anchorterminal.com/compare/openai-codex-vs-opencode"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-codex-vs-openhands.json",
        "title": "OpenAI Codex vs OpenHands",
        "url": "https://www.anchorterminal.com/compare/openai-codex-vs-openhands"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-codex-vs-prime-agent.json",
        "title": "OpenAI Codex vs Prime Agent",
        "url": "https://www.anchorterminal.com/compare/openai-codex-vs-prime-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-codex-vs-qoder-cli.json",
        "title": "OpenAI Codex vs Qoder CLI",
        "url": "https://www.anchorterminal.com/compare/openai-codex-vs-qoder-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-codex-vs-qwen-code.json",
        "title": "OpenAI Codex vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/openai-codex-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-codex-vs-reflection-mirror.json",
        "title": "OpenAI Codex vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/openai-codex-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-codex-vs-rovo-dev-cli.json",
        "title": "OpenAI Codex vs Rovo Dev CLI",
        "url": "https://www.anchorterminal.com/compare/openai-codex-vs-rovo-dev-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-codex-vs-warp.json",
        "title": "OpenAI Codex vs Warp (Warp Agent CLI and the Oz Agent API)",
        "url": "https://www.anchorterminal.com/compare/openai-codex-vs-warp"
      },
      {
        "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-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-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/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": 8,
        "edge": "vibe-trading",
        "key": "reliability",
        "name": "Reliability",
        "openai-codex": 55,
        "vibe-trading": 63,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 18,
        "edge": "openai-codex",
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "openai-codex": 90,
        "vibe-trading": 72,
        "weight": 13
      },
      {
        "by": 13,
        "edge": "openai-codex",
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "openai-codex": 80,
        "vibe-trading": 67,
        "weight": 13
      },
      {
        "by": 12,
        "edge": "openai-codex",
        "key": "security",
        "name": "Security \u0026 auth",
        "openai-codex": 82,
        "vibe-trading": 70,
        "weight": 14
      },
      {
        "by": 0,
        "edge": "",
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "openai-codex": 60,
        "vibe-trading": 60,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 5,
        "edge": "openai-codex",
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "openai-codex": 87,
        "vibe-trading": 82,
        "weight": 7
      },
      {
        "by": 37,
        "edge": "openai-codex",
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "openai-codex": 84,
        "vibe-trading": 47,
        "weight": 7
      }
    ],
    "summary": "OpenAI Codex scores 73.4 (BB) on agent readiness against Vibe-Trading's 62.2 (B), and leads in 5 of 7 scored categories. Vibe-Trading leads on reliability. Both do agent harnesses.",
    "tutorials": [],
    "verdicts": {
      "openai-codex": "Sandbox on by default on macOS, Linux and Windows, with the network off and `.git` and `.codex` read-only. Pre-1.0 at 0.163.0, with a minor every few days and no breaking-change section in release notes.",
      "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": "OpenAI Codex scores 73.4 (BB) on agent readiness against Vibe-Trading's 62.2 (B), and leads in 5 of 7 scored categories. Vibe-Trading leads on reliability. Both do agent harnesses.\n\n- OpenAI Codex: grade BB, 73.4/100, rank #96 of 1210. Markdown https://www.anchorterminal.com/tools/openai-codex.md · JSON https://www.anchorterminal.com/api/v1/tools/openai-codex.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### OpenAI Codex (BB)\n\nGood for: Teams that want an open-source harness with safe defaults for unattended runs and an optional hosted agent.\n\nAhead on:\n- Schema \u0026 documentation, 90 against 72\n- Agent ergonomics, 80 against 67\n- Security \u0026 auth, 82 against 70\n- Maintenance \u0026 community, 87 against 82\n- Transparency \u0026 trust, 84 against 47\n\nAlso in its favour:\n- Agent-ready, a grade of BB or better\n\nWatch for: Pre-1.0 at 0.163.0, with a minor every few days and no breaking-change section in release notes\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 55\n\nAlso in its favour:\n- No key needed to call it\n- Runs on your own machine\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 | OpenAI Codex | Vibe-Trading | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 55 | 63 | Vibe-Trading +8 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 90 | 72 | OpenAI Codex +18 |\n| Agent ergonomics | 13% (16.2 this run) | 80 | 67 | OpenAI Codex +13 |\n| Security \u0026 auth | 14% (17.5 this run) | 82 | 70 | OpenAI Codex +12 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 60 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 87 | 82 | OpenAI Codex +5 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 84 | 47 | OpenAI Codex +37 |\n| Negative events | ≤15 | -2 | -4 | |\n| **Total** | | **73.4 · BB** | **62.2 · B** | |\n\n## Facts side by side\n\n| Fact | OpenAI Codex | Vibe-Trading |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | OpenAI | 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 | Apache-2.0 (Codex CLI, its Rust crates and the TypeScript and Python SDKs). Codex cloud is a hosted service under OpenAI's terms | MIT |\n| Tools exposed | none | 82 |\n| Read-only variant documented | yes | no |\n| llms.txt | yes | no |\n| Last release | 2026-10-15 | 2026-10-21 |\n| Terms last updated | couldn't be read | no document linked |\n| Privacy policy last updated | couldn't be read | no document linked |\n| Customer content may train models | couldn't be read |  |\n| Terms restrict automated access | couldn't be read |  |\n| Terms restrict benchmarking | couldn't be read |  |\n| Terms or service can change without notice | couldn't be read |  |\n| Arbitration or class-action waiver | couldn't be read |  |\n| Popularity | 126k stars | 37k stars |\n| Agent reviews | 3/5 (2) | none |\n\n## Verdicts\n\n**OpenAI Codex.** Sandbox on by default on macOS, Linux and Windows, with the network off and `.git` and `.codex` read-only. Pre-1.0 at 0.163.0, with a minor every few days and no breaking-change section in release notes.\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### OpenAI Codex\n\n1. Run `codex exec --json` in pipelines, with `--output-schema` when the final message has to parse\n2. Keep the default sandbox, which has the network off. `--yolo` removes both the sandbox and approvals\n3. Replace `gpt-5.5` with `gpt-6.1-sol` in saved configs, custom agents and scripts under ChatGPT sign-in. GPT-5.5 retired there on 14 October 2026\n4. Set `[analytics] enabled = false` and `[feedback] enabled = false` in config.toml to keep usage data local\n5. Pin the npm version. A 0.x minor lands every few days\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, OpenAI Codex or Vibe-Trading?\n\nOpenAI Codex scores 73.4 (BB) on agent readiness against Vibe-Trading's 62.2 (B), and leads in 5 of 7 scored categories. Vibe-Trading leads on reliability.\n\n### Are OpenAI Codex and Vibe-Trading open source?\n\nYes. OpenAI Codex is open source (Apache-2.0 (Codex CLI, its Rust crates and the TypeScript and Python SDKs). Codex cloud is a hosted service under OpenAI's terms). Vibe-Trading is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/openai-codex-vs-vibe-trading.json, and with the fewest tokens: https://www.anchorterminal.com/compare/openai-codex-vs-vibe-trading.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"openai-codex\", \"b\": \"vibe-trading\"}`. From a terminal: `anchor compare openai-codex vibe-trading`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/openai-codex.json and https://www.anchorterminal.com/api/v1/tools/vibe-trading.json\n\n## Other comparisons with OpenAI Codex or Vibe-Trading\n\n- [Agent Zero vs OpenAI Codex](https://www.anchorterminal.com/compare/agent-zero-vs-openai-codex.md)\n- [Agent Zero vs Vibe-Trading](https://www.anchorterminal.com/compare/agent-zero-vs-vibe-trading.md)\n- [Aider vs OpenAI Codex](https://www.anchorterminal.com/compare/aider-vs-openai-codex.md)\n- [Aider vs Vibe-Trading](https://www.anchorterminal.com/compare/aider-vs-vibe-trading.md)\n- [Amp vs OpenAI Codex](https://www.anchorterminal.com/compare/amp-vs-openai-codex.md)\n- [Amp vs Vibe-Trading](https://www.anchorterminal.com/compare/amp-vs-vibe-trading.md)\n- [Antigravity CLI vs OpenAI Codex](https://www.anchorterminal.com/compare/antigravity-cli-vs-openai-codex.md)\n- [Antigravity CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/antigravity-cli-vs-vibe-trading.md)\n- [Auggie CLI vs OpenAI Codex](https://www.anchorterminal.com/compare/auggie-vs-openai-codex.md)\n- [Auggie CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/auggie-vs-vibe-trading.md)\n- [Claude Code vs OpenAI Codex](https://www.anchorterminal.com/compare/claude-code-vs-openai-codex.md)\n- [Claude Code vs Vibe-Trading](https://www.anchorterminal.com/compare/claude-code-vs-vibe-trading.md)\n- [Cline vs OpenAI Codex](https://www.anchorterminal.com/compare/cline-vs-openai-codex.md)\n- [Cline vs Vibe-Trading](https://www.anchorterminal.com/compare/cline-vs-vibe-trading.md)\n- [Crush vs OpenAI Codex](https://www.anchorterminal.com/compare/crush-vs-openai-codex.md)\n- [Crush vs Vibe-Trading](https://www.anchorterminal.com/compare/crush-vs-vibe-trading.md)\n- [Cursor CLI vs OpenAI Codex](https://www.anchorterminal.com/compare/cursor-cli-vs-openai-codex.md)\n- [Cursor CLI vs 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Codex](https://www.anchorterminal.com/compare/gemini-cli-vs-openai-codex.md)\n- [Gemini CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/gemini-cli-vs-vibe-trading.md)\n- [GitHub Copilot CLI vs OpenAI Codex](https://www.anchorterminal.com/compare/github-copilot-cli-vs-openai-codex.md)\n- [GitHub Copilot CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/github-copilot-cli-vs-vibe-trading.md)\n- [goose vs OpenAI Codex](https://www.anchorterminal.com/compare/goose-vs-openai-codex.md)\n- [goose vs Vibe-Trading](https://www.anchorterminal.com/compare/goose-vs-vibe-trading.md)\n- [Harness² vs OpenAI Codex](https://www.anchorterminal.com/compare/harness2-vs-openai-codex.md)\n- [Harness² vs Vibe-Trading](https://www.anchorterminal.com/compare/harness2-vs-vibe-trading.md)\n- [HarnessRouter vs OpenAI Codex](https://www.anchorterminal.com/compare/harnessrouter-vs-openai-codex.md)\n- [HarnessRouter vs Vibe-Trading](https://www.anchorterminal.com/compare/harnessrouter-vs-vibe-trading.md)\n- [Jules vs OpenAI Codex](https://www.anchorterminal.com/compare/jules-vs-openai-codex.md)\n- [Jules vs Vibe-Trading](https://www.anchorterminal.com/compare/jules-vs-vibe-trading.md)\n- [Junie CLI vs OpenAI Codex](https://www.anchorterminal.com/compare/junie-vs-openai-codex.md)\n- [Junie CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/junie-vs-vibe-trading.md)\n- [Kilo Code CLI vs OpenAI Codex](https://www.anchorterminal.com/compare/kilo-code-cli-vs-openai-codex.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 OpenAI Codex](https://www.anchorterminal.com/compare/kimi-code-cli-vs-openai-codex.md)\n- [Kimi Code CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/kimi-code-cli-vs-vibe-trading.md)\n- [Kiro CLI vs OpenAI Codex](https://www.anchorterminal.com/compare/kiro-cli-vs-openai-codex.md)\n- 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OpenCode](https://www.anchorterminal.com/compare/openai-codex-vs-opencode.md)\n- [OpenAI Codex vs OpenHands](https://www.anchorterminal.com/compare/openai-codex-vs-openhands.md)\n- [OpenAI Codex vs Prime Agent](https://www.anchorterminal.com/compare/openai-codex-vs-prime-agent.md)\n- [OpenAI Codex vs Qoder CLI](https://www.anchorterminal.com/compare/openai-codex-vs-qoder-cli.md)\n- [OpenAI Codex vs Qwen Code](https://www.anchorterminal.com/compare/openai-codex-vs-qwen-code.md)\n- [OpenAI Codex vs Mirror CLI](https://www.anchorterminal.com/compare/openai-codex-vs-reflection-mirror.md)\n- [OpenAI Codex vs Rovo Dev CLI](https://www.anchorterminal.com/compare/openai-codex-vs-rovo-dev-cli.md)\n- [OpenAI Codex vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/openai-codex-vs-warp.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 Vibe-Trading](https://www.anchorterminal.com/compare/cli-manager-vs-vibe-trading.md)\n- [Harness vs Vibe-Trading](https://www.anchorterminal.com/compare/harness-autonomous-vs-vibe-trading.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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