{
  "data": {
    "a": {
      "slug": "traycer",
      "name": "Traycer",
      "vendor": "Traycer AI",
      "vendorUrl": "https://traycer.ai",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "Traycer is an open-source orchestration app that runs coding agents you already pay for, or its own inference, in parallel with shared context across models, agent-to-agent messaging, shareable boards and cross-device sync.",
      "url": "https://www.anchorterminal.com/tools/traycer",
      "markdownUrl": "https://www.anchorterminal.com/tools/traycer.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/traycer.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/traycer.json",
      "dns": "traycer.grade.anchorterminal.com",
      "repo": "https://github.com/traycerai/traycer",
      "license": "MIT",
      "transports": [],
      "packages": [],
      "auth": "none",
      "pricing": "free",
      "pricingNotes": "Free and open source. You pay for the coding agents it runs, through your own subscriptions or API keys (checked 2026-11-07).",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No payment protocol in the repository or README (checked 2026-11-07).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-11-07"
      },
      "docsUrl": "https://docs.traycer.ai",
      "capabilities": [
        "agent.harness",
        "agent.multi-agent"
      ],
      "tags": [
        "open-source",
        "mit",
        "desktop-app",
        "cli",
        "telemetry",
        "new"
      ],
      "lastRelease": "2026-11-06",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 57,
        "grade": "C",
        "agentReady": false,
        "rank": 816,
        "ranked": true,
        "rankOf": 1510,
        "categoryRank": 29,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 65,
          "maintenance": 75,
          "payments": 30,
          "reliability": 65,
          "schema": 65,
          "security": 42,
          "transparency": 60
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "low",
          "date": "2026-11-07"
        },
        "negative": 0,
        "verdict": "An open-source app for running several coding agents together with shared context, agent-to-agent messaging and team boards, on every desktop OS. Privacy Mode is opt-in for individuals, and the README says Sentry and PostHog may be on in release builds.",
        "bestFor": "Teams who want several coding agents working together with shared context and boards.",
        "strengths": [
          "Runs agents you already pay for, or Traycer's own inference",
          "Shares context across models and lets agents message each other",
          "macOS, Linux and Windows builds, with package-manager installs",
          "MIT, with CodeQL, Scorecard and secret scanning"
        ],
        "weaknesses": [
          "Privacy Mode is opt-in for individuals; with it off, prompts may be logged",
          "Sentry and PostHog may be enabled in release builds, with no opt-out in the README",
          "Inference subscription price not found on the pages read"
        ],
        "agentNotes": [
          "Turn on Privacy Mode if you're an individual user and don't want prompts logged",
          "CLI agents you configure send requests straight to their provider; Traycer's own inference goes through Traycer"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "low",
            "grade": "C",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 57
          }
        ],
        "editorialScores": {
          "ergonomics": 65,
          "maintenance": 75,
          "payments": 30,
          "reliability": 65,
          "schema": 65,
          "security": 42,
          "transparency": 66
        },
        "provenanceScore": 53,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-07",
            "maintenance": "2026-11-07",
            "payments": "2026-11-07",
            "reliability": "2026-11-07",
            "schema": "2026-11-07",
            "security": "2026-11-07",
            "transparency": "2026-11-07"
          },
          "last": "2026-11-07",
          "oldest": "2026-11-07",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "Download for macOS, Linux or Windows from the releases page"
      },
      "letme": {
        "capability": "https://letme.dev/agent.harness",
        "tool": "https://letme.dev/traycer"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "Traycer AI",
        "domain": "traycer.ai",
        "domainRegistered": "",
        "domainNote": "Not looked up: RDAP isn't requested under the 1 November 2026 rules.",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "https://github.com/traycerai/traycer/blob/main/CHANGELOG.md",
        "securityTxt": "none",
        "checked": "2026-11-07",
        "notes": [
          "The licence names Traycer AI. The repository is github.com/traycerai/traycer."
        ],
        "score": 53
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/traycer.json",
      "live": {
        "slug": "traycer",
        "securityTxt": {
          "url": "https://traycer.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-11-07T15:59:47.880384121Z"
        },
        "pages": [
          {
            "url": "https://raw.githubusercontent.com/traycerai/traycer/main/CHANGELOG.md",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-11-07T14:23:51.024738302Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "d3f389f721e9"
          }
        ],
        "updatedAt": "2026-11-07T15:59:47.880384121Z"
      }
    },
    "answer": "Vibe-Trading and Traycer score within a point of each other on agent readiness, 57.8 (C) and 57 (C). Traycer leads on transparency \u0026 trust.",
    "b": {
      "slug": "vibe-trading",
      "name": "Vibe-Trading",
      "vendor": "HKUDS",
      "vendorUrl": "https://vibetrading.wiki",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "Vibe-Trading is an open-source, self-hosted finance research agent from HKUDS. It turns plain-English questions into market data pulls, strategy code and backtests, through a CLI, a web UI, chat apps or its MCP server.",
      "url": "https://www.anchorterminal.com/tools/vibe-trading",
      "markdownUrl": "https://www.anchorterminal.com/tools/vibe-trading.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/vibe-trading.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/vibe-trading.json",
      "dns": "vibe-trading.grade.anchorterminal.com",
      "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": 57.8,
        "grade": "C",
        "agentReady": false,
        "rank": 781,
        "ranked": true,
        "rankOf": 1510,
        "categoryRank": 23,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 67,
          "maintenance": 82,
          "payments": 60,
          "reliability": 63,
          "schema": 72,
          "security": 70,
          "transparency": 53
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-11-02"
        },
        "negative": -9,
        "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 while under two months old (1 from 3 December). 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, -2 while under two months old (1 from 3 December). 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, -2 while under two months old (1 from 3 December). https://github.com/HKUDS/Vibe-Trading/security/advisories/GHSA-5rmq-chc7-m22f",
          "2026-09-29. Released fixes of the listing's own described flaws with no advisory. v0.1.16 carries \"fix(security): verify email TLS certs and guard settings-write routes\" (2242c412). The Email channel in 0.1.15 and earlier sent the mailbox password over implicit SSL without checking the certificate. The same commit closed a cross-site route that could steer the stored password to another host through POST /channels/email/test, a route added after 0.1.15 and never in a release without the fix. The commit cites no GHSA id, OSV holds no record, and the changelog entry isn't an advisory. One term (https://github.com/HKUDS/Vibe-Trading/commit/2242c412cab96cde2490c443199d003d64b13b41). -3"
        ],
        "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. Three advisories, two critical, covered versions before 0.1.7, a 0.1.16 credential fix got no advisory, 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, and 0.1.16's email TLS and cross-site fixes got no advisory",
          "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 0.1.16 or later. Earlier versions carry three published advisories, including unauthenticated API access with an RCE chain, and send the email password without checking TLS certificates",
          "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": "C",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 57.8
          }
        ],
        "editorialScores": {
          "ergonomics": 67,
          "maintenance": 82,
          "payments": 60,
          "reliability": 63,
          "schema": 72,
          "security": 70,
          "transparency": 67
        },
        "provenanceScore": 39,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-02",
            "maintenance": "2026-11-02",
            "payments": "2026-11-02",
            "reliability": "2026-11-02",
            "schema": "2026-11-02",
            "security": "2026-11-02",
            "transparency": "2026-11-02"
          },
          "last": "2026-11-02",
          "lastMoved": "2026-11-02",
          "oldest": "2026-11-02",
          "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": 39
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/vibe-trading.json",
      "live": {
        "slug": "vibe-trading",
        "versions": [
          {
            "registry": "github",
            "name": "HKUDS/Vibe-Trading",
            "version": "v0.1.19",
            "released": "2026-11-05",
            "seenAt": "2026-11-07T00:15:44.102050532Z"
          },
          {
            "registry": "pypi",
            "name": "vibe-trading-ai",
            "version": "0.1.19",
            "released": "2026-11-05",
            "seenAt": "2026-11-07T00:15:43.819733725Z"
          }
        ],
        "githubStars": 37792,
        "pypiWeekly": 2517,
        "securityTxt": {
          "url": "https://vibetrading.wiki/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-11-07T15:59:54.85620888Z"
        },
        "domain": {
          "domain": "vibetrading.wiki",
          "registered": "2026-05-14",
          "source": "https://rdap.nic.wiki/domain/vibetrading.wiki",
          "checkedAt": "2026-11-01T14:23:54.063864064Z"
        },
        "pages": [
          {
            "url": "https://raw.githubusercontent.com/HKUDS/Vibe-Trading/main/CHANGELOG.md",
            "kind": "deprecations",
            "status": 304,
            "checkedAt": "2026-11-07T14:18:29.2707234Z",
            "changedAt": "2026-11-05T13:02:55.916690108Z",
            "fingerprint": "558272c978a5"
          }
        ],
        "github": {
          "repo": "hkuds/vibe-trading",
          "checkedAt": "2026-11-02T08:25:25.970880064Z",
          "stars": 37416,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-11-01T19:12:28Z",
          "openIssues": 9,
          "openPRs": 15,
          "issuesOpened90d": 248,
          "issuesClosed90d": 249,
          "prsMerged90d": 740,
          "ci": {
            "branch": "main",
            "runs": 50,
            "success": 44,
            "failure": 4,
            "other": 2,
            "latest": "success",
            "latestAt": "2026-11-01T19:23:53Z"
          },
          "advisories": [
            {
              "ghsa": "GHSA-v2f8-6655-7grj",
              "severity": "critical",
              "published": "2026-07-29T12:13:09Z"
            },
            {
              "ghsa": "GHSA-5rmq-chc7-m22f",
              "severity": "high",
              "published": "2026-07-29T12:07:20Z"
            },
            {
              "ghsa": "GHSA-jqmf-mx4f-hfr6",
              "severity": "critical",
              "published": "2026-07-29T12:07:19Z"
            }
          ],
          "replies": {
            "sampled": 25,
            "unanswered": 3,
            "medianDays": 0.9
          }
        },
        "updatedAt": "2026-11-07T15:59:54.85620888Z"
      }
    },
    "edges": [
      {
        "by": 30,
        "category": "payments",
        "leads": "vibe-trading",
        "name": "Payments \u0026 pricing",
        "reasons": {
          "a": "Scored on the paid option, Traycer's own inference subscription, whose price wasn't read (0 of 20). No protocol (0). Bring-your-own-agent use is free (20). Accounts for sync and teams weren't checked, half (10). 0 + 0 + 20 + 10 = 30.",
          "b": "Read with the self-hosted rule. No payment protocol (0). Free under the MIT licence with nothing to buy from the project, so 20, 20 and 20 on the last three lines. It runs with a local model through Ollama and needs no sign-up with the project. QVeris paid data, reached through a disclosed referral link, is a third party's product and is not scored."
        },
        "scores": {
          "a": 30,
          "b": 60
        }
      },
      {
        "by": 28,
        "category": "security",
        "leads": "vibe-trading",
        "name": "Security \u0026 auth",
        "reasons": {
          "a": "Harness reading. Code is processed in memory and not used for training, but Privacy Mode is opt-in for individuals, prompts may be logged with it off, and Sentry and PostHog 'may be enabled in release builds' (10 of 30). No approval model described in the README (8 of 20). No prompt-injection guidance (5). No audit log found (5). SECURITY.md, CodeQL, Scorecard and secret scanning (14 of 20). 10 + 8 + 5 + 5 + 14 = 42.",
          "b": "Harness reading used for nanobot and goose. 30 for what leaves the machine by default, 20 for approvals and sandboxing, 15 for prompt-injection posture, 15 for audit and 20 for the security programme. No telemetry code was found in the source at v0.1.18, and the only call to PyPI is the owner-run `vibe-trading update`. The API answers only loopback clients without `API_AUTH_KEY`, Docker binds 127.0.0.1 and runs as user `vibe`, and the MCP HTTP transport binds 127.0.0.1 with a Host and Origin allow-list against DNS rebinding but no token. Broker keys go to the OS keyring; model keys sit in `agent/.env` in clear text. The docs carry no statement that nothing is collected (24). Live orders need a mandate that only the owner commits through the web UI or API, with hard caps and a kill switch, and an optional TAP mode waits for human approval of each Alpaca write. No order tool is exposed over MCP, and shell tools are off on the API and every MCP transport unless enabled. The local CLI runs `bash` and file writes without asking, and generated backtest code runs as a network-capable subprocess with a narrowed environment and no sandbox (13). Reader and search tools add warning-only `security_warnings` from regex rules, and external MCP tool hints are treated as untrusted in the source. The `claude-cli` provider's tool filters are described as convenience filters, not a boundary (9). A live-action ledger written append-only with a hash-chained copy, run cards with hashed execution records, tool traces and per-run token usage (13). SECURITY.md with private advisory reporting and a five-business-day acknowledgement. Three advisories were published on 2 October 2026 with CVE identifiers, five months after the 0.1.7 fix, while the email TLS and cross-site settings fixes in 0.1.16 got none. No security.txt and no bounty (11). 24+13+9+13+11 = 70."
        },
        "scores": {
          "a": 42,
          "b": 70
        }
      },
      {
        "by": 7,
        "category": "schema",
        "leads": "vibe-trading",
        "name": "Schema \u0026 documentation",
        "reasons": {
          "a": "Harness reading. Mintlify docs, a protocol package and a CLI (65).",
          "b": "Harness reading of the lines, as for nanobot. The MCP server's tools take typed JSON Schema inputs generated from Python signatures through FastMCP, with a string output schema, and the API server serves FastAPI's OpenAPI file locally (keyless on loopback, behind the key otherwise). No published OpenAPI file or tool manifest outside the running program (20 of 25). No llms.txt on vibetrading.wiki, where /llms.txt redirects to the home page, and the docs are drawn by script from `content.en.js`. The repository carries Markdown READMEs in seven languages and an agent skill file, `agent/SKILL.md` (5 of 10). Tool descriptions say what each does, its arguments and what to call first, such as `list_skills()` before `load_skill`. The server's own header says every tool is read-only apart from `refresh_strategy_evidence`, while `write_file` is also exposed (14 of 20). Inputs are typed, but many choices are free strings (`protocol`, `risk_tier`, `format`) and several take free dictionaries (8 of 15). Many worked examples in the README and a troubleshooting page that names failure states such as `no_progress` and the 403 from another device; tool errors come back as JSON with an `error_type` (12 of 15). Dated CHANGELOG.md, GitHub release tags and versioned docs, though the docs still name 0.1.16 as latest (13 of 15)."
        },
        "scores": {
          "a": 65,
          "b": 72
        }
      },
      {
        "by": 7,
        "category": "maintenance",
        "leads": "vibe-trading",
        "name": "Maintenance \u0026 community",
        "reasons": {
          "a": "Commits on 6 November 2026 and host 1.5.3 (30). More than three releases in 90 days (20). GitHub issues and pull requests weren't read (GitHub's pages refuse these sessions), so that line is scored absent (0). Current apps and CLI packages (15). CI with tests (10). 30 + 20 + 0 + 15 + 10 = 75.",
          "b": "v0.1.18 was tagged on 21 October 2026, 12 days before this check (30). Six releases in the 90 days from 4 August, 0.1.13 (tag 10 August) to 0.1.18, from the repository's tags; PyPI couldn't be read on 2 November (20). 771 commits on main in the 30 days to 2 November, 233 of them after v0.1.18, the last on 2 November; the 25 October repository page showed 7 open issues and 57 open pull requests, not re-read. Issue and pull request threads weren't read, a judgement call (18 of 25). An MCP server that isn't in the official MCP registry (searches for vibe-trading and hkuds on 2 November 2026 found nothing). It is published on PyPI, as a Docker setup and on ClawHub (5 of 15). Hash-locked requirements checked in CI on three operating systems, Dependabot set to monthly, and dependency floors raised for named CVEs, most recently on 29 October (9 of 10). 30+20+18+5+9 = 82."
        },
        "scores": {
          "a": 75,
          "b": 82
        }
      },
      {
        "by": 7,
        "category": "transparency",
        "leads": "traycer",
        "name": "Transparency \u0026 trust",
        "reasons": {
          "a": "MIT (30). README privacy section and a linked privacy policy (not read) (18 of 30). CHANGELOG.md, no deprecation policy (10). Analytics described as 'may be enabled', with no opt-out given in the README (8 of 20). 30 + 18 + 10 + 8 = 66.",
          "b": "MIT (30). There is no hosted service, so no privacy policy is needed. The README says where data lives (named Docker volumes or `~/.vibe-trading/`), that broker keys go to the OS keyring and that generated code doesn't receive model or broker secrets. Nothing was found stating what reaches the model provider or the search fallbacks (15 of 30). Dated changelog entries, a Known issues section, an upgrade note for 0.1.10 and dated retirements such as `mootdx` leaving the default chain in October 2026. No deprecation policy or notice period (9 of 20). No telemetry was found in the source, but the docs do not state that nothing is collected (13 of 20)."
        },
        "scores": {
          "a": 60,
          "b": 53
        }
      }
    ],
    "facts": [
      {
        "a": "Agent harness",
        "b": "Agent harness",
        "name": "Kind"
      },
      {
        "a": "Traycer AI",
        "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": "None",
        "b": "None",
        "name": "Auth"
      },
      {
        "a": "Free",
        "b": "Free",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "MIT",
        "b": "MIT",
        "name": "Licence"
      },
      {
        "a": "none",
        "b": "82",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "2026-11-06",
        "b": "2026-10-21",
        "name": "Last release"
      },
      {
        "a": "no document linked",
        "b": "no document linked",
        "name": "Terms last updated"
      },
      {
        "a": "no document linked",
        "b": "no document linked",
        "name": "Privacy policy last updated"
      },
      {
        "a": "none",
        "b": "37k stars",
        "name": "Popularity"
      }
    ],
    "faq": [
      {
        "answer": "Vibe-Trading and Traycer score within a point of each other on agent readiness, 57.8 (C) and 57 (C). Traycer leads on transparency \u0026 trust.",
        "question": "Which is better for AI agents, Traycer or Vibe-Trading?"
      },
      {
        "answer": "Yes. Traycer is open source (MIT). Vibe-Trading is open source (MIT).",
        "question": "Are Traycer and Vibe-Trading open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Transparency \u0026 trust, 60 against 53"
        ],
        "also": [
          "No incidents deducted, where Vibe-Trading loses 9 points for them"
        ],
        "goodFor": "Teams who want several coding agents working together with shared context and boards.",
        "slug": "traycer",
        "watchFor": "Privacy Mode is opt-in for individuals; with it off, prompts may be logged"
      },
      {
        "aheadOn": [
          "Schema \u0026 documentation, 72 against 65",
          "Security \u0026 auth, 70 against 42",
          "Payments \u0026 pricing, 60 against 30",
          "Maintenance \u0026 community, 82 against 75"
        ],
        "also": [
          "Runs on your own machine",
          "Free to start without a card"
        ],
        "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, and 0.1.16's email TLS and cross-site fixes got no advisory"
      }
    ],
    "history": {
      "traycer": null,
      "vibe-trading": [
        {
          "causes": [
            "correction"
          ],
          "date": "2026-11-02",
          "delta": -5,
          "from": 62.8,
          "fromGrade": "B",
          "to": 57.8,
          "toGrade": "C"
        },
        {
          "causes": [
            "evidence"
          ],
          "date": "2026-10-28",
          "delta": 0.4,
          "from": 62.4,
          "fromGrade": "B",
          "to": 62.8,
          "toGrade": "B"
        },
        {
          "causes": [
            "evidence"
          ],
          "date": "2026-10-27",
          "delta": 0.2,
          "from": 62.2,
          "fromGrade": "B",
          "to": 62.4,
          "toGrade": "B"
        }
      ]
    },
    "job": {
      "capability": "agent.harness",
      "name": "Agent harnesses"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-traycer.json",
        "title": "Agent Zero vs Traycer",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-traycer"
      },
      {
        "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-traycer.json",
        "title": "Aider vs Traycer",
        "url": "https://www.anchorterminal.com/compare/aider-vs-traycer"
      },
      {
        "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-traycer.json",
        "title": "Amp vs Traycer",
        "url": "https://www.anchorterminal.com/compare/amp-vs-traycer"
      },
      {
        "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-traycer.json",
        "title": "Antigravity CLI vs Traycer",
        "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-traycer"
      },
      {
        "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-traycer.json",
        "title": "Auggie CLI vs Traycer",
        "url": "https://www.anchorterminal.com/compare/auggie-vs-traycer"
      },
      {
        "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/axlr-vs-traycer.json",
        "title": "AXLR vs Traycer",
        "url": "https://www.anchorterminal.com/compare/axlr-vs-traycer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/axlr-vs-vibe-trading.json",
        "title": "AXLR vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/axlr-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/claude-code-vs-traycer.json",
        "title": "Claude Code vs Traycer",
        "url": "https://www.anchorterminal.com/compare/claude-code-vs-traycer"
      },
      {
        "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-traycer.json",
        "title": "Cline vs Traycer",
        "url": "https://www.anchorterminal.com/compare/cline-vs-traycer"
      },
      {
        "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/conductor-vs-traycer.json",
        "title": "Conductor vs Traycer",
        "url": "https://www.anchorterminal.com/compare/conductor-vs-traycer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/conductor-vs-vibe-trading.json",
        "title": "Conductor vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/conductor-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crush-vs-traycer.json",
        "title": "Crush vs Traycer",
        "url": "https://www.anchorterminal.com/compare/crush-vs-traycer"
      },
      {
        "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-traycer.json",
        "title": "Cursor CLI vs Traycer",
        "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-traycer"
      },
      {
        "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-traycer.json",
        "title": "DeepSeek Harness (dsh) vs Traycer",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-traycer"
      },
      {
        "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/deepseek-superagent-vs-traycer.json",
        "title": "dsh-superagent (DeepSeek) vs Traycer",
        "url": "https://www.anchorterminal.com/compare/deepseek-superagent-vs-traycer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-superagent-vs-vibe-trading.json",
        "title": "dsh-superagent (DeepSeek) vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/deepseek-superagent-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/devin-vs-traycer.json",
        "title": "Devin vs Traycer",
        "url": "https://www.anchorterminal.com/compare/devin-vs-traycer"
      },
      {
        "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-traycer.json",
        "title": "Droid CLI vs Traycer",
        "url": "https://www.anchorterminal.com/compare/droid-cli-vs-traycer"
      },
      {
        "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-traycer.json",
        "title": "Pi vs Traycer",
        "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-traycer"
      },
      {
        "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/emdash-vs-traycer.json",
        "title": "Emdash vs Traycer",
        "url": "https://www.anchorterminal.com/compare/emdash-vs-traycer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/emdash-vs-vibe-trading.json",
        "title": "Emdash vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/emdash-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-cli-vs-traycer.json",
        "title": "Gemini CLI vs Traycer",
        "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-traycer"
      },
      {
        "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-traycer.json",
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        "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-traycer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-vibe-trading.json",
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        "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/goose-vs-traycer.json",
        "title": "goose vs Traycer",
        "url": "https://www.anchorterminal.com/compare/goose-vs-traycer"
      },
      {
        "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-traycer.json",
        "title": "Harness² vs Traycer",
        "url": "https://www.anchorterminal.com/compare/harness2-vs-traycer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harness2-vs-vibe-trading.json",
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        "url": "https://www.anchorterminal.com/compare/harness2-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harnessrouter-vs-traycer.json",
        "title": "HarnessRouter vs Traycer",
        "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-traycer"
      },
      {
        "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-traycer.json",
        "title": "Jules vs Traycer",
        "url": "https://www.anchorterminal.com/compare/jules-vs-traycer"
      },
      {
        "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-traycer.json",
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        "url": "https://www.anchorterminal.com/compare/junie-vs-traycer"
      },
      {
        "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-traycer.json",
        "title": "Kilo Code CLI vs Traycer",
        "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-traycer"
      },
      {
        "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-traycer.json",
        "title": "Kimi Code CLI vs Traycer",
        "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-traycer"
      },
      {
        "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-traycer.json",
        "title": "Kiro CLI vs Traycer",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-traycer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-vibe-trading.json",
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        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-traycer.json",
        "title": "Letta vs Traycer",
        "url": "https://www.anchorterminal.com/compare/letta-vs-traycer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-vibe-trading.json",
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        "url": "https://www.anchorterminal.com/compare/letta-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-traycer.json",
        "title": "mini-swe-agent vs Traycer",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-traycer"
      },
      {
        "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-traycer.json",
        "title": "MiniMax Code vs Traycer",
        "url": "https://www.anchorterminal.com/compare/minimax-code-vs-traycer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/minimax-code-vs-vibe-trading.json",
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        "url": "https://www.anchorterminal.com/compare/minimax-code-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-traycer.json",
        "title": "Mistral Vibe CLI vs Traycer",
        "url": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-traycer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-vibe-trading.json",
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        "url": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/muse-code-vs-traycer.json",
        "title": "Muse Code vs Traycer",
        "url": "https://www.anchorterminal.com/compare/muse-code-vs-traycer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/muse-code-vs-vibe-trading.json",
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        "url": "https://www.anchorterminal.com/compare/muse-code-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-agents-api-vs-traycer.json",
        "title": "OpenAI Agents API vs Traycer",
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        "edge": "traycer",
        "key": "reliability",
        "name": "Reliability",
        "traycer": 65,
        "vibe-trading": 63,
        "weight": 16
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        "pending": true,
        "weight": 10
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        "edge": "vibe-trading",
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        "traycer": 65,
        "vibe-trading": 72,
        "weight": 13
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        "edge": "vibe-trading",
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        "vibe-trading": 67,
        "weight": 13
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        "edge": "vibe-trading",
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        "name": "Security \u0026 auth",
        "traycer": 42,
        "vibe-trading": 70,
        "weight": 14
      },
      {
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        "edge": "vibe-trading",
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "traycer": 30,
        "vibe-trading": 60,
        "weight": 10
      },
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        "name": "Task success",
        "pending": true,
        "weight": 10
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        "edge": "vibe-trading",
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "traycer": 75,
        "vibe-trading": 82,
        "weight": 7
      },
      {
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        "edge": "traycer",
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "traycer": 60,
        "vibe-trading": 53,
        "weight": 7
      }
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    "tasks": null,
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    "verdicts": {
      "traycer": "An open-source app for running several coding agents together with shared context, agent-to-agent messaging and team boards, on every desktop OS. Privacy Mode is opt-in for individuals, and the README says Sentry and PostHog may be on in release builds.",
      "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. Three advisories, two critical, covered versions before 0.1.7, a 0.1.16 credential fix got no advisory, and the local CLI runs shell commands without asking."
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  "markdown": "Vibe-Trading and Traycer score within a point of each other on agent readiness, 57.8 (C) and 57 (C). Traycer leads on transparency \u0026 trust. Both do agent harnesses.\n\n- Traycer: grade C, 57/100, rank #816 of 1510. Markdown https://www.anchorterminal.com/tools/traycer.md · JSON https://www.anchorterminal.com/api/v1/tools/traycer.json\n- Vibe-Trading: grade C, 57.8/100, rank #781 of 1510. 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 1500 harnesses comparisons: https://www.anchorterminal.com/compare/agent-harnesses/index.md\n\n## Which one, for what\n\n### Traycer (C)\n\nGood for: Teams who want several coding agents working together with shared context and boards.\n\nAhead on:\n- Transparency \u0026 trust, 60 against 53\n\nAlso in its favour:\n- No incidents deducted, where Vibe-Trading loses 9 points for them\n\nWatch for: Privacy Mode is opt-in for individuals; with it off, prompts may be logged\n\n### Vibe-Trading (C)\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- Schema \u0026 documentation, 72 against 65\n- Security \u0026 auth, 70 against 42\n- Payments \u0026 pricing, 60 against 30\n- Maintenance \u0026 community, 82 against 75\n\nAlso in its favour:\n- Runs on your own machine\n- Free to start without a card\n\nWatch for: Three advisories published 2 October 2026 cover 0.1.0 to 0.1.6, two critical, and 0.1.16's email TLS and cross-site fixes got no advisory\n\n\n## Why the edge\n\n### Payments \u0026 pricing: Vibe-Trading +30\n\n- Traycer (30): Scored on the paid option, Traycer's own inference subscription, whose price wasn't read (0 of 20). No protocol (0). Bring-your-own-agent use is free (20). Accounts for sync and teams weren't checked, half (10). 0 + 0 + 20 + 10 = 30.\n- Vibe-Trading (60): Read with the self-hosted rule. No payment protocol (0). Free under the MIT licence with nothing to buy from the project, so 20, 20 and 20 on the last three lines. It runs with a local model through Ollama and needs no sign-up with the project. QVeris paid data, reached through a disclosed referral link, is a third party's product and is not scored.\n\n### Security \u0026 auth: Vibe-Trading +28\n\n- Traycer (42): Harness reading. Code is processed in memory and not used for training, but Privacy Mode is opt-in for individuals, prompts may be logged with it off, and Sentry and PostHog 'may be enabled in release builds' (10 of 30). No approval model described in the README (8 of 20). No prompt-injection guidance (5). No audit log found (5). SECURITY.md, CodeQL, Scorecard and secret scanning (14 of 20). 10 + 8 + 5 + 5 + 14 = 42.\n- Vibe-Trading (70): Harness reading used for nanobot and goose. 30 for what leaves the machine by default, 20 for approvals and sandboxing, 15 for prompt-injection posture, 15 for audit and 20 for the security programme. No telemetry code was found in the source at v0.1.18, and the only call to PyPI is the owner-run `vibe-trading update`. The API answers only loopback clients without `API_AUTH_KEY`, Docker binds 127.0.0.1 and runs as user `vibe`, and the MCP HTTP transport binds 127.0.0.1 with a Host and Origin allow-list against DNS rebinding but no token. Broker keys go to the OS keyring; model keys sit in `agent/.env` in clear text. The docs carry no statement that nothing is collected (24). Live orders need a mandate that only the owner commits through the web UI or API, with hard caps and a kill switch, and an optional TAP mode waits for human approval of each Alpaca write. No order tool is exposed over MCP, and shell tools are off on the API and every MCP transport unless enabled. The local CLI runs `bash` and file writes without asking, and generated backtest code runs as a network-capable subprocess with a narrowed environment and no sandbox (13). Reader and search tools add warning-only `security_warnings` from regex rules, and external MCP tool hints are treated as untrusted in the source. The `claude-cli` provider's tool filters are described as convenience filters, not a boundary (9). A live-action ledger written append-only with a hash-chained copy, run cards with hashed execution records, tool traces and per-run token usage (13). SECURITY.md with private advisory reporting and a five-business-day acknowledgement. Three advisories were published on 2 October 2026 with CVE identifiers, five months after the 0.1.7 fix, while the email TLS and cross-site settings fixes in 0.1.16 got none. No security.txt and no bounty (11). 24+13+9+13+11 = 70.\n\n### Schema \u0026 documentation: Vibe-Trading +7\n\n- Traycer (65): Harness reading. Mintlify docs, a protocol package and a CLI (65).\n- Vibe-Trading (72): Harness reading of the lines, as for nanobot. The MCP server's tools take typed JSON Schema inputs generated from Python signatures through FastMCP, with a string output schema, and the API server serves FastAPI's OpenAPI file locally (keyless on loopback, behind the key otherwise). No published OpenAPI file or tool manifest outside the running program (20 of 25). No llms.txt on vibetrading.wiki, where /llms.txt redirects to the home page, and the docs are drawn by script from `content.en.js`. The repository carries Markdown READMEs in seven languages and an agent skill file, `agent/SKILL.md` (5 of 10). Tool descriptions say what each does, its arguments and what to call first, such as `list_skills()` before `load_skill`. The server's own header says every tool is read-only apart from `refresh_strategy_evidence`, while `write_file` is also exposed (14 of 20). Inputs are typed, but many choices are free strings (`protocol`, `risk_tier`, `format`) and several take free dictionaries (8 of 15). Many worked examples in the README and a troubleshooting page that names failure states such as `no_progress` and the 403 from another device; tool errors come back as JSON with an `error_type` (12 of 15). Dated CHANGELOG.md, GitHub release tags and versioned docs, though the docs still name 0.1.16 as latest (13 of 15).\n\n### Maintenance \u0026 community: Vibe-Trading +7\n\n- Traycer (75): Commits on 6 November 2026 and host 1.5.3 (30). More than three releases in 90 days (20). GitHub issues and pull requests weren't read (GitHub's pages refuse these sessions), so that line is scored absent (0). Current apps and CLI packages (15). CI with tests (10). 30 + 20 + 0 + 15 + 10 = 75.\n- Vibe-Trading (82): v0.1.18 was tagged on 21 October 2026, 12 days before this check (30). Six releases in the 90 days from 4 August, 0.1.13 (tag 10 August) to 0.1.18, from the repository's tags; PyPI couldn't be read on 2 November (20). 771 commits on main in the 30 days to 2 November, 233 of them after v0.1.18, the last on 2 November; the 25 October repository page showed 7 open issues and 57 open pull requests, not re-read. Issue and pull request threads weren't read, a judgement call (18 of 25). An MCP server that isn't in the official MCP registry (searches for vibe-trading and hkuds on 2 November 2026 found nothing). It is published on PyPI, as a Docker setup and on ClawHub (5 of 15). Hash-locked requirements checked in CI on three operating systems, Dependabot set to monthly, and dependency floors raised for named CVEs, most recently on 29 October (9 of 10). 30+20+18+5+9 = 82.\n\n### Transparency \u0026 trust: Traycer +7\n\n- Traycer (60): MIT (30). README privacy section and a linked privacy policy (not read) (18 of 30). CHANGELOG.md, no deprecation policy (10). Analytics described as 'may be enabled', with no opt-out given in the README (8 of 20). 30 + 18 + 10 + 8 = 66.\n- Vibe-Trading (53): MIT (30). There is no hosted service, so no privacy policy is needed. The README says where data lives (named Docker volumes or `~/.vibe-trading/`), that broker keys go to the OS keyring and that generated code doesn't receive model or broker secrets. Nothing was found stating what reaches the model provider or the search fallbacks (15 of 30). Dated changelog entries, a Known issues section, an upgrade note for 0.1.10 and dated retirements such as `mootdx` leaving the default chain in October 2026. No deprecation policy or notice period (9 of 20). No telemetry was found in the source, but the docs do not state that nothing is collected (13 of 20).\n\n## Score by category\n\n| Category | Weight | Traycer | Vibe-Trading | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 65 | 63 | Traycer +2 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 65 | 72 | Vibe-Trading +7 |\n| Agent ergonomics | 13% (16.2 this run) | 65 | 67 | Vibe-Trading +2 |\n| Security \u0026 auth | 14% (17.5 this run) | 42 | 70 | Vibe-Trading +28 |\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) | 75 | 82 | Vibe-Trading +7 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 60 | 53 | Traycer +7 |\n| Negative events | ≤15 | 0 | -9 | |\n| **Total** | | **57 · C** | **57.8 · C** | |\n\n## Facts side by side\n\n| Fact | Traycer | Vibe-Trading |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | Traycer AI | HKUDS |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports |  | stdio, Streamable HTTP, SSE (legacy) |\n| Auth | None | None |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | MIT | MIT |\n| Tools exposed | none | 82 |\n| Read-only variant documented | no | no |\n| llms.txt | no | no |\n| Last release | 2026-11-06 | 2026-10-21 |\n| Terms last updated | no document linked | no document linked |\n| Privacy policy last updated | no document linked | no document linked |\n| Popularity | none | 37k stars |\n\n## How the scores have moved\n\n### Traycer\n\nNo score change since it was listed.\n\n### Vibe-Trading\n\n- -5.0 on 2 November 2026 (B to C): correction\n- +0.4 on 28 October 2026: new evidence\n- +0.2 on 27 October 2026: new evidence\n\n## Verdicts\n\n**Traycer.** An open-source app for running several coding agents together with shared context, agent-to-agent messaging and team boards, on every desktop OS. Privacy Mode is opt-in for individuals, and the README says Sentry and PostHog may be on in release builds.\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. Three advisories, two critical, covered versions before 0.1.7, a 0.1.16 credential fix got no advisory, and the local CLI runs shell commands without asking.\n\n## Before you call either\n\n### Traycer\n\n1. Turn on Privacy Mode if you're an individual user and don't want prompts logged\n2. CLI agents you configure send requests straight to their provider; Traycer's own inference goes through Traycer\n\n### Vibe-Trading\n\n1. Run 0.1.16 or later. Earlier versions carry three published advisories, including unauthenticated API access with an RCE chain, and send the email password without checking TLS certificates\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, Traycer or Vibe-Trading?\n\nVibe-Trading and Traycer score within a point of each other on agent readiness, 57.8 (C) and 57 (C). Traycer leads on transparency \u0026 trust.\n\n### Are Traycer and Vibe-Trading open source?\n\nYes. Traycer is open source (MIT). Vibe-Trading is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/traycer-vs-vibe-trading.json, and with the fewest tokens: https://www.anchorterminal.com/compare/traycer-vs-vibe-trading.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"traycer\", \"b\": \"vibe-trading\"}`. From a terminal: `anchor compare traycer vibe-trading`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/traycer.json and https://www.anchorterminal.com/api/v1/tools/vibe-trading.json\n\n## Other comparisons with Traycer or Vibe-Trading\n\n- [Agent Zero vs Traycer](https://www.anchorterminal.com/compare/agent-zero-vs-traycer.md)\n- [Agent Zero vs Vibe-Trading](https://www.anchorterminal.com/compare/agent-zero-vs-vibe-trading.md)\n- [Aider vs Traycer](https://www.anchorterminal.com/compare/aider-vs-traycer.md)\n- [Aider vs Vibe-Trading](https://www.anchorterminal.com/compare/aider-vs-vibe-trading.md)\n- [Amp vs Traycer](https://www.anchorterminal.com/compare/amp-vs-traycer.md)\n- [Amp vs Vibe-Trading](https://www.anchorterminal.com/compare/amp-vs-vibe-trading.md)\n- [Antigravity CLI vs Traycer](https://www.anchorterminal.com/compare/antigravity-cli-vs-traycer.md)\n- [Antigravity CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/antigravity-cli-vs-vibe-trading.md)\n- [Auggie CLI vs Traycer](https://www.anchorterminal.com/compare/auggie-vs-traycer.md)\n- [Auggie CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/auggie-vs-vibe-trading.md)\n- [AXLR vs Traycer](https://www.anchorterminal.com/compare/axlr-vs-traycer.md)\n- [AXLR vs Vibe-Trading](https://www.anchorterminal.com/compare/axlr-vs-vibe-trading.md)\n- [Claude Code vs Traycer](https://www.anchorterminal.com/compare/claude-code-vs-traycer.md)\n- [Claude Code vs Vibe-Trading](https://www.anchorterminal.com/compare/claude-code-vs-vibe-trading.md)\n- [Cline vs Traycer](https://www.anchorterminal.com/compare/cline-vs-traycer.md)\n- [Cline vs Vibe-Trading](https://www.anchorterminal.com/compare/cline-vs-vibe-trading.md)\n- [Conductor vs Traycer](https://www.anchorterminal.com/compare/conductor-vs-traycer.md)\n- [Conductor vs Vibe-Trading](https://www.anchorterminal.com/compare/conductor-vs-vibe-trading.md)\n- [Crush vs Traycer](https://www.anchorterminal.com/compare/crush-vs-traycer.md)\n- [Crush vs Vibe-Trading](https://www.anchorterminal.com/compare/crush-vs-vibe-trading.md)\n- [Cursor CLI vs Traycer](https://www.anchorterminal.com/compare/cursor-cli-vs-traycer.md)\n- [Cursor CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/cursor-cli-vs-vibe-trading.md)\n- [DeepSeek Harness (dsh) vs Traycer](https://www.anchorterminal.com/compare/deepseek-harness-vs-traycer.md)\n- [DeepSeek Harness (dsh) vs Vibe-Trading](https://www.anchorterminal.com/compare/deepseek-harness-vs-vibe-trading.md)\n- [dsh-superagent (DeepSeek) vs Traycer](https://www.anchorterminal.com/compare/deepseek-superagent-vs-traycer.md)\n- [dsh-superagent (DeepSeek) vs Vibe-Trading](https://www.anchorterminal.com/compare/deepseek-superagent-vs-vibe-trading.md)\n- [Devin vs Traycer](https://www.anchorterminal.com/compare/devin-vs-traycer.md)\n- [Devin vs Vibe-Trading](https://www.anchorterminal.com/compare/devin-vs-vibe-trading.md)\n- [Droid CLI vs Traycer](https://www.anchorterminal.com/compare/droid-cli-vs-traycer.md)\n- [Droid CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/droid-cli-vs-vibe-trading.md)\n- [Pi vs Traycer](https://www.anchorterminal.com/compare/earendil-pi-vs-traycer.md)\n- [Pi vs Vibe-Trading](https://www.anchorterminal.com/compare/earendil-pi-vs-vibe-trading.md)\n- [Emdash vs Traycer](https://www.anchorterminal.com/compare/emdash-vs-traycer.md)\n- [Emdash vs Vibe-Trading](https://www.anchorterminal.com/compare/emdash-vs-vibe-trading.md)\n- [Gemini CLI vs Traycer](https://www.anchorterminal.com/compare/gemini-cli-vs-traycer.md)\n- [Gemini CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/gemini-cli-vs-vibe-trading.md)\n- [GitHub Copilot CLI vs Traycer](https://www.anchorterminal.com/compare/github-copilot-cli-vs-traycer.md)\n- [GitHub Copilot CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/github-copilot-cli-vs-vibe-trading.md)\n- [goose vs Traycer](https://www.anchorterminal.com/compare/goose-vs-traycer.md)\n- [goose vs Vibe-Trading](https://www.anchorterminal.com/compare/goose-vs-vibe-trading.md)\n- [Harness² vs Traycer](https://www.anchorterminal.com/compare/harness2-vs-traycer.md)\n- [Harness² vs Vibe-Trading](https://www.anchorterminal.com/compare/harness2-vs-vibe-trading.md)\n- [HarnessRouter vs Traycer](https://www.anchorterminal.com/compare/harnessrouter-vs-traycer.md)\n- [HarnessRouter vs Vibe-Trading](https://www.anchorterminal.com/compare/harnessrouter-vs-vibe-trading.md)\n- [Jules vs Traycer](https://www.anchorterminal.com/compare/jules-vs-traycer.md)\n- [Jules vs Vibe-Trading](https://www.anchorterminal.com/compare/jules-vs-vibe-trading.md)\n- [Junie CLI vs Traycer](https://www.anchorterminal.com/compare/junie-vs-traycer.md)\n- [Junie CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/junie-vs-vibe-trading.md)\n- [Kilo Code CLI vs Traycer](https://www.anchorterminal.com/compare/kilo-code-cli-vs-traycer.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 Traycer](https://www.anchorterminal.com/compare/kimi-code-cli-vs-traycer.md)\n- [Kimi Code CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/kimi-code-cli-vs-vibe-trading.md)\n- [Kiro CLI vs Traycer](https://www.anchorterminal.com/compare/kiro-cli-vs-traycer.md)\n- [Kiro CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/kiro-cli-vs-vibe-trading.md)\n- [Letta vs Traycer](https://www.anchorterminal.com/compare/letta-vs-traycer.md)\n- [Letta vs Vibe-Trading](https://www.anchorterminal.com/compare/letta-vs-vibe-trading.md)\n- [mini-swe-agent vs Traycer](https://www.anchorterminal.com/compare/mini-swe-agent-vs-traycer.md)\n- [mini-swe-agent vs Vibe-Trading](https://www.anchorterminal.com/compare/mini-swe-agent-vs-vibe-trading.md)\n- [MiniMax Code vs Traycer](https://www.anchorterminal.com/compare/minimax-code-vs-traycer.md)\n- [MiniMax Code vs Vibe-Trading](https://www.anchorterminal.com/compare/minimax-code-vs-vibe-trading.md)\n- [Mistral Vibe CLI vs Traycer](https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-traycer.md)\n- [Mistral Vibe CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-vibe-trading.md)\n- [Muse Code vs Traycer](https://www.anchorterminal.com/compare/muse-code-vs-traycer.md)\n- [Muse Code vs Vibe-Trading](https://www.anchorterminal.com/compare/muse-code-vs-vibe-trading.md)\n- [OpenAI Agents API vs Traycer](https://www.anchorterminal.com/compare/openai-agents-api-vs-traycer.md)\n- [OpenAI Agents API vs Vibe-Trading](https://www.anchorterminal.com/compare/openai-agents-api-vs-vibe-trading.md)\n- [OpenAI Codex vs Traycer](https://www.anchorterminal.com/compare/openai-codex-vs-traycer.md)\n- [OpenAI Codex vs Vibe-Trading](https://www.anchorterminal.com/compare/openai-codex-vs-vibe-trading.md)\n- [OpenCode vs Traycer](https://www.anchorterminal.com/compare/opencode-vs-traycer.md)\n- [OpenCode vs Vibe-Trading](https://www.anchorterminal.com/compare/opencode-vs-vibe-trading.md)\n- [OpenHands vs Traycer](https://www.anchorterminal.com/compare/openhands-vs-traycer.md)\n- [OpenHands vs Vibe-Trading](https://www.anchorterminal.com/compare/openhands-vs-vibe-trading.md)\n- [Orca vs Traycer](https://www.anchorterminal.com/compare/orca-vs-traycer.md)\n- [Orca vs Vibe-Trading](https://www.anchorterminal.com/compare/orca-vs-vibe-trading.md)\n- [Paseo vs Traycer](https://www.anchorterminal.com/compare/paseo-vs-traycer.md)\n- [Paseo vs Vibe-Trading](https://www.anchorterminal.com/compare/paseo-vs-vibe-trading.md)\n- [Prime Agent vs Traycer](https://www.anchorterminal.com/compare/prime-agent-vs-traycer.md)\n- [Prime Agent vs Vibe-Trading](https://www.anchorterminal.com/compare/prime-agent-vs-vibe-trading.md)\n- [Qoder CLI vs Traycer](https://www.anchorterminal.com/compare/qoder-cli-vs-traycer.md)\n- [Qoder CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/qoder-cli-vs-vibe-trading.md)\n- [Qwen Code vs Traycer](https://www.anchorterminal.com/compare/qwen-code-vs-traycer.md)\n- [Qwen Code vs Vibe-Trading](https://www.anchorterminal.com/compare/qwen-code-vs-vibe-trading.md)\n- [Mirror CLI vs Traycer](https://www.anchorterminal.com/compare/reflection-mirror-vs-traycer.md)\n- [Mirror CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/reflection-mirror-vs-vibe-trading.md)\n- [Rovo Dev CLI vs Traycer](https://www.anchorterminal.com/compare/rovo-dev-cli-vs-traycer.md)\n- [Rovo Dev CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/rovo-dev-cli-vs-vibe-trading.md)\n- [Sculptor vs Traycer](https://www.anchorterminal.com/compare/sculptor-vs-traycer.md)\n- [Sculptor vs Vibe-Trading](https://www.anchorterminal.com/compare/sculptor-vs-vibe-trading.md)\n- [T3 Code vs Traycer](https://www.anchorterminal.com/compare/t3-code-vs-traycer.md)\n- [T3 Code vs Vibe-Trading](https://www.anchorterminal.com/compare/t3-code-vs-vibe-trading.md)\n- [Traycer vs Unstoppable](https://www.anchorterminal.com/compare/traycer-vs-unstoppable.md)\n- [Traycer vs Verdent](https://www.anchorterminal.com/compare/traycer-vs-verdent.md)\n- [Traycer vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/traycer-vs-warp.md)\n- [Verdent vs Vibe-Trading](https://www.anchorterminal.com/compare/verdent-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- [Clawboo vs Traycer](https://www.anchorterminal.com/compare/clawboo-vs-traycer.md)\n- [Clawboo vs Vibe-Trading](https://www.anchorterminal.com/compare/clawboo-vs-vibe-trading.md)\n- [CLI Manager vs Traycer](https://www.anchorterminal.com/compare/cli-manager-vs-traycer.md)\n- [CLI Manager vs Vibe-Trading](https://www.anchorterminal.com/compare/cli-manager-vs-vibe-trading.md)\n- [Harness vs Traycer](https://www.anchorterminal.com/compare/harness-autonomous-vs-traycer.md)\n- [Harness vs Vibe-Trading](https://www.anchorterminal.com/compare/harness-autonomous-vs-vibe-trading.md)\n- [OpenMausBot vs Traycer](https://www.anchorterminal.com/compare/openmausbot-vs-traycer.md)\n- [OpenMausBot vs Vibe-Trading](https://www.anchorterminal.com/compare/openmausbot-vs-vibe-trading.md)\n- [Paperclip vs Traycer](https://www.anchorterminal.com/compare/paperclip-vs-traycer.md)\n- [Paperclip vs Vibe-Trading](https://www.anchorterminal.com/compare/paperclip-vs-vibe-trading.md)\n- [Parallax vs Traycer](https://www.anchorterminal.com/compare/parallax-agents-vs-traycer.md)\n- [Parallax vs Vibe-Trading](https://www.anchorterminal.com/compare/parallax-agents-vs-vibe-trading.md)\n- [Unstoppable vs Vibe-Trading](https://www.anchorterminal.com/compare/unstoppable-vs-vibe-trading.md)\n",
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