{
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  "slug": "fingpt",
  "status": "published",
  "identity": {
    "name": "FinGPT",
    "one_liner": "Open-source financial large language model project for finance sentiment, analysis, and domain adaptation.",
    "short_description": "FinGPT is an open-source financial LLM project from AI4Finance Foundation. It focuses on finance-specific language modeling, sentiment analysis, and domain workflows where general LLMs often need adaptation."
  },
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    "primary_category": "models",
    "subcategories": [
      "finance",
      "llm",
      "sentiment-analysis",
      "domain-model"
    ]
  },
  "positioning": {
    "why_it_matters": "Finance is one of the clearest domains where generic LLM behavior needs specialized data, evaluation, and governance. FinGPT gives teams an open project to study financial LLM workflows.",
    "best_for": [
      "Researchers studying finance-focused LLMs",
      "Teams prototyping sentiment or financial text analysis",
      "Builders comparing domain-specific open-source model projects"
    ],
    "not_for": [
      "Teams looking for financial advice or trading guarantees",
      "Users who need a general-purpose agent framework"
    ],
    "use_cases": [
      "developer-workflow"
    ],
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      "researcher"
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    "maturity": "active"
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    "open_source": true,
    "local_first": false,
    "self_hostable": false,
    "has_api": false,
    "has_gui": false,
    "supports_mcp": false,
    "supports_docker": false
  },
  "facts": {
    "license": "MIT",
    "pricing_model": "open_source",
    "github_stars": 20446,
    "github_forks": 2900,
    "github_repo_full_name": "AI4Finance-Foundation/FinGPT",
    "last_verified_at": "2026-06-09"
  },
  "capabilities": {
    "core_capabilities": [
      "local-inference"
    ],
    "interfaces": [
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    ]
  },
  "links": {
    "primary_url": "https://github.com/AI4Finance-Foundation/FinGPT",
    "items": [
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        "label": "GitHub",
        "url": "https://github.com/AI4Finance-Foundation/FinGPT"
      },
      {
        "type": "homepage",
        "label": "Homepage",
        "url": "https://fingpt.io"
      }
    ]
  },
  "media": {
    "thumbnail_url": "https://github.com/AI4Finance-Foundation.png",
    "og_image_url": "https://github.com/AI4Finance-Foundation.png",
    "thumbnail_brief": {
      "resource_type": "model",
      "visual_motif": "token grid, waveform, or chip abstraction",
      "background_style": "minimal editorial surface with restrained open-source accent color",
      "title_overlay": "FinGPT",
      "subtitle": "Open-source financial large language model project for finance sentiment, analysis, and domain adaptation.",
      "avoid": [
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  },
  "tags": {
    "category": [
      "model",
      "open-source"
    ],
    "capability": [
      "local-inference"
    ],
    "constraint": [
      "open-source"
    ],
    "scenario": [
      "developer-workflow"
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  },
  "relationships": {},
  "machine_readable": {
    "canonical_url": "https://www.openagent.bot/models/fingpt",
    "json_url": "https://www.openagent.bot/models/fingpt.json",
    "markdown_url": "https://www.openagent.bot/models/fingpt.md"
  },
  "seo": {
    "title": "FinGPT: Open-Source Financial LLM Project",
    "description": "FinGPT is an open-source financial LLM project for finance sentiment analysis, domain adaptation, and financial language workflows."
  },
  "editorial": {
    "trust_note": "Verified from source links and project metadata.",
    "core_strengths": [
      {
        "title": "Finance-specific scope",
        "description": "FinGPT focuses on financial text, sentiment, and domain workflows.",
        "why_it_matters": "Domain models can be easier to evaluate than generic models when the task has specialized vocabulary and risk."
      },
      {
        "title": "Open research project",
        "description": "The project is maintained openly by AI4Finance Foundation.",
        "why_it_matters": "Researchers can inspect the approach and adapt it for finance-focused experiments."
      },
      {
        "title": "Practical task orientation",
        "description": "FinGPT is relevant for sentiment, robo-advisor, and market text analysis experiments.",
        "why_it_matters": "Finance teams need task-specific tests instead of broad benchmark claims."
      }
    ],
    "use_case_notes": [
      {
        "title": "Financial sentiment analysis",
        "description": "Evaluate financial news, filings, and social text with domain-aware models."
      },
      {
        "title": "Domain adaptation research",
        "description": "Study how financial corpora affect model behavior."
      },
      {
        "title": "Finance agent backends",
        "description": "Prototype a finance assistant with an explicitly finance-oriented model layer."
      }
    ],
    "compare_notes": [
      {
        "title": "When to choose FinGPT",
        "summary": "Compare it with nearby models by looking at hosting model, integration surface, license, and whether the official docs show the workflow you need."
      }
    ],
    "getting_started": [
      {
        "label": "Open the GitHub repository",
        "url": "https://github.com/AI4Finance-Foundation/FinGPT",
        "type": "github"
      },
      {
        "label": "Visit the project website",
        "url": "https://fingpt.io",
        "type": "homepage"
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    ],
    "seo_article": {
      "intro": "FinGPT is an open-source financial LLM project from AI4Finance Foundation.",
      "what_it_is": "It focuses on financial language modeling, sentiment analysis, and finance-specific workflows.",
      "why_it_matters": "Finance is a high-stakes domain where open methods, evaluation, and data choices matter.",
      "how_it_works": "Use FinGPT as a research baseline, then validate it on your own finance tasks with strict evaluation and compliance review.",
      "faq": [
        {
          "question": "Is FinGPT open source?",
          "answer": "Yes. The GitHub repository is listed under the MIT license."
        },
        {
          "question": "Can FinGPT provide financial advice?",
          "answer": "FinGPT is a research and development project. Any financial use should go through expert review, compliance checks, and domain-specific evaluation."
        }
      ]
    }
  },
  "timestamps": {
    "created_at": "2026-06-09T00:00:00.000Z",
    "updated_at": "2026-06-09T00:00:00.000Z",
    "published_at": "2026-06-09T00:00:00.000Z"
  }
}