{
 "categories": [
  "developer-tools",
  "platform"
 ],
 "deployment": "saas",
 "evidence": [
  {
   "date": "2026-10-15",
   "fact": "homepage",
   "note": "The homepage title is Firefly AI | Cloud Resilience and presents the commercial cloud product.",
   "source": "https://www.firefly.ai/",
   "tier": "declared"
  },
  {
   "date": "2026-10-15",
   "fact": "vendor",
   "note": "The public site name is Firefly AI.",
   "source": "https://www.firefly.ai/",
   "tier": "declared"
  },
  {
   "date": "2026-10-15",
   "fact": "deployment",
   "note": "API v2 is hosted at https://api.firefly.ai/v2/.",
   "source": "https://docs.firefly.ai/general-information/api",
   "tier": "declared"
  },
  {
   "date": "2026-10-15",
   "fact": "platforms",
   "note": "API key pairs are created in the Firefly web console under Settings > Users.",
   "source": "https://docs.firefly.ai/general-information/api/auth",
   "tier": "declared"
  },
  {
   "date": "2026-10-15",
   "fact": "license",
   "note": "Firefly documents subscription tiers and premium add-ons and points readers to sales for plan detail.",
   "source": "https://docs.firefly.ai/general-information/pricing-tiers-and-add-ons",
   "tier": "declared"
  },
  {
   "date": "2026-10-15",
   "fact": "status",
   "note": "The API page is current and says API v1 was deprecated on 13 April 2026 in favor of v2.",
   "source": "https://docs.firefly.ai/general-information/api",
   "tier": "declared"
  },
  {
   "date": "2026-10-15",
   "fact": "modalities.api.exists",
   "note": "Firefly documents API v2 at https://api.firefly.ai/v2/ with sections for inventory, codification, workflows, policy, events, backup, IAM, and audit.",
   "source": "https://docs.firefly.ai/general-information/api",
   "tier": "declared"
  },
  {
   "date": "2026-10-15",
   "fact": "modalities.api.kinds[0]",
   "note": "IAM examples are HTTPS requests to https://api.firefly.ai/v2/user-service/ paths.",
   "source": "https://docs.firefly.ai/general-information/api/iam",
   "tier": "declared"
  },
  {
   "date": "2026-10-15",
   "fact": "modalities.api.auth[0]",
   "note": "IAM operations require an Authorization Bearer header.",
   "source": "https://docs.firefly.ai/general-information/api/iam",
   "tier": "declared"
  },
  {
   "date": "2026-10-15",
   "fact": "modalities.api.auth[1]",
   "note": "The authentication page says the API supports JWT and Basic authentication, and that an Access Key and Secret Key pair is created in the web console.",
   "source": "https://docs.firefly.ai/general-information/api/auth",
   "tier": "declared"
  },
  {
   "date": "2026-10-15",
   "fact": "modalities.api.coverage",
   "note": "The v2 index names the resource families, and the same page caps requests at 500 per rolling minute per source IP. Endpoint bodies were not all opened, so coverage stays partial.",
   "source": "https://docs.firefly.ai/general-information/api",
   "tier": "declared"
  },
  {
   "date": "2026-10-15",
   "fact": "modalities.api.docs",
   "note": "Opened as the Firefly API index.",
   "source": "https://docs.firefly.ai/general-information/api",
   "tier": "declared"
  },
  {
   "date": "2026-10-15",
   "fact": "modalities.mcp.first_party",
   "note": "Firefly documents MCP V2 as its gateway, with US and EU HTTPS endpoints and X-access-Key plus X-secret-Key headers. The page says a client may show 63 tools.",
   "source": "https://docs.firefly.ai/integrations/integrating-mcp-v2",
   "tier": "declared"
  },
  {
   "date": "2026-10-15",
   "fact": "modalities.mcp.verdict",
   "note": "The earlier MCP page says that integration will be deprecated on 30 April 2026 and points new setups at MCP V2. The gofireflyio/firefly-mcp README still documents the local npx server. GitHub API on 2026-10-15 reported a push on 2026-10-13, MIT, and archived false.",
   "source": "https://docs.firefly.ai/integrations/mcp",
   "tier": "declared"
  },
  {
   "date": "2026-10-15",
   "fact": "modalities.agent_docs.llms_txt",
   "note": "Opened the docs llms.txt. It is a markdown index of the Firefly documentation, including the API and MCP V2 pages.",
   "source": "https://docs.firefly.ai/llms.txt",
   "tier": "declared"
  },
  {
   "date": "2026-10-15",
   "fact": "freshness.watch[0].url",
   "note": "Opened the API index on 2026-10-15.",
   "source": "https://docs.firefly.ai/general-information/api",
   "tier": "declared"
  },
  {
   "date": "2026-10-15",
   "fact": "freshness.watch[1].url",
   "note": "Opened the MCP V2 guide on 2026-10-15.",
   "source": "https://docs.firefly.ai/integrations/integrating-mcp-v2",
   "tier": "declared"
  },
  {
   "date": "2026-10-15",
   "fact": "freshness.watch[2].url",
   "note": "Opened the legacy MCP page on 2026-10-15.",
   "source": "https://docs.firefly.ai/integrations/mcp",
   "tier": "declared"
  }
 ],
 "freshness": {
  "last_verified": "2026-10-15",
  "volatility": "high",
  "watch": [
   {
    "type": "docs",
    "url": "https://docs.firefly.ai/general-information/api"
   },
   {
    "type": "docs",
    "url": "https://docs.firefly.ai/integrations/integrating-mcp-v2"
   },
   {
    "type": "docs",
    "url": "https://docs.firefly.ai/integrations/mcp"
   }
  ]
 },
 "homepage": "https://www.firefly.ai/",
 "id": "firefly",
 "license": "commercial",
 "modalities": {
  "agent_docs": {
   "llms_txt": true
  },
  "api": {
   "auth": [
    "bearer-token",
    "basic"
   ],
   "coverage": "partial",
   "docs": "https://docs.firefly.ai/general-information/api",
   "exists": true,
   "kinds": [
    "rest"
   ]
  },
  "cli": {
   "exists": "unknown"
  },
  "computer_use": {
   "issues": [],
   "viability": "unknown"
  },
  "data_access": {
   "export": [],
   "import": []
  },
  "extensibility": {
   "scripting": [],
   "webhooks": "unknown"
  },
  "integrations": {
   "make": "unknown",
   "n8n": "unknown",
   "power_automate": "unknown",
   "zapier": "unknown"
  },
  "mcp": {
   "first_party": true,
   "third_party": [],
   "verdict": "official"
  },
  "rpa": {
   "drivability": "unknown",
   "notes": "No repeatable UI probe was run. Inventory, codification, and governance are documented on the v2 API and the hosted MCP gateway.\n",
   "ui_stack": [],
   "vendor_support": []
  },
  "sdk": {
   "exists": "unknown",
   "languages": [],
   "official": "unknown"
  }
 },
 "name": "Firefly",
 "platforms": [
  "web"
 ],
 "related": {
  "alternatives": [],
  "our_products": []
 },
 "schema_version": 1,
 "score_version": 1,
 "status": "active",
 "vendor": "Firefly AI",
 "verdict": {
  "best_path": "api",
  "scores": {
   "api": 7,
   "cli": null,
   "computer_use": null,
   "integrations": null,
   "mcp": 7,
   "overall": 7,
   "rpa": null
  },
  "summary": "Firefly is automatable today through the Firefly v2 API and the hosted MCP V2 gateway. This record is the Firefly AI cloud asset and infrastructure-as-code platform at firefly.ai. It is not Firefly III and not Fireflies. API v1 is deprecated as of 13 April 2026. The v2 base URL is https://api.firefly.ai/v2/, and the index lists inventory, codification, workflows, policy, events, backup, and audit sections. The auth page says the API supports JWT and Basic authentication and that callers create an Access Key and Secret Key. IAM examples send Authorization Bearer. The login request body is inside an OpenAPI widget that did not render in this pass, so those field names are not repeated here. MCP V2 is the current agent path, at https://mcpv2.firefly.ai/mcp for the US app and https://mcpv2.eu.firefly.ai/mcp for the EU app, using X-access-Key and X-secret-Key. The older MCP integration page says it will be deprecated on 30 April 2026. A connected client may show 63 tools rather than the full gateway set. No CLI page was opened. Connector catalogs were not opened. Computer-use viability is unassessed. API and MCP both score 7. API is the best path because it is the contract the gateway forwards.\n"
 }
}