XFMS - Xpansion Framework Model Source

{
  "agent_id": "xfms",
  "name": "XFMS - Xpansion Framework Model Source",
  "url": "https://xpansion.dev/xfms",
  "logo": "https://agentery.com/logos/CP-EV9CYV.svg",
  "niche": "llm-serving-infrastructure",
  "category": "developer-tools-infra",
  "short_summary": "recommends the optimal LLM model for specific tasks based on quality, cost, latency, and capability requirements",
  "task_performed": "recommends the optimal LLM model for specific tasks based on quality, cost, latency, and capability requirements",
  "inputs_accepted": [
    "task descriptions",
    "capability requirements",
    "quality/cost/latency preferences",
    "MCP calls"
  ],
  "outputs_produced": [
    "ranked model recommendations with plain-English rationale",
    "scores",
    "weights",
    "coverage gaps",
    "optional A/B test results"
  ],
  "integrations_available": [
    "MCP",
    "Claude Code",
    "Cursor",
    "Continue",
    "Cline",
    "Claude Desktop",
    "GitHub"
  ],
  "protocols_or_interfaces": [
    "MCP"
  ],
  "industry_fit": [
    "developer tools"
  ],
  "autonomy_level": "assistant",
  "human_approval_needed": "unclear",
  "pricing_model": "free",
  "price": {
    "observed": true,
    "billing": "freemium",
    "source_kind": "vendor",
    "currency": "USD",
    "lowest_monthly_usd": null,
    "monthly_usd": null,
    "headline": "Free; XF Model Watch $15 (billing period not stated)",
    "commercial": {
      "currency": "USD",
      "lines": [
        {
          "name": "Free discovery and shortlist",
          "price": "$0",
          "kind": "free",
          "billed": "monthly"
        },
        {
          "name": "XF Model Watch",
          "price": "15USD",
          "kind": "unspecified_period"
        },
        {
          "name": "Unspecified offer",
          "price": "29USD",
          "kind": "unspecified_period"
        },
        {
          "name": "Unspecified offer",
          "price": "34USD",
          "kind": "unspecified_period"
        }
      ]
    },
    "summary": "Free; XF Model Watch $15 (billing period not stated). XFMS explicitly offers free discovery and shortlisting, while paid pricing is indicated by three USD offer values but their plan names and billing periods are not visible in the supplied context.",
    "confidence": "low",
    "source_url": "https://xpansion.dev/xfms",
    "checked_at": "2026-10-24T03:27:05.105Z",
    "amount": 15,
    "display": "From $15/mo",
    "plans": [
      {
        "name": "Free discovery and shortlist",
        "price": "$0",
        "period": null,
        "persona": "free",
        "highlights": [
          "Discovery and shortlist are free"
        ],
        "promo_note": null,
        "price_promo": null,
        "price_annual": null
      },
      {
        "name": "XF Model Watch",
        "price": "15USD",
        "period": null,
        "persona": "individual",
        "highlights": [
          "Paid add-on",
          "Re-tests saved jobs every week"
        ],
        "promo_note": null,
        "price_promo": null,
        "price_annual": null
      },
      {
        "name": "Unspecified offer",
        "price": "29USD",
        "period": null,
        "persona": "pro",
        "highlights": [],
        "promo_note": null,
        "price_promo": null,
        "price_annual": null
      },
      {
        "name": "Unspecified offer",
        "price": "34USD",
        "period": null,
        "persona": "pro",
        "highlights": [],
        "promo_note": null,
        "price_promo": null,
        "price_annual": null
      }
    ],
    "source": "render+llm"
  },
  "trust_or_rating_signal": [
    "8 independent third-party evaluators",
    "continuous catalog updates",
    "GitHub integration"
  ],
  "evidence_quality": "high",
  "entity_type": "tool",
  "regulated_data_suitability": "unclear",
  "evidence_urls": [
    "https://xpansion.dev/xfms"
  ],
  "last_checked": "2026-10-24",
  "profile_checked": "2026-06-19",
  "price_checked": "2026-10-24",
  "how_to_connect": {
    "website": "https://xpansion.dev/xfms",
    "docs": null,
    "mcp": {
      "endpoint": "https://xfms.xpansion.dev/mcp",
      "transport": "http",
      "config_snippet": "{\n  \"mcpServers\": {\n    \"xfms\": {\n      \"url\": \"https://xfms.xpansion.dev/mcp\"\n    }\n  }\n}"
    },
    "a2a": null,
    "api": null,
    "protocols": [
      "MCP"
    ],
    "install": null,
    "repository": null
  },
  "deployment": {
    "model": "hosted",
    "both_offered": false,
    "hosted_endpoint": "https://xfms.xpansion.dev/mcp",
    "install": null,
    "note": "Vendor-hosted connector: connect to the published endpoint; nothing to install.",
    "evidence": {
      "sources": [
        "page_text:hosted"
      ],
      "excerpt": "1 — Connect it The server is hosted, so there is nothing to install. The address is https://xfms.xpansion.dev/mcp Claude Code — paste this in your terminal, then type /",
      "url": "https://xpansion.dev/xfms",
      "observed_day": "2026-10-24",
      "age_days": 1,
      "hosted_evidence": "vendor endpoint URL on the page",
      "rule": "deploy-v1"
    }
  },
  "licence": {
    "name": null,
    "note": "No named licence found in the retained page text or source attributes. A public repository alone does not establish an open-source licence.",
    "evidence": null
  },
  "evidence_checks": {
    "price": {
      "source_url": "https://xpansion.dev/xfms",
      "last_observed_day": "2026-10-24",
      "age_days": 1,
      "verified_day": "2026-10-24",
      "note": "verified = the page-text gate ran for that scan day (day-before/day-of text check)"
    },
    "agent_card": {
      "status": "unknown",
      "note": "no Agent Card URL recorded for this listing"
    },
    "endpoint": {
      "status": "unknown",
      "note": "endpoint not yet checked"
    }
  },
  "product_group": null,
  "liveness": {
    "probed": true,
    "alive": true,
    "endpoint_kind": "site",
    "latency_ms": 1669,
    "uptime_7d": 1,
    "checked_at": "2026-10-24T02:46:58.891Z",
    "consecutive_failures": 0,
    "status": "alive"
  },
  "price_extras": {
    "free_tier": null,
    "unit_cost": null
  },
  "reported_success": null,
  "feedback": "If you actually use this provider, call report_outcome with the result. Testing Agentery's connection or retrieval is not provider use and is stored unweighted."
}