Occam

{
  "agent_id": "occam",
  "name": "Occam",
  "url": "https://occam.fit",
  "logo": "https://agentery.com/logos/CP-FK5DX3.png",
  "niche": "mcp-server-ecosystem",
  "category": "developer-tools-infra",
  "short_summary": "discovers mathematical equations from numerical data",
  "task_performed": "discovers mathematical equations from numerical data",
  "inputs_accepted": [
    "numerical data",
    "time series measurements"
  ],
  "outputs_produced": [
    "governing equations ranked by simplicity and accuracy tradeoff",
    "Pareto front of expressions with complexity vs loss metrics"
  ],
  "integrations_available": [
    "MCP"
  ],
  "protocols_or_interfaces": [
    "MCP",
    "X402",
    "A2A",
    "MPP"
  ],
  "industry_fit": [
    "developer tools"
  ],
  "autonomy_level": "workflow automation",
  "human_approval_needed": "unclear",
  "pricing_model": "freemium",
  "price": {
    "observed": true,
    "billing": "freemium",
    "source_kind": "vendor",
    "currency": "USD",
    "lowest_monthly_usd": null,
    "monthly_usd": null,
    "headline": "$0.05 per unit; $0.25 per unit (usage-based)",
    "commercial": {
      "rates": [
        {
          "line": "SINDY_RUN",
          "per": "per unit",
          "text": "$0.05 per unit"
        },
        {
          "line": "PYSR_RUN",
          "per": "per unit",
          "text": "$0.25 per unit"
        }
      ],
      "currency": "USD",
      "lines": [
        {
          "name": "Free tier",
          "price": "Free",
          "kind": "unknown"
        },
        {
          "name": "SINDY_RUN",
          "price": "$0.05",
          "kind": "usage_rate",
          "unit": "unit",
          "billed": "usage"
        },
        {
          "name": "PYSR_RUN",
          "price": "$0.25",
          "kind": "usage_rate",
          "unit": "unit",
          "billed": "usage"
        }
      ]
    },
    "summary": "$0.05 per unit; $0.25 per unit (usage-based). Occam offers a free tier for smaller requests and usage-based pricing beyond it, with tool-specific baseline and incremental fees.",
    "confidence": "high",
    "source_url": "https://occam.fit/",
    "checked_at": "2026-10-30T02:41:56.375Z",
    "amount": null,
    "display": null,
    "plans": [
      {
        "name": "Free tier",
        "price": "Free",
        "usage": true,
        "period": "usage",
        "persona": "free",
        "highlights": [
          "Up to 100 rows and 8 variables/features",
          "Rate-limited to 10 requests per hour per IP"
        ],
        "price_annual": null
      },
      {
        "name": "SINDY_RUN",
        "price": "$0.05",
        "usage": true,
        "period": "usage",
        "persona": "individual",
        "highlights": [
          "Baseline fee",
          "$0.01 per 100 extra rows",
          "$0.01 per extra variable"
        ],
        "price_annual": null
      },
      {
        "name": "PYSR_RUN",
        "price": "$0.25",
        "usage": true,
        "period": "usage",
        "persona": "individual",
        "highlights": [
          "Baseline fee",
          "$0.03 per 100 extra rows",
          "$0.01 per extra variable"
        ],
        "price_annual": null
      }
    ],
    "source": "render+llm"
  },
  "trust_or_rating_signal": [],
  "evidence_quality": "high",
  "entity_type": "tool",
  "regulated_data_suitability": "unclear",
  "evidence_urls": [
    "https://occam.fit"
  ],
  "last_checked": "2026-10-30",
  "profile_checked": "2026-06-19",
  "price_checked": "2026-10-30",
  "how_to_connect": {
    "website": "https://occam.fit",
    "docs": null,
    "mcp": {
      "endpoint": "https://occam.fit/mcp/",
      "transport": "http",
      "config_snippet": "{\n  \"mcpServers\": {\n    \"occam\": {\n      \"url\": \"https://occam.fit/mcp/\"\n    }\n  }\n}"
    },
    "a2a": null,
    "api": null,
    "protocols": [
      "MCP",
      "x402",
      "A2A",
      "MPP"
    ],
    "install": null,
    "repository": null
  },
  "deployment": {
    "model": "both",
    "both_offered": false,
    "hosted_endpoint": "https://occam.fit/mcp/",
    "install": null,
    "note": "Offered both ways: a vendor-hosted endpoint AND a self-run install are documented.",
    "evidence": {
      "sources": [
        "page_text:hosted",
        "page_text:self_run_wording"
      ],
      "excerpt": "ent options automatically. Connect Connect any MCP client to the remote endpoint: https://occam.fit/mcp/ Or in claude_desktop_config.json: { \"mcpServers\": { \"o",
      "url": "https://occam.fit/",
      "observed_day": "2026-10-30",
      "age_days": 0,
      "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://occam.fit/",
      "last_observed_day": "2026-10-30",
      "age_days": 0,
      "verified_day": "2026-10-30",
      "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": {
    "group_id": 123,
    "group": "Deterministic computation tasks",
    "change_90d_pct": 0,
    "fair_price_by_tier_monthly_usd": {
      "individual": 5.07,
      "pro": 19,
      "team / small business": 260,
      "enterprise": null
    },
    "note": "Change of the group's price index over the last 90 days. Call get_group_fair_price with group_id for tier and payment-model detail.",
    "page": "https://agentery.com/aepi/groups/123"
  },
  "liveness": {
    "probed": true,
    "alive": true,
    "endpoint_kind": "site",
    "latency_ms": 401,
    "uptime_7d": 1,
    "checked_at": "2026-10-30T02:41:37.887Z",
    "consecutive_failures": 0,
    "status": "alive"
  },
  "price_extras": {
    "free_tier": {
      "amount": 100,
      "unit": "rows",
      "per": "total",
      "raw": "100 rows",
      "plan": "Free tier"
    },
    "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."
}