{
 "categories": [
  "identity",
  "data-exchange"
 ],
 "deployment": "hybrid",
 "evidence": [
  {
   "date": "2026-09-26",
   "fact": "homepage",
   "note": "Senzing presents an entity-resolution engine that runs inside the customer infrastructure, including on-premises, private cloud, and air-gapped deployment, and says it exposes an MCP server for agents.",
   "source": "https://senzing.com/",
   "tier": "declared"
  },
  {
   "date": "2026-09-26",
   "fact": "deployment",
   "note": "The SDK page says to run Senzing on-premises or in the cloud, embedded in an application or deployed as a REST service or Docker container.",
   "source": "https://senzing.com/senzing-sdk/",
   "tier": "declared"
  },
  {
   "date": "2026-09-26",
   "fact": "platforms",
   "note": "The documentation hub lists v4 quickstarts for Linux, macOS, Windows, Docker, AWS, and Azure.",
   "source": "https://docs.senzing.com/",
   "tier": "declared"
  },
  {
   "date": "2026-09-26",
   "fact": "license",
   "note": "Subscription pricing is based on data source records. The opened slider shows $58,560 per year at 10 million records, with prices based on the standard end user license.",
   "source": "https://senzing.com/pricing/",
   "tier": "declared"
  },
  {
   "date": "2026-09-26",
   "fact": "modalities.api.exists",
   "note": "The SDK page says one deployment option is a REST service. This pass did not open a v4 REST reference with endpoints or authentication.",
   "source": "https://senzing.com/senzing-sdk/",
   "tier": "declared"
  },
  {
   "date": "2026-09-26",
   "fact": "modalities.api.kinds[0]",
   "note": "The same page names a REST service deployment beside the embeddable library and Docker.",
   "source": "https://senzing.com/senzing-sdk/",
   "tier": "declared"
  },
  {
   "date": "2026-09-26",
   "fact": "modalities.sdk.exists",
   "note": "Senzing publishes a v4 Python SDK reference with factory, config, and engine objects for inserting, updating, deleting, and querying records.",
   "source": "https://docs.senzing.com/python/4/",
   "tier": "declared"
  },
  {
   "date": "2026-09-26",
   "fact": "modalities.sdk.languages",
   "note": "The SDK page names embedding in Python, Java, .NET, Go, or C++. The docs hub links v4 references for Python, Java, and C#.",
   "source": "https://senzing.com/senzing-sdk/",
   "tier": "declared"
  },
  {
   "date": "2026-09-26",
   "fact": "modalities.sdk.official",
   "note": "The documentation hub presents the C#, Java, and Python SDK references as Senzing v4 documentation.",
   "source": "https://docs.senzing.com/",
   "tier": "declared"
  },
  {
   "date": "2026-09-26",
   "fact": "modalities.mcp.first_party",
   "note": "The Senzing organization publishes the skill that tells clients to add https://mcp.senzing.com/mcp. The homepage also says Senzing exposes an MCP server.",
   "source": "https://github.com/Senzing/senzing-mcp-skill",
   "tier": "declared"
  },
  {
   "date": "2026-09-26",
   "fact": "modalities.mcp.verdict",
   "note": "The skill lists tools including mapping_workflow, search_docs, get_sdk_reference, generate_scaffold, and explain_error_code, and says the server never connects to live Senzing instances and never handles personal data. It records verification against server v1.37.13.",
   "source": "https://raw.githubusercontent.com/Senzing/senzing-mcp-skill/main/senzing-entity-resolution/SKILL.md",
   "tier": "declared"
  },
  {
   "date": "2026-09-26",
   "fact": "modalities.data_access.import[0]",
   "note": "The homepage says Senzing ingests CSV, JSON, XML, databases, APIs, and streaming data after mapping into its entity format.",
   "source": "https://senzing.com/",
   "tier": "declared"
  },
  {
   "date": "2026-09-26",
   "fact": "verdict.scores.mcp",
   "note": "The hosted MCP is official, versioned, and useful for mapping, SDK setup, code generation, docs search, and error codes. The README says it does not connect to a live instance, so it is not an operational entity-resolution API.",
   "source": "https://raw.githubusercontent.com/Senzing/senzing-mcp-skill/main/README.md",
   "tier": "declared"
  },
  {
   "date": "2026-09-26",
   "fact": "freshness.watch[0].url",
   "note": "Opened the Senzing homepage, including in-infrastructure deployment and the MCP claim.",
   "source": "https://senzing.com/",
   "tier": "declared"
  },
  {
   "date": "2026-09-26",
   "fact": "freshness.watch[1].url",
   "note": "Opened the Senzing MCP skill repository page.",
   "source": "https://github.com/Senzing/senzing-mcp-skill",
   "tier": "declared"
  },
  {
   "date": "2026-09-26",
   "fact": "freshness.watch[2].url",
   "note": "Opened the documentation hub, including v4 SDK references and platform quickstarts.",
   "source": "https://docs.senzing.com/",
   "tier": "declared"
  },
  {
   "date": "2026-09-26",
   "fact": "freshness.watch[3].url",
   "note": "Opened subscription pricing, including the 10 million record annual price and the standard license note.",
   "source": "https://senzing.com/pricing/",
   "tier": "declared"
  },
  {
   "date": "2026-09-26",
   "fact": "freshness.watch[4].url",
   "note": "Opened the SDK page, including on-prem or cloud deployment, the named languages, and the REST service option.",
   "source": "https://senzing.com/senzing-sdk/",
   "tier": "declared"
  }
 ],
 "freshness": {
  "last_verified": "2026-09-26",
  "volatility": "medium",
  "watch": [
   {
    "type": "docs",
    "url": "https://senzing.com/"
   },
   {
    "type": "mcp",
    "url": "https://github.com/Senzing/senzing-mcp-skill"
   },
   {
    "type": "docs",
    "url": "https://docs.senzing.com/"
   },
   {
    "type": "docs",
    "url": "https://senzing.com/pricing/"
   },
   {
    "type": "docs",
    "url": "https://senzing.com/senzing-sdk/"
   }
  ]
 },
 "homepage": "https://senzing.com/",
 "id": "senzing",
 "license": "commercial",
 "modalities": {
  "agent_docs": {
   "llms_txt": "unknown"
  },
  "api": {
   "auth": [],
   "coverage": "unknown",
   "docs": null,
   "exists": true,
   "kinds": [
    "rest"
   ]
  },
  "cli": {
   "exists": "unknown"
  },
  "computer_use": {
   "issues": [],
   "viability": "unknown"
  },
  "data_access": {
   "export": [],
   "import": [
    "json"
   ]
  },
  "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. Senzing documents an embeddable SDK and a hosted documentation MCP server. A browser console for the engine was not established.\n",
   "ui_stack": [],
   "vendor_support": []
  },
  "sdk": {
   "exists": true,
   "languages": [
    "python",
    "java",
    "csharp",
    "go",
    "cpp"
   ],
   "official": true
  }
 },
 "name": "Senzing",
 "platforms": [
  "linux",
  "macos",
  "windows"
 ],
 "related": {
  "alternatives": [],
  "our_products": []
 },
 "schema_version": 1,
 "score_version": 1,
 "status": "active",
 "vendor": "Senzing",
 "verdict": {
  "best_path": "mcp",
  "scores": {
   "api": null,
   "cli": null,
   "computer_use": null,
   "integrations": null,
   "mcp": 6,
   "overall": 6,
   "rpa": null
  },
  "summary": "Senzing entity resolution runs inside the customer's infrastructure as an embeddable SDK. This record is that engine. It is not an identity provider and not a CRM. The SDK page says it can be embedded in Python, Java, .NET, Go, or C++ and can also be deployed as a REST service or Docker container. A current public REST reference, with authentication and resource paths, was not opened, so the REST path is not scored. The v4 documentation hub publishes Python, Java, and C# SDK references and quickstarts for Linux, Docker, macOS, Windows, AWS, Azure, and air-gapped install. Subscription pricing on the opened page is $58,560 per year at 10 million data source records, under the standard end user license. The Senzing-owned skill documents a hosted MCP server at https://mcp.senzing.com/mcp, verified in the skill against server v1.37.13. Named tools cover mapping, local analysis scripts, docs search, SDK reference, code scaffolds, sample data, reporting guidance, and error codes. The same skill says the server works from pre-fetched documentation, never connects to a live Senzing instance, and never handles personal data. An evaluation license requested through the skill is a 10-day, 250,000-record trial. Connector catalogs were not opened. A product CLI was not established. Computer-use viability is unassessed. The hosted MCP scores 6 and is the best scored path because it is the documented agent interface. It does not resolve a live entity graph.\n"
 }
}