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Great Expectations

Great Expectations is an open source data quality framework for defining, validating, and documenting enterprise data expectations.

What this record adds to Great Expectations's own site

Great Expectations's site tells an agent what Great Expectations offers. This record adds what a company can't say about itself: who confirms it, who writes about it, and where it sits among its peers. Every line says where it came from.

Confirmed identity

The website, legal name and two profiles (LinkedIn, X) matched to one company, so an agent knows it has the right Great Expectations.

Market context

Industry, 20 topics, peers and segments from a graph of thousands of companies, refreshed nightly, so an agent can compare without guessing.

Get this record

The same record, three ways in. No key needed to try it.

MCP

Add https://mcp.decisioninsights.ai/api/mcp-public to your agent, then ask about Great Expectations. Or test it now:

curl -X POST https://mcp.decisioninsights.ai/api/mcp-public \
  -H "content-type: application/json" \
  -H "accept: application/json, text/event-stream" \
  -d '{"id":1,"jsonrpc":"2.0","method":"tools/call","params":{"arguments":{"website":"greatexpectations.io"},"name":"di_get_company"}}'

REST

GET https://api.decisioninsights.ai/api/public/v1/companies/de46461c-8693-4bc8-99b5-95e9b46dbf7a

CLI

di get-company --website greatexpectations.io

How an agent can check this record before relying on it

This record makes claims about Great Expectations. Before an agent repeats one, it should be able to confirm it without taking our word for it. Each row is one check, what the record shows for Great Expectations today, and where an agent finds it in the data.

The check What the record shows Where it is in the data
The domain is theirs greatexpectations.io, matched to the company and its legal name url, legalName
Their profiles agree 2 profiles confirmed as the same company sameAs
They fit their market 20 topics, with peers in the same segments knowsAbout
Agent Ready Red 17 of 100 on Stringer's Agent Readiness score, checked October 25, 2026. Not Agent Ready yet.Stringer ID greatexpectations.io · stringer.ai/verified/greatexpectations.io additionalProperty"Agent Readiness"
Verified Not claimed Great Expectations hasn't claimed this listing, so everything in it comes from public sources. additionalProperty"Listing status"
View the raw record (JSON-LD)
[
  {
    "@context": "https://schema.org",
    "@id": "https://decisioninsights.ai/#website",
    "@type": "WebSite",
    "name": "Decision Insights",
    "potentialAction": {
      "@type": "SearchAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://decisioninsights.ai/search/?q={search_term_string}&submit=1"
      }
    },
    "publisher": {
      "@id": "https://decisioninsights.ai/#organization"
    },
    "url": "https://decisioninsights.ai"
  },
  {
    "@context": "https://schema.org",
    "@id": "https://decisioninsights.ai/#organization",
    "@type": "Organization",
    "contactPoint": {
      "@type": "ContactPoint",
      "contactType": "customer support",
      "email": "[email protected]"
    },
    "description": "Decision Insights is a Registry of technology companies, open source projects, and industry terms, built for people and for AI agents that need sourced, structured information.",
    "legalName": "Wiretap Labs, LLC",
    "logo": {
      "@type": "ImageObject",
      "url": "https://wiretap-cdn-assets.nyc3.cdn.digitaloceanspaces.com/decision-insights/[email protected]"
    },
    "name": "Decision Insights",
    "parentOrganization": {
      "@type": "Organization",
      "name": "Wiretap Labs",
      "sameAs": [
        "https://www.linkedin.com/company/wiretap-labs",
        "https://www.crunchbase.com/organization/wiretap-labs"
      ],
      "url": "https://wiretaplabs.com"
    },
    "publishingPrinciples": "https://decisioninsights.ai/standards/",
    "sameAs": [
      "https://www.linkedin.com/company/decisioninsights"
    ],
    "url": "https://decisioninsights.ai"
  },
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    "@context": "https://schema.org",
    "@type": "BreadcrumbList",
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        "name": "Decision Insights",
        "position": 1
      },
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        "@type": "ListItem",
        "item": "https://decisioninsights.ai/registry/",
        "name": "Registry",
        "position": 2
      },
      {
        "@type": "ListItem",
        "item": "https://decisioninsights.ai/registry/great-expectations/",
        "name": "Great Expectations",
        "position": 3
      }
    ]
  },
  {
    "@context": "https://schema.org",
    "@id": "https://decisioninsights.ai/registry/great-expectations/#organization",
    "@type": "Organization",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "Open source projects",
        "value": 1
      },
      {
        "@type": "PropertyValue",
        "name": "Related organizations",
        "propertyID": "https://decisioninsights.ai/ns#relatedOrganizations",
        "value": [
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            "@id": "https://decisioninsights.ai/registry/dagster/#organization",
            "@type": "Organization",
            "mainEntityOfPage": "https://decisioninsights.ai/registry/dagster/",
            "name": "Dagster"
          },
          {
            "@id": "https://decisioninsights.ai/registry/prefect/#organization",
            "@type": "Organization",
            "mainEntityOfPage": "https://decisioninsights.ai/registry/prefect/",
            "name": "Prefect Technologies, Inc."
          },
          {
            "@id": "https://decisioninsights.ai/registry/databricks/#organization",
            "@type": "Organization",
            "mainEntityOfPage": "https://decisioninsights.ai/registry/databricks/",
            "name": "Databricks"
          },
          {
            "@id": "https://decisioninsights.ai/registry/cloudera/#organization",
            "@type": "Organization",
            "mainEntityOfPage": "https://decisioninsights.ai/registry/cloudera/",
            "name": "Cloudera"
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            "@id": "https://decisioninsights.ai/registry/clearml/#organization",
            "@type": "Organization",
            "mainEntityOfPage": "https://decisioninsights.ai/registry/clearml/",
            "name": "ClearML"
          },
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            "@id": "https://decisioninsights.ai/registry/deepseek/#organization",
            "@type": "Organization",
            "mainEntityOfPage": "https://decisioninsights.ai/registry/deepseek/",
            "name": "DeepSeek"
          },
          {
            "@id": "https://decisioninsights.ai/registry/upsolver/#organization",
            "@type": "Organization",
            "mainEntityOfPage": "https://decisioninsights.ai/registry/upsolver/",
            "name": "Upsolver"
          },
          {
            "@id": "https://decisioninsights.ai/registry/polars-data/#organization",
            "@type": "Organization",
            "mainEntityOfPage": "https://decisioninsights.ai/registry/polars-data/",
            "name": "polars data"
          }
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "Segment",
        "value": "Information Technology / Software & Services / IT Services / Data Processing & Outsourced Services"
      },
      {
        "@type": "PropertyValue",
        "name": "Projects",
        "propertyID": "https://decisioninsights.ai/ns#ownedProjects",
        "value": [
          {
            "@id": "https://decisioninsights.ai/projects/great-expectations/#project",
            "@type": "SoftwareSourceCode",
            "mainEntityOfPage": "https://decisioninsights.ai/projects/great-expectations/",
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          }
        ]
      },
      {
        "@type": "PropertyValue",
        "description": "17 of 100 on Stringer's Agent Readiness score, checked October 25, 2026. Not Agent Ready yet.",
        "identifier": "greatexpectations.io",
        "maxValue": 100,
        "minValue": 0,
        "name": "Agent Readiness",
        "propertyID": "https://decisioninsights.ai/ns#agentReadiness",
        "url": "https://stringer.ai/verified/greatexpectations.io/",
        "value": 17,
        "valueReference": {
          "@type": "DefinedTerm",
          "name": "Red",
          "termCode": "red"
        }
      },
      {
        "@type": "PropertyValue",
        "description": "Great Expectations hasn't claimed this listing, so everything in it comes from public sources.",
        "name": "Listing status",
        "propertyID": "https://decisioninsights.ai/ns#listingStatus",
        "value": "Not claimed"
      }
    ],
    "address": {
      "@type": "PostalAddress",
      "addressCountry": "US",
      "addressLocality": "Remote",
      "addressRegion": "OR",
      "postalCode": "97458"
    },
    "description": "Great Expectations is an open source data quality framework for defining, validating, and documenting enterprise data expectations.",
    "keywords": [
      "Cloud",
      "Code Review",
      "Components",
      "Continuous Integration and Continuous Deployment",
      "Datasets",
      "Enterprise",
      "Extract, Load, Transform",
      "Extract, Transform, Load",
      "IT Governance",
      "Machine Learning",
      "Observability",
      "on-premises",
      "Open Source",
      "Orchestration",
      "Software",
      "Visibility"
    ],
    "knowsAbout": [
      {
        "@id": "https://decisioninsights.ai/term/ai-infrastructure/#definedterm",
        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/ai-infrastructure/",
        "name": "AI infrastructure"
      },
      {
        "@id": "https://decisioninsights.ai/term/cloud/#definedterm",
        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/cloud/",
        "name": "Cloud"
      },
      {
        "@id": "https://decisioninsights.ai/term/code-review/#definedterm",
        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/code-review/",
        "name": "Code Review"
      },
      {
        "@id": "https://decisioninsights.ai/term/components/#definedterm",
        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/components/",
        "name": "Components"
      },
      {
        "@id": "https://decisioninsights.ai/term/continuous-integration-and-continuous-deployment-cicd/#definedterm",
        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/continuous-integration-and-continuous-deployment-cicd/",
        "name": "Continuous Integration and Continuous Deployment"
      },
      {
        "@id": "https://decisioninsights.ai/term/cybersecurity/#definedterm",
        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/cybersecurity/",
        "name": "Cybersecurity"
      },
      {
        "@id": "https://decisioninsights.ai/term/data-center/#definedterm",
        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/data-center/",
        "name": "Data Center"
      },
      {
        "@id": "https://decisioninsights.ai/term/datasets/#definedterm",
        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/datasets/",
        "name": "Datasets"
      },
      {
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        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/enterprise/",
        "name": "Enterprise"
      },
      {
        "@id": "https://decisioninsights.ai/term/extract-load-transform-elt/#definedterm",
        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/extract-load-transform-elt/",
        "name": "Extract, Load, Transform"
      },
      {
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        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/extract-transform-load-etl/",
        "name": "Extract, Transform, Load"
      },
      {
        "@id": "https://decisioninsights.ai/term/it-governance/#definedterm",
        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/it-governance/",
        "name": "IT Governance"
      },
      {
        "@id": "https://decisioninsights.ai/term/machine-learning-ml/#definedterm",
        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/machine-learning-ml/",
        "name": "Machine Learning"
      },
      {
        "@id": "https://decisioninsights.ai/term/observability/#definedterm",
        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/observability/",
        "name": "Observability"
      },
      {
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        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/on-premises-on-prem/",
        "name": "on-premises"
      },
      {
        "@id": "https://decisioninsights.ai/term/open-source/#definedterm",
        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/open-source/",
        "name": "Open Source"
      },
      {
        "@id": "https://decisioninsights.ai/term/orchestration/#definedterm",
        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/orchestration/",
        "name": "Orchestration"
      },
      {
        "@id": "https://decisioninsights.ai/term/software/#definedterm",
        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/software/",
        "name": "Software"
      },
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        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/sd-storage/",
        "name": "Storage"
      },
      {
        "@id": "https://decisioninsights.ai/term/visibility/#definedterm",
        "@type": "DefinedTerm",
        "mainEntityOfPage": "https://decisioninsights.ai/term/visibility/",
        "name": "Visibility"
      }
    ],
    "legalName": "Great Expectations Labs Inc",
    "mainEntityOfPage": "https://decisioninsights.ai/registry/great-expectations/",
    "name": "Great Expectations",
    "sameAs": [
      "https://www.linkedin.com/company/greatexpectations-data",
      "https://x.com/expectgreatdata"
    ],
    "url": "https://greatexpectations.io"
  },
  {
    "@context": "https://schema.org",
    "@id": "https://decisioninsights.ai/registry/great-expectations/",
    "@type": "ProfilePage",
    "dateModified": "2026-10-27T10:22:42Z",
    "isPartOf": {
      "@id": "https://decisioninsights.ai/#website"
    },
    "mainEntity": {
      "@id": "https://decisioninsights.ai/registry/great-expectations/#organization"
    },
    "sdDatePublished": "2026-10-27",
    "sdPublisher": {
      "@id": "https://decisioninsights.ai/#organization"
    },
    "url": "https://decisioninsights.ai/registry/great-expectations/"
  },
  {
    "@context": "https://schema.org",
    "@type": "FAQPage",
    "mainEntity": [
      {
        "@type": "Question",
        "acceptedAnswer": {
          "@type": "Answer",
          "text": "Great Expectations is an open source data quality framework for defining, validating, and documenting enterprise data expectations."
        },
        "name": "Who is Great Expectations?"
      },
      {
        "@type": "Question",
        "acceptedAnswer": {
          "@type": "Answer",
          "text": "Great Expectations competes in: Information Technology / Software & Services / IT Services / Data Processing & Outsourced Services."
        },
        "name": "What does Great Expectations compete in?"
      },
      {
        "@type": "Question",
        "acceptedAnswer": {
          "@type": "Answer",
          "text": "Great Expectations appears across 1 open source project to date."
        },
        "name": "How much coverage does Great Expectations have on Decision Insights?"
      }
    ]
  }
]