{"adoption": {"forks": 512, "observed_at": "2026-08-28T04:09:42.841812+00:00", "stars": 6361}, "canonical_url": "https://ross.abutalabs.com/products/materializeinc-materialize", "card": {"archived": false, "artifact_type": "service", "description": "The live data layer for apps and AI agents. Create up-to-the-second views into your business, just using SQL", "domain": ["databases", "large-language-models", "analytics", "microservices"], "enriched": true, "function": ["database", "streaming", "etl", "rag", "mcp", "monitoring"], "health_score": 100, "homepage": "https://materialize.com", "language": "Rust", "license": "NOASSERTION", "license_family": "other", "maturity": "active", "member_repos": ["MaterializeInc/materialize"], "name": "MaterializeInc/materialize", "platform": ["cloud", "self-hosted", "rust"], "pushed_at": "2026-08-26T22:59:13+00:00", "repo": "MaterializeInc/materialize", "stars": 6361, "tags": ["stream-processing", "materialized-views", "incremental-computation", "cdc", "change-data-capture", "postgresql-wire-protocol", "kafka", "operational-data-store", "cqrs", "real-time-views", "bsl-license", "feature-store", "sql", "data-engineering", "streaming", "real-time", "docker", "kubernetes"], "topics": ["rust", "database", "sql", "streaming", "kafka", "distributed-systems", "postgresql-dialect", "materialized-view", "stream-processing", "postgresql", "streaming-data", "operational-data-store", "data-store", "cdc", "data-mesh", "mysql", "sql-server"], "urls": [], "use_cases": ["keep dashboards up to date with real-time data using SQL", "serve fresh context to AI agents and RAG pipelines", "offload expensive read queries from a production Postgres database", "build an operational data store with CDC from multiple databases", "power an online feature store for real-time ML inference", "stream incrementally transformed data to downstream systems", "build a live context graph of business data products"], "what_it_is": "Materialize is a streaming database that uses incremental computation to maintain always-fresh, strongly consistent SQL views over data from sources like PostgreSQL, MySQL, and Kafka. It is available as a managed cloud service, a self-managed Kubernetes deployment, and a Docker emulator, and exposes a PostgreSQL wire protocol plus an MCP server for AI agents.", "when_to_avoid": ["you only need batch analytics or scheduled ETL with no freshness requirement", "you want a fully open-source license - Materialize is BSL, not OSI-approved", "your workload fits comfortably in a traditional database with simple materialized views", "you need a lightweight embedded database rather than a distributed streaming system"], "when_to_choose": ["you need sub-second, strongly consistent views over streaming data without building custom pipelines", "your team knows SQL but not stream-processing frameworks like Flink", "you want to serve operational analytics or ML features without overloading OLTP databases", "you need CDC ingestion from Postgres, MySQL, SQL Server, or Kafka with incremental view maintenance"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/materializeinc-materialize", "repo": "MaterializeInc/materialize", "role": "main", "score": 99}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:42.841812+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:46:04.948639+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "63958e653bdb1c9d0bb748b24c68052d7512e4538bd646e144cb1e3b2dfca4f0", "fetched_at": "2026-08-28T04:09:42.841812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MaterializeInc/materialize"}, {"content_hash": "a68b8fe81578819b802335d15237186925dbd7b54504be5cb17a4fc8f8e32480", "fetched_at": "2026-08-29T08:42:31.892941+00:00", "kind": "homepage", "missing": false, "url": "https://materialize.com"}, {"content_hash": "a649fe423507a0d0553fef59a4ec5ae0cfe8cbb5fb3f084334a792cf2a09ceb2", "fetched_at": "2026-08-29T08:42:31.897719+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/architecture-patterns/live-context-graph"}, {"content_hash": "c6abab4fc8bf4b5cdcb62a280e87844870d67bb1adfed092ffdef355c43ff623", "fetched_at": "2026-08-29T08:42:31.901855+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started/install-materialize-emulator"}, {"content_hash": "827dacb6015908d060dbfb5a4ff624673a0aa6f69b31e1ce00d076e494b00e64", "fetched_at": "2026-08-29T08:42:31.903675+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs"}, {"content_hash": "c29365d2696efc6d5830ff635a8201b4a97002ac2b986ee3ec7c3c28f3e3b118", "fetched_at": "2026-08-29T08:42:31.905378+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started"}, {"content_hash": "35c859d26900aa26a1d5498f42c3b619fdc0fac0365879bbef0112b1d50066cb", "fetched_at": "2026-08-29T08:42:31.907078+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/concepts"}, {"content_hash": "b7ec549e458bbcaa35a5bceb060bd9a48882836fea67d32b6674c54f3090b986", "fetched_at": "2026-08-29T08:42:31.908851+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/releases"}, {"content_hash": "0a0b6d5b74b59b8700fd4435ec790817a8da258ce53467d3408c1bfbdf8aa9a3", "fetched_at": "2026-08-29T08:42:31.895551+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/materialize-pricing"}, {"content_hash": "56b65a1fcfce8b49b934e04d0715e04754533703b8888d7f07a04ff6385de74a", "fetched_at": "2026-08-29T08:42:31.899992+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/customer-stories/neo-financial"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:42.841812+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:46:04.948639+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "63958e653bdb1c9d0bb748b24c68052d7512e4538bd646e144cb1e3b2dfca4f0", "fetched_at": "2026-08-28T04:09:42.841812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MaterializeInc/materialize"}, {"content_hash": "a68b8fe81578819b802335d15237186925dbd7b54504be5cb17a4fc8f8e32480", "fetched_at": "2026-08-29T08:42:31.892941+00:00", "kind": "homepage", "missing": false, "url": "https://materialize.com"}, {"content_hash": "a649fe423507a0d0553fef59a4ec5ae0cfe8cbb5fb3f084334a792cf2a09ceb2", "fetched_at": "2026-08-29T08:42:31.897719+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/architecture-patterns/live-context-graph"}, {"content_hash": "c6abab4fc8bf4b5cdcb62a280e87844870d67bb1adfed092ffdef355c43ff623", "fetched_at": "2026-08-29T08:42:31.901855+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started/install-materialize-emulator"}, {"content_hash": "827dacb6015908d060dbfb5a4ff624673a0aa6f69b31e1ce00d076e494b00e64", "fetched_at": "2026-08-29T08:42:31.903675+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs"}, {"content_hash": "c29365d2696efc6d5830ff635a8201b4a97002ac2b986ee3ec7c3c28f3e3b118", "fetched_at": "2026-08-29T08:42:31.905378+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started"}, {"content_hash": "35c859d26900aa26a1d5498f42c3b619fdc0fac0365879bbef0112b1d50066cb", "fetched_at": "2026-08-29T08:42:31.907078+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/concepts"}, {"content_hash": "b7ec549e458bbcaa35a5bceb060bd9a48882836fea67d32b6674c54f3090b986", "fetched_at": "2026-08-29T08:42:31.908851+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/releases"}, {"content_hash": "0a0b6d5b74b59b8700fd4435ec790817a8da258ce53467d3408c1bfbdf8aa9a3", "fetched_at": "2026-08-29T08:42:31.895551+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/materialize-pricing"}, {"content_hash": "56b65a1fcfce8b49b934e04d0715e04754533703b8888d7f07a04ff6385de74a", "fetched_at": "2026-08-29T08:42:31.899992+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/customer-stories/neo-financial"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:46:04.948639+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "63958e653bdb1c9d0bb748b24c68052d7512e4538bd646e144cb1e3b2dfca4f0", "fetched_at": "2026-08-28T04:09:42.841812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MaterializeInc/materialize"}, {"content_hash": "a68b8fe81578819b802335d15237186925dbd7b54504be5cb17a4fc8f8e32480", "fetched_at": "2026-08-29T08:42:31.892941+00:00", "kind": "homepage", "missing": false, "url": "https://materialize.com"}, {"content_hash": "a649fe423507a0d0553fef59a4ec5ae0cfe8cbb5fb3f084334a792cf2a09ceb2", "fetched_at": "2026-08-29T08:42:31.897719+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/architecture-patterns/live-context-graph"}, {"content_hash": "c6abab4fc8bf4b5cdcb62a280e87844870d67bb1adfed092ffdef355c43ff623", "fetched_at": "2026-08-29T08:42:31.901855+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started/install-materialize-emulator"}, {"content_hash": "827dacb6015908d060dbfb5a4ff624673a0aa6f69b31e1ce00d076e494b00e64", "fetched_at": "2026-08-29T08:42:31.903675+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs"}, {"content_hash": "c29365d2696efc6d5830ff635a8201b4a97002ac2b986ee3ec7c3c28f3e3b118", "fetched_at": "2026-08-29T08:42:31.905378+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started"}, {"content_hash": "35c859d26900aa26a1d5498f42c3b619fdc0fac0365879bbef0112b1d50066cb", "fetched_at": "2026-08-29T08:42:31.907078+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/concepts"}, {"content_hash": "b7ec549e458bbcaa35a5bceb060bd9a48882836fea67d32b6674c54f3090b986", "fetched_at": "2026-08-29T08:42:31.908851+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/releases"}, {"content_hash": "0a0b6d5b74b59b8700fd4435ec790817a8da258ce53467d3408c1bfbdf8aa9a3", "fetched_at": "2026-08-29T08:42:31.895551+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/materialize-pricing"}, {"content_hash": "56b65a1fcfce8b49b934e04d0715e04754533703b8888d7f07a04ff6385de74a", "fetched_at": "2026-08-29T08:42:31.899992+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/customer-stories/neo-financial"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:42.841812+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:42.841812+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:42.841812+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:46:04.948639+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "63958e653bdb1c9d0bb748b24c68052d7512e4538bd646e144cb1e3b2dfca4f0", "fetched_at": "2026-08-28T04:09:42.841812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MaterializeInc/materialize"}, {"content_hash": "a68b8fe81578819b802335d15237186925dbd7b54504be5cb17a4fc8f8e32480", "fetched_at": "2026-08-29T08:42:31.892941+00:00", "kind": "homepage", "missing": false, "url": "https://materialize.com"}, {"content_hash": "a649fe423507a0d0553fef59a4ec5ae0cfe8cbb5fb3f084334a792cf2a09ceb2", "fetched_at": "2026-08-29T08:42:31.897719+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/architecture-patterns/live-context-graph"}, {"content_hash": "c6abab4fc8bf4b5cdcb62a280e87844870d67bb1adfed092ffdef355c43ff623", "fetched_at": "2026-08-29T08:42:31.901855+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started/install-materialize-emulator"}, {"content_hash": "827dacb6015908d060dbfb5a4ff624673a0aa6f69b31e1ce00d076e494b00e64", "fetched_at": "2026-08-29T08:42:31.903675+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs"}, {"content_hash": "c29365d2696efc6d5830ff635a8201b4a97002ac2b986ee3ec7c3c28f3e3b118", "fetched_at": "2026-08-29T08:42:31.905378+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started"}, {"content_hash": "35c859d26900aa26a1d5498f42c3b619fdc0fac0365879bbef0112b1d50066cb", "fetched_at": "2026-08-29T08:42:31.907078+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/concepts"}, {"content_hash": "b7ec549e458bbcaa35a5bceb060bd9a48882836fea67d32b6674c54f3090b986", "fetched_at": "2026-08-29T08:42:31.908851+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/releases"}, {"content_hash": "0a0b6d5b74b59b8700fd4435ec790817a8da258ce53467d3408c1bfbdf8aa9a3", "fetched_at": "2026-08-29T08:42:31.895551+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/materialize-pricing"}, {"content_hash": "56b65a1fcfce8b49b934e04d0715e04754533703b8888d7f07a04ff6385de74a", "fetched_at": "2026-08-29T08:42:31.899992+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/customer-stories/neo-financial"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:42.841812+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:42.841812+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:46:04.948639+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "63958e653bdb1c9d0bb748b24c68052d7512e4538bd646e144cb1e3b2dfca4f0", "fetched_at": "2026-08-28T04:09:42.841812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MaterializeInc/materialize"}, {"content_hash": "a68b8fe81578819b802335d15237186925dbd7b54504be5cb17a4fc8f8e32480", "fetched_at": "2026-08-29T08:42:31.892941+00:00", "kind": "homepage", "missing": false, "url": "https://materialize.com"}, {"content_hash": "a649fe423507a0d0553fef59a4ec5ae0cfe8cbb5fb3f084334a792cf2a09ceb2", "fetched_at": "2026-08-29T08:42:31.897719+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/architecture-patterns/live-context-graph"}, {"content_hash": "c6abab4fc8bf4b5cdcb62a280e87844870d67bb1adfed092ffdef355c43ff623", "fetched_at": "2026-08-29T08:42:31.901855+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started/install-materialize-emulator"}, {"content_hash": "827dacb6015908d060dbfb5a4ff624673a0aa6f69b31e1ce00d076e494b00e64", "fetched_at": "2026-08-29T08:42:31.903675+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs"}, {"content_hash": "c29365d2696efc6d5830ff635a8201b4a97002ac2b986ee3ec7c3c28f3e3b118", "fetched_at": "2026-08-29T08:42:31.905378+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started"}, {"content_hash": "35c859d26900aa26a1d5498f42c3b619fdc0fac0365879bbef0112b1d50066cb", "fetched_at": "2026-08-29T08:42:31.907078+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/concepts"}, {"content_hash": "b7ec549e458bbcaa35a5bceb060bd9a48882836fea67d32b6674c54f3090b986", "fetched_at": "2026-08-29T08:42:31.908851+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/releases"}, {"content_hash": "0a0b6d5b74b59b8700fd4435ec790817a8da258ce53467d3408c1bfbdf8aa9a3", "fetched_at": "2026-08-29T08:42:31.895551+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/materialize-pricing"}, {"content_hash": "56b65a1fcfce8b49b934e04d0715e04754533703b8888d7f07a04ff6385de74a", "fetched_at": "2026-08-29T08:42:31.899992+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/customer-stories/neo-financial"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:42.841812+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:42.841812+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:42.841812+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:46:04.948639+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "63958e653bdb1c9d0bb748b24c68052d7512e4538bd646e144cb1e3b2dfca4f0", "fetched_at": "2026-08-28T04:09:42.841812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MaterializeInc/materialize"}, {"content_hash": "a68b8fe81578819b802335d15237186925dbd7b54504be5cb17a4fc8f8e32480", "fetched_at": "2026-08-29T08:42:31.892941+00:00", "kind": "homepage", "missing": false, "url": "https://materialize.com"}, {"content_hash": "a649fe423507a0d0553fef59a4ec5ae0cfe8cbb5fb3f084334a792cf2a09ceb2", "fetched_at": "2026-08-29T08:42:31.897719+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/architecture-patterns/live-context-graph"}, {"content_hash": "c6abab4fc8bf4b5cdcb62a280e87844870d67bb1adfed092ffdef355c43ff623", "fetched_at": "2026-08-29T08:42:31.901855+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started/install-materialize-emulator"}, {"content_hash": "827dacb6015908d060dbfb5a4ff624673a0aa6f69b31e1ce00d076e494b00e64", "fetched_at": "2026-08-29T08:42:31.903675+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs"}, {"content_hash": "c29365d2696efc6d5830ff635a8201b4a97002ac2b986ee3ec7c3c28f3e3b118", "fetched_at": "2026-08-29T08:42:31.905378+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started"}, {"content_hash": "35c859d26900aa26a1d5498f42c3b619fdc0fac0365879bbef0112b1d50066cb", "fetched_at": "2026-08-29T08:42:31.907078+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/concepts"}, {"content_hash": "b7ec549e458bbcaa35a5bceb060bd9a48882836fea67d32b6674c54f3090b986", "fetched_at": "2026-08-29T08:42:31.908851+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/releases"}, {"content_hash": "0a0b6d5b74b59b8700fd4435ec790817a8da258ce53467d3408c1bfbdf8aa9a3", "fetched_at": "2026-08-29T08:42:31.895551+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/materialize-pricing"}, {"content_hash": "56b65a1fcfce8b49b934e04d0715e04754533703b8888d7f07a04ff6385de74a", "fetched_at": "2026-08-29T08:42:31.899992+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/customer-stories/neo-financial"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:42.841812+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:42.841812+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:46:04.948639+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "63958e653bdb1c9d0bb748b24c68052d7512e4538bd646e144cb1e3b2dfca4f0", "fetched_at": "2026-08-28T04:09:42.841812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MaterializeInc/materialize"}, {"content_hash": "a68b8fe81578819b802335d15237186925dbd7b54504be5cb17a4fc8f8e32480", "fetched_at": "2026-08-29T08:42:31.892941+00:00", "kind": "homepage", "missing": false, "url": "https://materialize.com"}, {"content_hash": "a649fe423507a0d0553fef59a4ec5ae0cfe8cbb5fb3f084334a792cf2a09ceb2", "fetched_at": "2026-08-29T08:42:31.897719+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/architecture-patterns/live-context-graph"}, {"content_hash": "c6abab4fc8bf4b5cdcb62a280e87844870d67bb1adfed092ffdef355c43ff623", "fetched_at": "2026-08-29T08:42:31.901855+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started/install-materialize-emulator"}, {"content_hash": "827dacb6015908d060dbfb5a4ff624673a0aa6f69b31e1ce00d076e494b00e64", "fetched_at": "2026-08-29T08:42:31.903675+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs"}, {"content_hash": "c29365d2696efc6d5830ff635a8201b4a97002ac2b986ee3ec7c3c28f3e3b118", "fetched_at": "2026-08-29T08:42:31.905378+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started"}, {"content_hash": "35c859d26900aa26a1d5498f42c3b619fdc0fac0365879bbef0112b1d50066cb", "fetched_at": "2026-08-29T08:42:31.907078+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/concepts"}, {"content_hash": "b7ec549e458bbcaa35a5bceb060bd9a48882836fea67d32b6674c54f3090b986", "fetched_at": "2026-08-29T08:42:31.908851+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/releases"}, {"content_hash": "0a0b6d5b74b59b8700fd4435ec790817a8da258ce53467d3408c1bfbdf8aa9a3", "fetched_at": "2026-08-29T08:42:31.895551+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/materialize-pricing"}, {"content_hash": "56b65a1fcfce8b49b934e04d0715e04754533703b8888d7f07a04ff6385de74a", "fetched_at": "2026-08-29T08:42:31.899992+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/customer-stories/neo-financial"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:46:04.948639+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "63958e653bdb1c9d0bb748b24c68052d7512e4538bd646e144cb1e3b2dfca4f0", "fetched_at": "2026-08-28T04:09:42.841812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MaterializeInc/materialize"}, {"content_hash": "a68b8fe81578819b802335d15237186925dbd7b54504be5cb17a4fc8f8e32480", "fetched_at": "2026-08-29T08:42:31.892941+00:00", "kind": "homepage", "missing": false, "url": "https://materialize.com"}, {"content_hash": "a649fe423507a0d0553fef59a4ec5ae0cfe8cbb5fb3f084334a792cf2a09ceb2", "fetched_at": "2026-08-29T08:42:31.897719+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/architecture-patterns/live-context-graph"}, {"content_hash": "c6abab4fc8bf4b5cdcb62a280e87844870d67bb1adfed092ffdef355c43ff623", "fetched_at": "2026-08-29T08:42:31.901855+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started/install-materialize-emulator"}, {"content_hash": "827dacb6015908d060dbfb5a4ff624673a0aa6f69b31e1ce00d076e494b00e64", "fetched_at": "2026-08-29T08:42:31.903675+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs"}, {"content_hash": "c29365d2696efc6d5830ff635a8201b4a97002ac2b986ee3ec7c3c28f3e3b118", "fetched_at": "2026-08-29T08:42:31.905378+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started"}, {"content_hash": "35c859d26900aa26a1d5498f42c3b619fdc0fac0365879bbef0112b1d50066cb", "fetched_at": "2026-08-29T08:42:31.907078+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/concepts"}, {"content_hash": "b7ec549e458bbcaa35a5bceb060bd9a48882836fea67d32b6674c54f3090b986", "fetched_at": "2026-08-29T08:42:31.908851+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/releases"}, {"content_hash": "0a0b6d5b74b59b8700fd4435ec790817a8da258ce53467d3408c1bfbdf8aa9a3", "fetched_at": "2026-08-29T08:42:31.895551+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/materialize-pricing"}, {"content_hash": "56b65a1fcfce8b49b934e04d0715e04754533703b8888d7f07a04ff6385de74a", "fetched_at": "2026-08-29T08:42:31.899992+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/customer-stories/neo-financial"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:46:04.948639+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "63958e653bdb1c9d0bb748b24c68052d7512e4538bd646e144cb1e3b2dfca4f0", "fetched_at": "2026-08-28T04:09:42.841812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MaterializeInc/materialize"}, {"content_hash": "a68b8fe81578819b802335d15237186925dbd7b54504be5cb17a4fc8f8e32480", "fetched_at": "2026-08-29T08:42:31.892941+00:00", "kind": "homepage", "missing": false, "url": "https://materialize.com"}, {"content_hash": "a649fe423507a0d0553fef59a4ec5ae0cfe8cbb5fb3f084334a792cf2a09ceb2", "fetched_at": "2026-08-29T08:42:31.897719+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/architecture-patterns/live-context-graph"}, {"content_hash": "c6abab4fc8bf4b5cdcb62a280e87844870d67bb1adfed092ffdef355c43ff623", "fetched_at": "2026-08-29T08:42:31.901855+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started/install-materialize-emulator"}, {"content_hash": "827dacb6015908d060dbfb5a4ff624673a0aa6f69b31e1ce00d076e494b00e64", "fetched_at": "2026-08-29T08:42:31.903675+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs"}, {"content_hash": "c29365d2696efc6d5830ff635a8201b4a97002ac2b986ee3ec7c3c28f3e3b118", "fetched_at": "2026-08-29T08:42:31.905378+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started"}, {"content_hash": "35c859d26900aa26a1d5498f42c3b619fdc0fac0365879bbef0112b1d50066cb", "fetched_at": "2026-08-29T08:42:31.907078+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/concepts"}, {"content_hash": "b7ec549e458bbcaa35a5bceb060bd9a48882836fea67d32b6674c54f3090b986", "fetched_at": "2026-08-29T08:42:31.908851+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/releases"}, {"content_hash": "0a0b6d5b74b59b8700fd4435ec790817a8da258ce53467d3408c1bfbdf8aa9a3", "fetched_at": "2026-08-29T08:42:31.895551+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/materialize-pricing"}, {"content_hash": "56b65a1fcfce8b49b934e04d0715e04754533703b8888d7f07a04ff6385de74a", "fetched_at": "2026-08-29T08:42:31.899992+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/customer-stories/neo-financial"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:46:04.948639+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "63958e653bdb1c9d0bb748b24c68052d7512e4538bd646e144cb1e3b2dfca4f0", "fetched_at": "2026-08-28T04:09:42.841812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MaterializeInc/materialize"}, {"content_hash": "a68b8fe81578819b802335d15237186925dbd7b54504be5cb17a4fc8f8e32480", "fetched_at": "2026-08-29T08:42:31.892941+00:00", "kind": "homepage", "missing": false, "url": "https://materialize.com"}, {"content_hash": "a649fe423507a0d0553fef59a4ec5ae0cfe8cbb5fb3f084334a792cf2a09ceb2", "fetched_at": "2026-08-29T08:42:31.897719+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/architecture-patterns/live-context-graph"}, {"content_hash": "c6abab4fc8bf4b5cdcb62a280e87844870d67bb1adfed092ffdef355c43ff623", "fetched_at": "2026-08-29T08:42:31.901855+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started/install-materialize-emulator"}, {"content_hash": "827dacb6015908d060dbfb5a4ff624673a0aa6f69b31e1ce00d076e494b00e64", "fetched_at": "2026-08-29T08:42:31.903675+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs"}, {"content_hash": "c29365d2696efc6d5830ff635a8201b4a97002ac2b986ee3ec7c3c28f3e3b118", "fetched_at": "2026-08-29T08:42:31.905378+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/get-started"}, {"content_hash": "35c859d26900aa26a1d5498f42c3b619fdc0fac0365879bbef0112b1d50066cb", "fetched_at": "2026-08-29T08:42:31.907078+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/concepts"}, {"content_hash": "b7ec549e458bbcaa35a5bceb060bd9a48882836fea67d32b6674c54f3090b986", "fetched_at": "2026-08-29T08:42:31.908851+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/docs/releases"}, {"content_hash": "0a0b6d5b74b59b8700fd4435ec790817a8da258ce53467d3408c1bfbdf8aa9a3", "fetched_at": "2026-08-29T08:42:31.895551+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/materialize-pricing"}, {"content_hash": "56b65a1fcfce8b49b934e04d0715e04754533703b8888d7f07a04ff6385de74a", "fetched_at": "2026-08-29T08:42:31.899992+00:00", "kind": "site_page", "missing": false, "url": "https://materialize.com/customer-stories/neo-financial"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 99}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2749, "days_push": 7, "days_rel": 6, "gap_med": 6, "n_releases_24m": 14}, "score": 99, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}