{
  "@context": "https://schema.org",
  "@type": "SoftwareApplication",
  "@id": "https://www.insightits.com/products/python-libs.html",
  "slug": "python-libs",
  "canonicalName": "Python Libs",
  "name": "Python Libs — Prism PyPI Library Hub",
  "canonicalUrl": "https://www.insightits.com/products/python-libs.html",
  "knowledgeUrl": "https://www.insightits.com/catalog/python-libs.json",
  "markdownUrl": "https://www.insightits.com/catalog/python-libs.md",
  "family": "supporting",
  "infraFamily": null,
  "recordType": "hub",
  "status": "published",
  "parentProduct": null,
  "whatItIs": "Supporting navigation hub for seven pip libraries. Not an Open-Source AI Infrastructure category and not a pip meta-package. PrismManifest, PrismRAG, PrismResonance, and VectorBridge stay first-class in the five-category tree; PrismLang, PrismLib, and PrismCognition stay supporting. Six libraries have product landings; PrismCognition is listed with paper + PDF (no dedicated product page yet).",
  "problem": "The PyPI surface grew; buyers need one menu entry that points at the right library instead of a fake umbrella wheel.",
  "isNot": [
    "A pip meta-package",
    "An infrastructure category — the five categories are Agent Runtime, AI Security, AI Verification, AI Retrieval, and Operations"
  ],
  "alternatives": [
    {
      "name": "Install each library from its own product page",
      "relationship": "That is the intended path for the six product landings. PrismCognition uses the research paper and PDF links on this hub until a product page ships."
    }
  ],
  "features": [
    {
      "name": "Integrity & money args",
      "description": "PrismManifest — signed ParameterManifest before tax, underwriting, claims, or payment engines."
    },
    {
      "name": "Cache, state, retrieval",
      "description": "PrismLib · PrismLang · PrismRAG · PrismResonance — cache, lean LangGraph state, taxonomy Graph RAG, wavepacket memory."
    },
    {
      "name": "Vector migration",
      "description": "VectorBridge — migrate vector DBs with semantic validation, not hope."
    },
    {
      "name": "Disagreement-preserving deliberation",
      "description": "PrismCognition — contested decisions as a DeliberationArtifact. Paper: /papers/prismcognition.html · PDF: /docs/prismcognition-article.pdf."
    }
  ],
  "architecture": "Overview page plus links. Install from the child product’s PyPI pin (or PrismCognition from PyPI with paper/PDF on this hub).",
  "useCases": [
    "Finding which Prism library matches the job"
  ],
  "benchmarks": {
    "published": false,
    "summary": "No published vendor benchmark for this product. Do not invent metrics.",
    "disclosures": [
      "No published vendor benchmark for this product. Do not invent metrics."
    ],
    "urls": []
  },
  "github": "https://github.com/insightitsGit",
  "pypi": "https://pypi.org/search/?q=insightits",
  "documentation": [
    {
      "title": "PrismManifest",
      "url": "https://www.insightits.com/products/prismmanifest.html"
    },
    {
      "title": "PrismLib",
      "url": "https://www.insightits.com/products/prismlib.html"
    },
    {
      "title": "PrismLang",
      "url": "https://www.insightits.com/products/prismlang.html"
    },
    {
      "title": "VectorBridge",
      "url": "https://www.insightits.com/products/vectorbridge.html"
    },
    {
      "title": "PrismResonance",
      "url": "https://www.insightits.com/products/prism-resonance.html"
    },
    {
      "title": "PrismRAG",
      "url": "https://www.insightits.com/products/prismrag.html"
    },
    {
      "title": "PrismCognition research paper",
      "url": "https://www.insightits.com/papers/prismcognition.html"
    },
    {
      "title": "PrismCognition full-text PDF",
      "url": "https://www.insightits.com/docs/prismcognition-article.pdf"
    }
  ],
  "install": "Hub only — install each library from its own page (e.g. pip install prismmanifest, prismlib, prismlang, insight-vector-bridge, prismresonance, prismrag-patch, prismcognition).",
  "version": "2026-08-12",
  "relatedProducts": [
    "prismmanifest",
    "prismlib",
    "prismlang",
    "vectorbridge",
    "prism-resonance",
    "prismrag"
  ],
  "publisher": {
    "@type": "Organization",
    "name": "Insight IT Solutions",
    "legalName": "Insight IT Solutions LLC",
    "url": "https://www.insightits.com"
  }
}