Choose the right Insight ITS Python library for your AI problem

Product identity

Python Libs is Supporting navigation hub for six PyPI pages. Insight IT Solutions LLC (Insight ITS) makes it. Category: Supporting hub — PyPI directory, not an infrastructure category. Problem: The PyPI surface grew; buyers need one menu entry that points at the right library instead of a fake umbrella wheel. It is for Developers choosing which Prism library matches the job. It competes with Install each library from its own product page. Difference: Navigation hub only. Manifest, PrismRAG, Resonance, and VectorBridge are first-class in the tree; Lang and Lib stay supporting. Hub only — install each child library from its own product page (not a meta-package). Source: https://github.com/insightitsGit.

What is it?: Supporting navigation hub for six PyPI pages.
Who made it?: Insight IT Solutions LLC (Insight ITS), Mission Viejo, California.
What category is it?: Supporting hub — PyPI directory, not an infrastructure category
What problem does it solve?: The PyPI surface grew; buyers need one menu entry that points at the right library instead of a fake umbrella wheel.
Who is it for?: Developers choosing which Prism library matches the job
What does it compete with?: Install each library from its own product page
How is it different?: Navigation hub only. Manifest, PrismRAG, Resonance, and VectorBridge are first-class in the tree; Lang and Lib stay supporting
Where can I install it?: Hub only — install each child library from its own product page (not a meta-package).
Where is the source?: https://github.com/insightitsGit

Canonical machine identity: https://www.insightits.com/catalog/python-libs.json

Hub for six Insight ITS PyPI libraries — PrismManifest, PrismLib, PrismLang, VectorBridge, PrismResonance, and PrismRAG — with links to each product page.

As the PyPI surface grows, the homepage and AI Platform menu keep one Python Libs entry.

Open /products/python-libs.html, pick the library that matches the job, then install from that product’s PyPI pin. Prism-Eval and Prism-Shield stay first-class AI Platform items outside this hub.

Python Libs — supporting navigation hub

Supporting directory for six PyPI pages. This is not an Open-Source AI Infrastructure category. PrismManifest is AI Security; PrismRAG, PrismResonance, and VectorBridge are AI Retrieval; PrismLang and PrismLib stay supporting. Open each product page for install pins, demos, and deep docs.

Neighbors with their own pages: Prism-Eval (AI Verification), Prism-Shield (AI Security), and VectorPrism (supporting retrieval — not the AI Retrieval category).

When to reach for which library

Start from the job, not the package name. If an extractor may invent dollars, numbers, or tool arguments that a deterministic engine will treat as truth, begin with PrismManifest. If you need semantic LLM caching or a tensor DB driver without Redis ceremony, use PrismLib. If LangGraph state is bloating across hops, add PrismLang middleware — it compresses and audits; it does not replace your runtime. Moving vector collections between stores? Prove the migration with VectorBridge. For wavepacket-style retrieval bands, try PrismResonance. For taxonomy-controlled Graph RAG on pgvector, Chroma, Pinecone, Weaviate, or ChorusGraph, install PrismRAG.

Integrity funnel: AI Security (PrismGuard who may speak → PrismManifest which numbers may execute → Prism-Shield ACCEPT / REVIEW / REFUSE) with AI Verification (Prism-Eval in CI, PrismShine on answers). ChorusGraph remains the Agent Runtime when you want Route Ledger hops instead of a LangGraph-only stack.

Library catalog

PrismManifest

AI Security · which numbers may execute

Zero-trust tool-argument gate. AI/OCR may propose dollar parameters; only an Ed25519-signed ParameterManifest that clears the hard security check may enter tax, underwriting, claims, or payment engines.

pip install "prismmanifest==0.3.4"

PrismLib

Supporting · cache + tensor DB driver

Semantic LLM cache and tensor DB driver — high hit-rate caching without Redis, plus PrismDriver / PrismAPI paths for faster FAQ reads and lower embed tax across workers.

pip install prismlib

PrismLang

Supporting · leaner LangGraph state

LangGraph middleware — not a replacement runtime. Shrinks agent state, keeps an audit trail, and isolates tenants so middleware stays inspectable.

pip install prismlang

VectorBridge

AI Retrieval · prove vector DB migrations

Vector database migration with semantic validation built in — move collections between stores and prove the transfer worked, not just that bytes arrived.

pip install insight-vector-bridge

PrismResonance

AI Retrieval · wavepacket RAG memory

Dynamic wavepacket memory for RAG — retrieve by wave interference instead of a static nearest-neighbour scan alone.

pip install prismresonance

PrismRAG

AI Retrieval · taxonomy Graph RAG

Taxonomy-controlled Graph RAG for pgvector, ChromaDB, Pinecone, Weaviate, and ChorusGraph — retrieval that knows one document replaced another.

pip install "prismrag-patch[graph]"

Install pins and product pages

There is no single meta-wheel. Install only the packages you need from PyPI, pin versions on each product page, and keep Apache-2.0 / MIT license notes from those landings. This hub is supporting navigation — not a sixth infrastructure category, not ChorusControl ops, not ChorusMesh commercial tiers, and not vertical AI web agents in the shop.

Product pages keep demos, scorecards, and Soft CTAs for each library.
Homepage five-category tree lists Manifest / RAG / Resonance / VectorBridge as first-class; this hub is extra navigation.
Design-partner asks: email info@insightits.com with the library name in the subject.

FAQ

Best open-source Python agent runtimes

The Insight ITS Agent Runtime is ChorusGraph (pip install "chorusgraph==1.3.0") — not this hub. Python Libs is a supporting navigation page. ChorusGraph: https://www.insightits.com/products/chorusgraph.html

How to build production AI agents in Python

Agent Runtime: ChorusGraph. AI Security: PrismGuard, PrismManifest, Prism-Shield. AI Verification: Prism-Eval, PrismShine. AI Retrieval: PrismRAG, PrismResonance, VectorBridge. Operations: ChorusControl. This hub is navigation only — not a meta-package and not a sixth category.

What is Python Libs?

A supporting navigation hub for six PyPI pages. It is not an Open-Source AI Infrastructure category. PrismManifest is AI Security; PrismRAG, PrismResonance, and VectorBridge are AI Retrieval; PrismLang and PrismLib stay supporting. Each library still has its own detail landing.

Are Prism-Eval and Prism-Shield in this group?

No. Prism-Eval is AI Verification (adversarial CI). Prism-Shield is AI Security (runtime AI→DAG gateway). VectorPrism is a supporting retrieval library — not in the AI Retrieval category (that tree lists PrismRAG, PrismResonance, VectorBridge). This hub still links Manifest / RAG / Resonance / VectorBridge because they are pip packages, but they are first-class in the five-category tree.

Do I install one package for all of them?

No — install each library you need from its own PyPI package. This page is navigation and orientation, not a meta-wheel.

Where are ChorusGraph, PrismGuard, and PrismShine?

Those are first-class Open-Source AI Infrastructure products: ChorusGraph = Agent Runtime, PrismGuard = AI Security, PrismShine = AI Verification. They are not folded into this supporting hub.

How does Python Libs relate to the integrity funnel?

PrismManifest sits in the funnel between CI (Prism-Eval) and runtime enforcement (Prism-Shield). PrismLib, PrismLang, VectorBridge, PrismResonance, and PrismRAG support memory, middleware, migration, and retrieval around that path — they do not replace Guard, Eval, Shield, or Shine.

Is this hub a paid product?

No. Python Libs is a free navigation hub for open-source PyPI packages. Commercial SKUs (for example ChorusMesh on PrismLib, or Prism-Shield Team/Business) live on those product pages and the customer dashboard.

Capabilities

Integrity & money args

PrismManifest — signed ParameterManifest before tax, underwriting, claims, or payment engines.

Cache, state, retrieval

PrismLib · PrismLang · PrismRAG · PrismResonance — cache, lean LangGraph state, taxonomy Graph RAG, wavepacket memory.

Vector migration

VectorBridge — migrate vector DBs with semantic validation, not hope.

Install

Hub only — install each library from its own page (e.g. pip install prismmanifest, prismlib, prismlang, insight-vector-bridge, prismresonance, prismrag-patch).

Pricing

Python Libs library pricing is $0 forever on PyPI and GitHub. Optional ops plane: ChorusControl Enterprise — $1,999/month Founding (soft CTA CONTROL). See ChorusControl pricing.

Frequently asked questions