Commands Intermediate2 min read

Generate Deterministic AI Facts with vg facts

Use vg facts to produce deterministic facts for a node — contract, invariant, and characterization — typed by how they were derived, from declared/static to observed. Learn how facts ground AI assistants.

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AI assistants reason better when they are given reliable facts instead of guesses. vg facts produces deterministic open facts for a code node — statements about its contract, invariants, and characterization — each typed by how it was derived. This article explains what facts are and how to use them.

Overview

For a given node, vg facts emits facts such as its contract (what it promises), invariants (what must always hold), and characterization (observed behavior). Crucially, each fact is epistemic-typed: it ranges from declared/static (read directly from the code) through to observed/derived (inferred from behavior). This lets a reader — human or AI — know how much to trust each statement.

Prerequisites

Build a code map so node analysis is available:

vg build

Generate facts

vg facts

The output is deterministic: the same code yields the same facts. That stability is what makes facts safe to feed into prompts and tooling — they will not drift between runs.

Why epistemic typing matters

Not all facts are equally certain. A declared type signature is more authoritative than an inferred invariant. By tagging each fact with how it was derived, vg facts lets you and your AI assistant weight them appropriately — trusting declared facts strongly and treating derived ones as hints.

Facts for AI assistants

Facts pair naturally with Vibgrate AI Context. Serve them, your code map, and version-correct docs to any assistant with the local offline MCP server:

vg serve

To wire the context server into your assistant:

vg install

See facts for AI assistants for a deeper walkthrough.

Inspect a node with vg show.
See which tests cover a node with vg tests.
Start the context server with vg serve.

Facts are generated locally and remain on your machine.

Vibgrate CLI

See a real scan run

A replay of the actual CLI running against our test repositories — live progress, real findings, a genuine DriftScore. Nothing executes in your browser.

Replay

demo@vibgrate — bash

❯ npx @vibgrate/cli scan

╭──────────────────────────────────────────╮

│ Vibgrate Drift Report │

╰──────────────────────────────────────────╯

── node-turborepo (node) .

Runtime: >=18.0.0 (6 majors behind)

Frameworks:

Turbo: 1.13.4 → 2.10.12 (1 behind)

TypeScript: 5.9.3 → 7.0.2 (2 behind)

Dependencies:

1 current 1 1-behind 3 2+ behind 1 unknown

── @repo/admin (node) apps/admin

Frameworks:

TanStack Query: 5.102.5 → 5.102.5 (current)

React: 18.3.1 → 19.2.8 (1 behind)

React DOM: 18.3.1 → 19.2.8 (1 behind)

TypeScript: 5.9.3 → 7.0.2 (2 behind)

Vite: 5.4.21 → 8.2.2 (3 behind)

Dependencies:

3 current 9 1-behind 3 2+ behind 4 unknown

── @repo/api (node) apps/api

Frameworks:

Express: 4.22.2 → 5.2.1 (1 behind)

TypeScript: 5.9.3 → 7.0.2 (2 behind)

Vitest: 1.6.1 → 4.1.11 (3 behind)

Dependencies:

7 current 5 1-behind 3 2+ behind 4 unknown

── @repo/web (node) apps/web

Frameworks:

Next.js: 14.2.35 → 16.3.3 (2 behind)

React: 18.3.1 → 19.2.8 (1 behind)

React DOM: 18.3.1 → 19.2.8 (1 behind)

TypeScript: 5.9.3 → 7.0.2 (2 behind)

Dependencies:

2 current 6 1-behind 3 2+ behind 5 unknown

── @repo/config (node) packages/config

Frameworks:

TypeScript: 5.9.3 → 7.0.2 (2 behind)

Dependencies:

2 current 2 1-behind 5 2+ behind 0 unknown

── @repo/database (node) packages/database

Frameworks:

Prisma: 5.22.0 → 7.10.0 (2 behind)

TypeScript: 5.9.3 → 7.0.2 (2 behind)

Dependencies:

1 current 0 1-behind 3 2+ behind 1 unknown

── @repo/types (node) packages/types

Frameworks:

TypeScript: 5.9.3 → 7.0.2 (2 behind)

Dependencies:

0 current 0 1-behind 1 2+ behind 1 unknown

── @repo/ui (node) packages/ui

Frameworks:

React: 18.3.1 → 19.2.8 (1 behind)

TypeScript: 5.9.3 → 7.0.2 (2 behind)

React: 18.3.1 → 19.2.8 (1 behind)

Dependencies:

1 current 4 1-behind 1 2+ behind 1 unknown

── @repo/utils (node) packages/utils

Frameworks:

TypeScript: 5.9.3 → 7.0.2 (2 behind)

Vitest: 1.6.1 → 4.1.11 (3 behind)

Dependencies:

0 current 1 1-behind 2 2+ behind 1 unknown

Tech Stack

Frontend: React, React DOM

Meta-frameworks: Next.js

Bundlers: tsx, Turbo, Vite

CSS / UI: Autoprefixer, PostCSS, Tailwind CSS

Backend: Express

ORM / Database: Prisma, Prisma Client

Testing: Vitest

Lint & Format: ESLint, ESLint Prettier, ESLint React, Prettier, typescript-eslint

Services & Integrations

Auth: JWT 9.0.3

Databases: Prisma 5.22.0

TypeScript

v5.3.3 · strict ✔ · MIXED · target: ES2022

Build & Deploy

Package Managers: pnpm

Monorepo: npm-workspaces, pnpm-workspaces, turbo

Product Purpose Signals

Frameworks: react, nextjs

Evidence: 177

Top Signals:

- [heading] Dashboard (apps/admin/src/pages/Dashboard.tsx)

- [title] Revenue Overview (apps/admin/src/pages/Dashboard.tsx)

- [copy] workspace:* (packages/ui/package.json)

- [copy] ./dist (packages/ui/tsconfig.json)

- [copy] ./src/index.ts (packages/ui/package.json)

- [copy] @repo/config/tsconfig-base.json (packages/ui/tsconfig.json)

- [copy] @repo/ui (packages/ui/package.json)

- [copy] #3b82f6 (apps/admin/src/pages/Dashboard.tsx)

Unknowns:

- No pricing or billing evidence found.

- No integrations/connectors evidence found.

- No route structure evidence found.

Security Posture

Lockfile ✖ · .env ✔ · node_modules ✔

Platform

Native modules: turbo

Code Quality

Files: 36 · Functions: 183 · Avg complexity: 2.62 · Avg length: 21.13 lines

Max nesting: 2 · Circular deps: 0 · Dead code: 0%

God files: apps/admin/src/pages/Products (448 lines)

Database Schema

postgresql · 8 models · 1 enum

Models: Address, CartItem, Category, Order, OrderItem (+3 more)

Findings (16 errors, 11 warnings)

✖ Node.js runtime ">=18.0.0" reached end-of-life on 2025-04-30 (latest: 24.0.0).

vibgrate/runtime-eol in .

⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).

vibgrate/framework-major-lag in .

✖ 60% of dependencies are 2+ major versions behind in node-turborepo.

vibgrate/dependency-rot in .

✖ @types/node is 6 major versions behind (spec: ^20.11.0, latest: 26.3.0).

vibgrate/dependency-major-lag in .

⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).

vibgrate/framework-major-lag in apps/admin

✖ Vite is 3 major versions behind (current: 5.4.21, latest: 8.2.2).

vibgrate/framework-major-lag in apps/admin

✖ vite is 3 major versions behind (spec: ^5.0.12, latest: 8.2.2).

vibgrate/dependency-major-lag in apps/admin

⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).

vibgrate/framework-major-lag in apps/api

✖ Vitest is 3 major versions behind (current: 1.6.1, latest: 4.1.11).

vibgrate/framework-major-lag in apps/api

✖ @types/node is 6 major versions behind (spec: ^20.11.0, latest: 26.3.0).

vibgrate/dependency-major-lag in apps/api

✖ vitest is 3 major versions behind (spec: ^1.2.1, latest: 4.1.11).

vibgrate/dependency-major-lag in apps/api

⚠ Next.js is 2 major versions behind (current: 14.2.35, latest: 16.3.3).

vibgrate/framework-major-lag in apps/web

⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).

vibgrate/framework-major-lag in apps/web

✖ @types/node is 6 major versions behind (spec: ^20.11.0, latest: 26.3.0).

vibgrate/dependency-major-lag in apps/web

⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).

vibgrate/framework-major-lag in packages/config

✖ 56% of dependencies are 2+ major versions behind in @repo/config.

vibgrate/dependency-rot in packages/config

✖ eslint-plugin-react-hooks is 3 major versions behind (spec: ^4.6.0, latest: 7.1.1).

vibgrate/dependency-major-lag in packages/config

⚠ Prisma is 2 major versions behind (current: 5.22.0, latest: 7.10.0).

vibgrate/framework-major-lag in packages/database

⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).

vibgrate/framework-major-lag in packages/database

✖ 75% of dependencies are 2+ major versions behind in @repo/database.

vibgrate/dependency-rot in packages/database

⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).

vibgrate/framework-major-lag in packages/types

✖ 100% of dependencies are 2+ major versions behind in @repo/types.

vibgrate/dependency-rot in packages/types

⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).

vibgrate/framework-major-lag in packages/ui

⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).

vibgrate/framework-major-lag in packages/utils

✖ Vitest is 3 major versions behind (current: 1.6.1, latest: 4.1.11).

vibgrate/framework-major-lag in packages/utils

✖ 67% of dependencies are 2+ major versions behind in @repo/utils.

vibgrate/dependency-rot in packages/utils

✖ vitest is 3 major versions behind (spec: ^1.2.1, latest: 4.1.11).

vibgrate/dependency-major-lag in packages/utils

╭──────────────────────────────────────────╮

│ Top Priority Actions │

╰──────────────────────────────────────────╯

1. Upgrade EOL runtime in node-turborepo

End-of-life runtimes no longer receive security patches and block ecosystem upgrades.

./.

>=18.0.0 → 24.0.0 (6 majors behind)

Impact: −10 drift points (runtime & EOL)

2. Fix security posture: no lockfile found

Without a lockfile, installs are non-deterministic. Run the install command to generate one and commit it.

Missing: package-lock.json, pnpm-lock.yaml, or yarn.lock

3. Upgrade Vite 5.4.21 → 8.2.2 in @repo/admin (+2 more)

3 major versions behind. Major framework drift increases breaking change risk and blocks access to security fixes and performance improvements.

./apps/admin

Vite: 5.4.21 → 8.2.2 (3 majors behind)

./apps/api

Vitest: 1.6.1 → 4.1.11 (3 majors behind)

./packages/utils

Vitest: 1.6.1 → 4.1.11 (3 majors behind)

Impact: −5–15 drift points

4. Reduce dependency rot in @repo/types (100% severely outdated)

1 of 1 dependencies are 2+ majors behind. Run `npm outdated` and prioritise packages with known CVEs or breaking API changes.

./packages/types

typescript: 5.9.3 → 7.0.2 (2 majors behind)

Impact: −5–10 drift points

5. Reduce dependency rot in @repo/database (75% severely outdated)

3 of 4 dependencies are 2+ majors behind. Run `npm outdated` and prioritise packages with known CVEs or breaking API changes.

./packages/database

@prisma/client: 5.22.0 → 7.10.0 (2 majors behind)

prisma: 5.22.0 → 7.10.0 (2 majors behind)

typescript: 5.9.3 → 7.0.2 (2 majors behind)

Impact: −5–10 drift points

╭──────────────────────────────────────────╮

│ Architecture Layers │

╰──────────────────────────────────────────╯

Archetype: nextjs (80% confidence)

Files classified: 24 (11 unclassified)

Folders classified: 8

apps/admin/src presentation 100% 4 files

apps/admin/src/pages presentation 100% 2 files

apps/api/src/middleware middleware 100% 2 files

apps/api/src/routes routing 100% 2 files

apps/web/src/app presentation 100% 4 files

apps/web/src/app/products presentation 100% 2 files

apps/web/src/app/products/[id] presentation 100% 1 file

packages/ui/src presentation 100% 6 files

Unclassified source (sample): 11

presentation 15 files drift ████████████████████ 100 risk high

routing 4 files drift ████████████████████ 100 risk high

middleware 2 files drift ███████▍░░░░░░░░░░░░ 37 risk moderate

config 2 files drift ░░░░░░░░░░░░░░░░░░░░ 0 risk none

shared 1 file drift ████████████████████ 100 risk high

╭──────────────────────────────────────────╮

│ DriftScore Summary │

╰──────────────────────────────────────────╯

DriftScore: 66/100

Risk Level: HIGH

Projects: 9

Classified: 8 nano · 1 micro · 0 small · 0 standard

Billable: 0.42 · 9 detected → 0.42 billable projects (micro-project pricing)

0.1 micro · 0.32 nano

These fractions add up across repositories, then round down to whole billable projects.

Score Breakdown

Runtime: ████████████████████ 100

Frameworks: █████████▏░░░░░░░░░░ 46

Dependencies: ██████▏░░░░░░░░░░░░░ 31

EOL Risk: ████████████████████ 100

Scanned at 2026-08-26T09:08:28.481Z · 7.1s · 286 files scanned · 56 workspace files · 27 dirs

❯

Press Run to start.

Explore the Vibgrate CLI

Overview

Prerequisites

Generate facts

Why epistemic typing matters

Facts for AI assistants

Related

Topics

Next Steps

Install Graph Integration into Your AI Assistant with vg install

Ask Your Codebase Questions with vg ask

List the Libraries Your Project Uses with vg lib

Build Your First Code Graph with vg build

See a real scan run