This release is a pre-release and may not be stable for production use.
ViewSpec
Describe intent. Compile a checked interface.
ViewSpec is an agent-native UI and app compiler. Agents describe semantic UI, state, and action intent as IntentBundle or AppBundle JSON. The free local compiler turns that source into deterministic HTML or React artifacts with provenance and checks; prove --target react-tailwind-tsx --install adds bounded browser evidence. The paid hosted API adds Level 2 derivation, projections, rules, custom motifs, signed receipts, SwiftUI and Flutter artifacts, and verified runnable AppBundle projects.
Generated DOM and framework code stay compiler-owned. Developers and agents revise semantic source, then regenerate and verify the result instead of patching output by hand.
🌐 viewspec.dev — Compiled reference demos, pricing, and hosted compiler docs
Generated React apps can opt into two exact-versioned proof integrations by chenglou: Freerange for the manifest-described generated numeric kernel, and Pretext for native-DOM text line-count and overflow checks. Each integration is requested explicitly, reported separately, and fails closed within its documented scope.
Quick Start
python -m pip install --pre viewspec
viewspec prove --out .viewspec-proof
0.3.0b6 is a beta release, so --pre is required to install the current SDK. Plain
python -m pip install viewspec follows the stable channel instead.
Start with .viewspec-proof/PROOF.md. The same directory contains the machine-readable
proof_report.json, redacted support_bundle.json, semantic source, generated artifact, and
provenance manifest.
For an authored brief, use the canonical three-command lifecycle:
viewspec init-intent --out viewspec.intent.json
# Edit viewspec.intent.json; optionally author DESIGN.md.
viewspec validate-intent viewspec.intent.json --json
viewspec prove --intent viewspec.intent.json --target react-tailwind-tsx --install --out .viewspec-proof --json
Run viewspec init-design --out DESIGN.md once when the repository does not already provide a
governed design file.
Core Workflow Evidence
The checked core workflow is exercised against a fixed ten-case corpus covering app queue/detail, collection and outcome states, dense operations, dashboards, forms, landing pages, multi-step flows, and settings. All 10 cases render conformantly at canonical mobile, tablet, and desktop viewports with screenshot, DOM, accessibility, and log evidence. All ten passed the product-quality scorecard on first compile with zero critical issues. Each case also has one bounded semantic correction with a verified preview and applied receipt.
See the eight-gate result, product-quality scorecard, and correction proof. This is fixed-corpus evidence for supported brief families, not a guarantee that every arbitrary product brief is desirable, accessible, or production-ready.
What ViewSpec Does
The primary workflow is Intent-first compilation: semantic UI intent goes in, concrete renderer output plus a manifest comes out.
Before ViewSpec: Agents author DOM, CSS, and framework code directly. The model gets trapped in markup details instead of expressing structure, data, hierarchy, and interaction intent.
After ViewSpec: Agents author IntentBundle JSON. The compiler owns layout lowering, state generation, renderer output, design-token application, diagnostics, and provenance.
IntentBundle JSON -> ViewSpec compiler -> HTML / React / SwiftUI / Flutter / CompositionIR
|-- validate agent contract
|-- apply DESIGN.md
|-- generate and replay TypeScript reducers (AppBundle V3/V4)
|-- write provenance_manifest.json
`-- keep DOM and framework code as compiler output
Three Invariants
ViewSpec enforces three deterministic invariants:
- Exactly-once provenance. Every valid data binding is routed exactly once. Conflicting or duplicate bindings are deterministically resolved (first occurrence wins) and flagged as a diagnostic — never silently dropped, duplicated, or hallucinated.
- Semantic grouping. Data is grouped by meaning, not by visual adjacency.
- Strict ordering. The original data order is preserved deterministically, including across serialization round-trips.
AppBundle V4 & State IR
AppBundle V3 introduced bounded interactive state; V4 adds replay-proved visibility rules over that state:
- Declarative Mutation IR: Agents define state transitions (
set,patch,toggle,append,remove,move,increment) in JSON. - Deterministic Reducer Generation: The compiler generates a pure TypeScript
reduceViewSpecStatereducer. - State and Visibility Replay: Assertions prove expected state plus
visibility_v0outcomes against the generated reducer before browser use.
New: Custom Motif Plugins
Extend the local compiler securely with a microkernel architecture:
- MotifPluginManifest: Define strict input slots, ABI versions, and output guarantees for enterprise motifs (e.g.,
financial_candlestick_chart). - IR Portability: Custom plugins lower directly into standard
CompositionIR. You don't need to write custom HTML/React emitters for your new motifs! - Registry Support: Pass a
motif_registryto thecompilepipeline for reusable, safe plugin execution.
Install
python -m pip install --pre viewspec
The current public SDK is a beta; plain python -m pip install viewspec follows the stable
channel. Requires Python 3.11+. AppBundle V3/V4 (interactive_state_v0) reducer conformance
additionally requires Node.js (>=18) on PATH; V1/V2 and all IntentBundle flows are Python-only
and no-network. The optional Freerange proof for an applicable generated numeric scope additionally
requires a stable Bun 1.x or newer executable on PATH; ViewSpec never installs Bun. The separate
Pretext native-DOM text proof uses the React app's npm/Chromium toolchain and does not require Bun.
Python package: https://pypi.org/project/viewspec/
Hosted compiler pricing starts with Free at 500 hosted compile calls/day. Pro is $149/month for 10,000 hosted compile calls/day and up to 5 custom motif instances per compile; Enterprise is custom volume and terms.
Runnable React App Golden Path
Generate a checked AppBundle V4 incident console, compile it into a complete Vite/React/Tailwind app, and run it:
viewspec init-app --template react-app --out viewspec.app.json
viewspec compile-app viewspec.app.json --target react-tailwind-app --out app-dist
cd app-dist
npm ci
npm run dev
The generated app wires browser-history routes, host-provided resources with fixture fallback, AppBundle mutations, selectors, and visibility into the checked React screen artifacts. ViewSpecApp exposes typed resources, onNavigate, onAction, onStateChange, and onError host boundaries.
Edit viewspec.app.json, then regenerate with --force; do not edit generated React. Run the exact-artifact build and Chromium proof with:
viewspec prove-app --app viewspec.app.json --target react-tailwind-app --install
Opt in to the pinned Freerange numeric-helper proof with:
viewspec doctor --freerange
viewspec prove-app --app viewspec.app.json --target react-tailwind-app --install --freerange --json
doctor --freerange is a read-only Bun readiness probe: it may run bun --version, but it does
not install anything, mutate the app, or invoke a network-capable package runner. The generated
proof package pins @chenglou/freerange exactly to 0.0.1. In this proof workflow, --install is
the explicit boundary that permits npm ci --ignore-scripts and possible registry access. Use it
with the public prove-app command, which verifies a freshly generated tree. The lower-level
artifact verifier can consume dependencies prepared in an existing app directory; neither path
installs Bun.
After dependency preparation, exact-app verification runs strict TypeScript (tsc --noEmit)
before Freerange analysis, then runs the Vite build and Chromium proof. Freerange reports passed
only when an applicable scope has at least one manifest-required function and every required
function is fully analyzed with complete, matching coverage, safe allowed contracts, required
guarantees, no unproven assertion verdicts, and no error findings. A generated app with no
supported numeric operations reports
static_analysis.status: "not_applicable" and runtime.status: "not_required"; that outcome is
not relabeled as passed. Missing or unsupported Bun, dependency or integrity drift, malformed
analyzer output, incomplete coverage, unsafe contracts, findings, limits, timeouts, or source/tool
changes fail closed with stable APP_FREERANGE_* codes.
The machine report keeps explicit statuses for artifact integrity, TypeScript, Freerange, Vite, Chromium, and final integrity so completed evidence remains visible without turning a later failure into a successful composite claim.
The Freerange phase analyzes only the manifest-described generated numeric kernel and its recorded call-site hashes. It does not analyze CSS or Tailwind, prove rendered geometry, or certify arbitrary host applications; the later Vite/Chromium phases retain their existing bounded runtime claims.
Opt in to the pinned Pretext native-DOM text-layout proof independently or compose both analyses:
viewspec prove-app --app viewspec.app.json --target react-tailwind-app --install --pretext --json
viewspec prove-app --app viewspec.app.json --target react-tailwind-app --install --freerange --pretext --json
The generated package pins @chenglou/pretext exactly to 0.0.8; ViewSpec validates its npm lock
identity, integrity, and installed tree. The viewspec_pretext_native_dom_v1 profile uses named
Arial, sans-serif, waits for fonts, compares Pretext and native-DOM line counts under a fixed
1px line-fit tolerance without allowing actual overflow
at 390×844, 768×1024, and 1440×1000 in Chromium, and reuses preparation across widths. It reads and
hashes existing compiler-owned DOM text without applying layout or replacing the DOM with canvas.
Pretext needs no Bun; combined runs need Bun only for an applicable Freerange scope.
With both flags, phases are artifact/dependency preflight, TypeScript, Freerange, Vite build,
Chromium observation, Pretext report validation, and final integrity. Results appear under
text_layout and analyses.pretext alongside the Freerange fields, with bounded coverage, cache,
identity, digest, timing, phase, and error evidence. Scope, package, protocol, coverage, layout,
cache, report, or immutable-input drift fails closed with APP_PRETEXT_*; zero eligible surfaces is
not_applicable, not passed. This is not cross-browser/Retina, canvas-rendering, pixel-perfect,
accessibility, or arbitrary-host certification.
The real-browser acceptance suite is deliberately opt-in because it performs fresh registry-backed installs and launches Chromium. Install Bun and the repository's pinned Playwright Chromium once, then run both the standalone Pretext and composed Freerange + Pretext proofs:
cd src/viewspec/host_verify_template
npm ci --ignore-scripts
npx playwright install chromium
cd ../../..
VIEWSPEC_RUN_PRETEXT_E2E=1 \
python -m pytest -q --strict-markers -m e2e tests/test_app_pretext_e2e.py
Set VIEWSPEC_PRETEXT_E2E_ARTIFACT_DIR to a fresh directory to retain the generated inputs, apps,
proof reports, summaries, and support bundles. The dedicated
Pretext E2E workflow runs on relevant pull requests and pushes,
every Monday at 10:17 UTC, and by manual dispatch. It pins Python, Node/npm, Bun, Playwright, and
Chromium, rejects an all-skipped run, and retains the two proof trees plus JUnit and toolchain evidence
for 30 days. Ordinary CI explicitly excludes the e2e marker.
This bounded target is a runnable frontend app and host bridge. Authentication, persistence, arbitrary API clients, optimistic updates, and production infrastructure remain host-owned.
IntentBundle-First Local Workflow
For a first proof, run:
viewspec prove --out .viewspec-proof
This generates a starter IntentBundle and DESIGN.md inside .viewspec-proof/, compiles through the public local path, runs artifact checks, records compact style-delta counts when profiles are present, and writes .viewspec-proof/PROOF.md for humans, .viewspec-proof/proof_report.json for tools, and .viewspec-proof/support_bundle.json for redacted local support triage. Read ViewSpec Proof Bundle when you need to interpret status, hashes, checks, failure codes, or local support triage. Machine reports include proof identity metadata under proof_identity for artifact, manifest, proof report, human summary, and support bundle hashes. It proves source artifact integrity and provenance for the generated artifact; ViewSpec prove is not pixel-perfect visual regression, accessibility certification, arbitrary host-app certification, or hosted compiler publish automation.
Core Commands
init-intent: Writes a valid scaffold for all supported motifs.init-design: Scaffolds a localDESIGN.mdfor theming.validate-intent: Rejects malformed JSON and enforces the bounded local agent contract.diff-intent: Provides a semantic diff between intent states, including aesthetic profile changes, before generated HTML review; Python callers can format semantic changes withintent_semantic_change_lines.compile: Compiles the intent into HTML/React based on the target.check: Verifies the provenance manifest against the generated DOM.doctor: Reports the intent-first command surface and local agent prompt status.
The Bounded Local Agent Contract: The local schema enforces strict bounds to prevent agent hallucinations and infinite loops (e.g., max 256KB JSON, 32 regions, 400 bindings, 64 actions). Split larger products into smaller IntentBundles.
Generated outputs are artifacts, not source: standalone HTML writes dist/index.html, while React source targets write react-output/ViewSpecView.tsx plus checked provenance_manifest.json and diagnostics.json. Agents should edit viewspec.intent.json or DESIGN.md, then regenerate artifacts instead of patching generated files.
AppBundle: Narrow App Generation
For multi-screen internal tool contracts, use AppBundle JSON:
viewspec init-app --out viewspec.app.json
viewspec init-app --resource-binding fixture-readonly-v0 --out viewspec.bound.app.json
viewspec validate-app viewspec.app.json --json
viewspec diff-app old.app.json new.app.json --json
viewspec compile-app viewspec.app.json --out app-dist --target html-tailwind-app --json
viewspec prove-app --app viewspec.app.json --out .viewspec-app-proof --with-shell --json
- V1: Unbound fixtures reported as
unbound_v0. - V2: Strict readonly fixture resources reported as
fixture_readonly_v0with declared per-screen views. - V3: Adds bounded interactive state, declarative mutations, and a generated pure TypeScript reducer artifact.
- V4: Adds bounded
visibility_v0rules, baked initial visibility, and replay-provedevaluateViewSpecVisibilityoutput.
compile-app defaults to a single app-dist/index.html Static Shell V0 proof artifact; that default is not browser navigation proof. Use --target react-tailwind-app for a runnable Vite/React/Tailwind app with browser-history routing, live resource/state rebinding, and exact-artifact host verification. Neither target generates authentication, persistence, arbitrary API clients, or backend infrastructure.
Aesthetic Profiles V1 are deterministic art-direction handles, not CSS: aesthetic.calm_ops, aesthetic.premium_saas, aesthetic.data_dense, aesthetic.editorial_product, aesthetic.executive_review, aesthetic.brutalist, aesthetic.neon_cyber, and aesthetic.warm_organic. Checked summaries expose compact style-delta counts and bounded layout deltas for profiled artifacts, not arbitrary CSS control, pixel-perfect visual proof, or design certification.
Import Existing HTML
The raw HTML path is an import/fallback tool for existing HTML. It sanitizes active content, applies local DESIGN.md tokens, writes deterministic provenance, and can report semantic diffs.
viewspec compile input.html --design DESIGN.md --out dist/
viewspec lift input.html --out lift.json
viewspec diff old.html new.html --json
ViewSpec Converge: Approved Semantic Changes
Converge Sessions V1 turn Review feedback or verifier failures into a durable sequence of bounded IntentPatch proposals. The agent automatically starts or resumes the controller, chooses only from a source-bound legal-operation menu, submits the patch, and re-verifies after apply; the human opens Review, inspects the semantic before/after and progress proof, then approves or rejects.
Humans do not need to operate hashes, task ids, operation names, tool names, or approval tokens. Agent-facing session responses withhold both write capabilities, and Review authorizes only the exact preview shown in its authenticated current frame.
The following commands are expert/debug surfaces for integrations, not the normal operator workflow:
viewspec converge-start viewspec.intent.json context.json --json
viewspec converge-submit viewspec.intent.json change.intentpatch.json --json
viewspec converge-status viewspec.intent.json --json
The verifier accepts only strict set-wise progress: the candidate must remove at least one existing error, introduce none, and use the identical complete verification plan. Sessions permit three attempts over ten minutes, reject cycles and out-of-band source edits, apply through the existing atomic IntentPatch receipt transaction, and fail closed on post-apply proof drift. See Converge Sessions V1 and IntentPatch V1.
Native Agent Use
Install managed instructions so coding agents natively understand how to use ViewSpec:
viewspec init-agent --target codex
viewspec init-agent --target claude-code
viewspec init-agent --target cursor
viewspec init-agent --target copilot
Use --target all to write every supported instruction file.
For schema-aware editors or agents, export the local contract assets:
viewspec export-agent-assets --out .viewspec
viewspec check-agent-assets .viewspec --json
Agent assets use schema version 13, contract profile local_v1, and the same export/check commands shown above; exported files include the local intent schema, AppBundle schema, IntentPatch schema, Convergence Authoring Task schema, checked examples, prompt, and asset manifest without SDK network calls.
Optional MCP tooling is available behind the agent extra:
python -m pip install --pre "viewspec[agents]"
viewspec mcp
The MCP server exposes all intent-first local tools without requiring shell commands, including validate_intent_bundle_file, compile_intent_bundle_file, build_intent_patch_context, start_convergence, submit_convergence_patch, get_convergence_status, verify_host, prove, validate_app_file, diff_app_files, compile_app, and prove_app. Convergence approval remains human-gated in Review; the expert approve_convergence tool can only consume an operator-supplied capability that agent-facing tools never reveal.
For rendered conformance, compile React/Tailwind TSX and run:
viewspec verify react-tailwind-output/ --install --json
The verifier renders canonical mobile, tablet, and desktop viewports and writes integrity-addressed
screenshots, DOM snapshots, accessibility evidence, result.json, and a deterministic repair.json.
Exit codes distinguish conformant (0), nonconformant (1), and indeterminate (2) results.
viewspec verify-host remains the lower-level bounded host assertion proof for
grid column/span counts, profiled aesthetic markers/layout, and action payload behavior.
Its JSON assertion_requirements records dom_count, style_assertion_count, and
aesthetic_layout_assertion_count expectations from the checked manifest.
viewspec prove combines compilation checks with that proof.
viewspec.dev
The home page at viewspec.dev shows compiled reference artifacts across the aesthetic profiles, with inspectable IntentBundle, provenance manifest, and generated artifact source for each.
Agent and crawler entrypoints are published:
https://viewspec.dev/llms.txt— concise LLM-facing product maphttps://viewspec.dev/llms-full.txt— expanded AI context and canonical factshttps://viewspec.dev/agent-assets.json— versioned manifest with contract identityhttps://viewspec.dev/openapi.json— hosted compiler OpenAPI description
Demos
Reference demos are available at viewspec.dev:
| Demo | What it shows |
|---|---|
| Same Data, Three Motifs | One dataset → table, dashboard, or comparison. |
| Provenance Inspector | Hover any element. Trace DOM → IR → binding → address → raw data. |
| The Invariants | Watch the compiler enforce each deterministic invariant. |
| 15 Lines → Full UI | An invoice table builds itself from 15 lines of Python. |
| Style Derivation | Toggle five visual presets deterministically. |
| One Spec, Four Surfaces | One intent compiles to HTML, React, SwiftUI, and Flutter. |
| Custom Motif Authoring | Define an MDL motif contract and lower it into portable IR. |
| Interactive Compose | State IR compiled into event surfaces. |
Core Concepts
Semantic Substrate
The raw data graph. Nodes with typed attributes, slots, and edges. This is WHAT the data is — no visual intent.
ViewSpec
The declarative intent layer. Regions (WHERE), bindings (WHICH data goes WHERE), motifs (HOW it should be structured), and styles (how it should FEEL).
CompositionIR
The compiler's output. A strict hierarchical tree of UI primitives with full provenance tracking.
Emitters
Pluggable renderers that turn CompositionIR into concrete output. The local SDK ships HtmlTailwindEmitter, ReactTsxEmitter, and ReactTailwindTsxEmitter. Because custom local plugins lower into portable CompositionIR, emitters do not need custom code paths to support new motifs.
Motif Types
| Builder | Motif | Use case |
|---|---|---|
add_table() |
table |
Tabular data with label-value rows |
add_dashboard() |
dashboard |
KPI cards with label-value pairs |
add_outline() |
outline |
Hierarchical outlines and trees |
add_comparison() |
comparison |
Side-by-side comparisons |
add_list() |
list |
Ordered narrative or task lists |
add_form() |
form |
Inert local form intent with text fields and action payloads |
add_detail() |
detail |
Read-only record/profile/settings detail fields |
add_empty_state() |
empty_state |
Absence, no-results, or first-run states |
add_loading_state() |
loading_state |
Current loading state for a collection or region |
add_error_state() |
error_state |
Current error state for a collection or region |
add_hero() |
hero |
Intro/header sections with eyebrow, title, and description |
add_collection_action() |
action helper | search, filter, sort, paginate, or bulk_action events for a table/list |
Compilation
Reference Compiler (free, offline)
Handles the local V1 motifs and bounded collection action events locally. No API, no network, no LLM. Deterministic.
ast = compile(builder.build_bundle())
Hosted Compiler (api.viewspec.dev)
For complex layouts, novel data shapes, advanced derivation, and the SwiftUI/Flutter emitters, which are hosted-only and not shipped in the local SDK.
- Zero LLM calls at runtime — deterministic layout resolution, same no-LLM contract as the local compiler.
- Derivation tokens — data-aware emphasis, narrative routing, palette energy.
from viewspec import compile_auto
# Try local first, fall back to hosted for unsupported motifs
ast = compile_auto(builder.build_bundle())
The hosted fallback requires the remote extra: python -m pip install --pre "viewspec[remote]"
(adds httpx). Without it, compile_auto runs locally and raises ImportError only if a hosted
fallback is actually needed.
Paid agents can submit a complete AppBundle to submit_verification_remote(...) for compiled
route/state proof plus per-screen browser evidence and a signed receipt. For bounded autonomous
repair, compile_until_conformant_remote(...) repeats that paid compile-and-verify step while a
caller-owned repair callback edits the semantic AppBundle. ViewSpec enforces lineage, plan
stability, attempt limits, and no-progress termination.
Theming with DESIGN.md
The local SDK uses a strict YAML-front-matter DESIGN.md for offline HTML and IntentBundle compilation. The API requires exact sRGB hex values (e.g., #FFFFFF), enforcing strict design token discipline.
Compatibility & Versioning
The local contract is anchored by the local_v1 profile: document schemas (IntentBundle V1, AppBundle V1-V4), the closed error-code registry (viewspec.ERROR_CODES), the CLI surface, every name in viewspec.__all__, and per-version determinism. Within a major version those surfaces evolve additively only — caps only rise, codes are never repurposed, commands are never removed — and anything breaking waits for a new major version with a new contract profile and migration notes. Cross-version artifact bytes and hashes are explicitly not promised; determinism is a within-version guarantee. The full policy, including what is deliberately out of scope, is in docs/compatibility.md; changes ship documented in CHANGELOG.md.
License
MIT
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file viewspec-0.3.0b6.tar.gz.
File metadata
- Download URL: viewspec-0.3.0b6.tar.gz
- Upload date:
- Size: 489.0 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.2.0 CPython/3.14.6
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
91b93c8e9694e45ab3b3fef53e8a7703ec94ab0e65c166f4913bfe19ba3f73df
|
|
| MD5 |
6752eb9f4e7fb1d589c1940f83beef7d
|
|
| BLAKE2b-256 |
000ecd290077cc0f3684cb5690be7617552a28c535aa76a6c0d77b2d9f9002be
|
File details
Details for the file viewspec-0.3.0b6-py3-none-any.whl.
File metadata
- Download URL: viewspec-0.3.0b6-py3-none-any.whl
- Upload date:
- Size: 542.4 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.2.0 CPython/3.14.6
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
1cf0fcef67fd87b907b28907eb06ba94317f45f36ac4572d59a4c84e8815a8d1
|
|
| MD5 |
bffe165f24d1437597f4059c9472d664
|
|
| BLAKE2b-256 |
6e95ff0a7437ea365989cfd7ae4d0372f61dfc9769b6cf2140f1a2d7ab5fa5ca
|