# APIZIT Linking > Python APIs with clear context for AI. Write and test ordinary functions, > define HTTP separately, and trace a route back to Python source. Current documented version: 1.0.1, verified stable release. Preceding stable public beta: 0.5.0. Python 3.10–3.14. Apache-2.0. python -m pip install "apizit-linking[preview,models]==1.0.1" apizit-linking validate . --json apizit-linking preview . --port 8080 Choose Linking for unchanged libraries, a separate inspectable HTTP manifest, direct Python tests and controlled agent-assisted changes. Optional typed models, HTTP/error policy, providers and guards support persistent protected JSON APIs. Applications own storage, identity policy, backups and production deployment. There is no portable streaming/WebSocket contract or execution sandbox. ## Start and verify - Home: https://chipsi44.github.io/apizit-linking-examples/ - Quickstart: https://chipsi44.github.io/apizit-linking-examples/quickstart/ - Existing library: https://chipsi44.github.io/apizit-linking-examples/guides/turn-python-library-into-api-with-yaml/ - Models and permissions with SQLite: https://chipsi44.github.io/apizit-linking-examples/guides/persistent-api/ - Assistant workflow: https://chipsi44.github.io/apizit-linking-examples/guides/ai-assisted-development/ - Log to Python and controlled fix: https://chipsi44.github.io/apizit-linking-examples/guides/trace-route-to-python/ - Standalone serving: https://chipsi44.github.io/apizit-linking-examples/guides/standalone-serving/ - Manifest: https://chipsi44.github.io/apizit-linking-examples/reference/linking-yaml/ - CLI inspection and diff: https://chipsi44.github.io/apizit-linking-examples/reference/cli/ - Models: https://chipsi44.github.io/apizit-linking-examples/reference/models/ - HTTP responses: https://chipsi44.github.io/apizit-linking-examples/reference/responses/ - Resources and permissions: https://chipsi44.github.io/apizit-linking-examples/reference/resources-and-permissions/ - Schema: https://chipsi44.github.io/apizit-linking-examples/schema/apizit-linking-v1.schema.json - Current limits: https://chipsi44.github.io/apizit-linking-examples/limits/#choose - Compatibility: https://chipsi44.github.io/apizit-linking-examples/reference/compatibility/ - Flask comparison: https://chipsi44.github.io/apizit-linking-examples/comparisons/flask/ - FastAPI comparison: https://chipsi44.github.io/apizit-linking-examples/comparisons/fastapi/ - Releases: https://chipsi44.github.io/apizit-linking-examples/releases/ - Candidate: https://chipsi44.github.io/apizit-linking-examples/releases/1.0.0/ - Migrations: https://chipsi44.github.io/apizit-linking-examples/migrations/ - 0.5 to 1.0: https://chipsi44.github.io/apizit-linking-examples/migrations/0.5-to-1.0/ - Private security reporting: https://chipsi44.github.io/apizit-linking-examples/security/ Manifest v1 retains existing meanings; optional typed validation is explicit. Runtime artifact v2 requires its exact compiling engine. Regenerate on upgrade. Static validate/routes/explain/export do not import business code; --resolve-models explicitly prepares imports and the factory. Contract diff is conservative and cannot prove business behavior. Run direct and HTTP tests as well. PyPI is canonical for package files: https://pypi.org/project/apizit-linking/ Examples: https://github.com/chipsi44/apizit-linking-examples Public issues: https://github.com/chipsi44/apizit-linking-examples/issues The examples repository does not publish engine GitHub Releases. ## Dated preceding release evidence - 0.4 retrospective: https://chipsi44.github.io/apizit-linking-examples/releases/0.4.0/ - 0.5 release: https://chipsi44.github.io/apizit-linking-examples/releases/0.5.0/ - Old migration: https://chipsi44.github.io/apizit-linking-examples/migrations/0.3-to-0.4/ - Old migration: https://chipsi44.github.io/apizit-linking-examples/migrations/0.4-to-0.5/ Historical 0.5 installation: apizit-linking[preview]==0.5.0. Under that legacy release, Response annotations are documentary only. Its publication completed nine gated jobs including six clean-wheel smokes. Its separate APIZIT integration recorded 12 Linking tests, 89 backend tests, anti-vendoring checks and main-branch CI is green in that dated record. Those observations do not prove the current registry or hosting state. ## Consultation and search Markdown and this optional index help compatible agents consult documentation. Google ignores llms.txt; there is no ranking guarantee. No measured token, generation-speed or reliability gain is claimed. Flask and FastAPI can also organize service code separately. APIZIT dev remains protected and noindex; GitHub Pages is the public documentation during the transition. ## Documentation pages and Markdown - [Python APIs with clear context for AI](https://chipsi44.github.io/apizit-linking-examples/markdown/index.md) - [From plain Python to local HTTP](https://chipsi44.github.io/apizit-linking-examples/markdown/quickstart.md) - [Build a Python API with an AI assistant](https://chipsi44.github.io/apizit-linking-examples/markdown/guides/ai-assisted-development.md) - [Trace an HTTP route back to Python](https://chipsi44.github.io/apizit-linking-examples/markdown/guides/trace-route-to-python.md) - [Build a persistent API with models and permissions](https://chipsi44.github.io/apizit-linking-examples/markdown/guides/persistent-api.md) - [Serve Linking independently of APIZIT](https://chipsi44.github.io/apizit-linking-examples/markdown/guides/standalone-serving.md) - [Keep HTTP outside the business code](https://chipsi44.github.io/apizit-linking-examples/markdown/guides.md) - [Expose a Python function as an HTTP API without decorators](https://chipsi44.github.io/apizit-linking-examples/markdown/guides/expose-python-function-as-http-api-without-decorators.md) - [Keep Python business logic independent from FastAPI](https://chipsi44.github.io/apizit-linking-examples/markdown/guides/keep-python-business-logic-independent-from-fastapi.md) - [Turn a Python library into an API with YAML](https://chipsi44.github.io/apizit-linking-examples/markdown/guides/turn-python-library-into-api-with-yaml.md) - [Forkable example APIs](https://chipsi44.github.io/apizit-linking-examples/markdown/examples.md) - [V1 limits and boundaries](https://chipsi44.github.io/apizit-linking-examples/markdown/limits.md) - [APIZIT Linking vs Flask: choose your HTTP boundary](https://chipsi44.github.io/apizit-linking-examples/markdown/comparisons/flask.md) - [APIZIT Linking vs FastAPI: choose your API contract](https://chipsi44.github.io/apizit-linking-examples/markdown/comparisons/fastapi.md) - [Linking YAML reference](https://chipsi44.github.io/apizit-linking-examples/markdown/reference/linking-yaml.md) - [Typed request and response models](https://chipsi44.github.io/apizit-linking-examples/markdown/reference/models.md) - [HTTP responses and business errors](https://chipsi44.github.io/apizit-linking-examples/markdown/reference/responses.md) - [Resources, permissions and application lifecycle](https://chipsi44.github.io/apizit-linking-examples/markdown/reference/resources-and-permissions.md) - [Validate and preview projects](https://chipsi44.github.io/apizit-linking-examples/markdown/reference/cli.md) - [Compatibility policy](https://chipsi44.github.io/apizit-linking-examples/markdown/reference/compatibility.md) - [Release notes](https://chipsi44.github.io/apizit-linking-examples/markdown/releases.md) - [APIZIT Linking 0.4.0](https://chipsi44.github.io/apizit-linking-examples/markdown/releases/0.4.0.md) - [APIZIT Linking 0.5.0](https://chipsi44.github.io/apizit-linking-examples/markdown/releases/0.5.0.md) - [Migration guides](https://chipsi44.github.io/apizit-linking-examples/markdown/migrations.md) - [Migrate from 0.3 to 0.4](https://chipsi44.github.io/apizit-linking-examples/markdown/migrations/0.3-to-0.4.md) - [Migrate 0.4.0 to final 0.5.0](https://chipsi44.github.io/apizit-linking-examples/markdown/migrations/0.4-to-0.5.md) - [Security policy](https://chipsi44.github.io/apizit-linking-examples/markdown/security.md) - [APIZIT Linking questions, answered](https://chipsi44.github.io/apizit-linking-examples/markdown/faq.md) - [Linking 1.0 stable release](https://chipsi44.github.io/apizit-linking-examples/markdown/releases/1.0.0.md) - [Migrate from Linking 0.5 to 1.0](https://chipsi44.github.io/apizit-linking-examples/markdown/migrations/0.5-to-1.0.md)