feat(py): Add fastAPI plugin and sample#4543
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Summary of ChangesHello @huangjeff5, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed! This pull request adds a FastAPI plugin to Genkit, allowing developers to easily expose Genkit flows as HTTP endpoints within FastAPI applications. It also provides a sample application called BugBot, which showcases how to use the plugin for AI-powered code reviews, including security, bug, and style analysis. The changes include the plugin code, a sample application, and necessary configurations to integrate with Genkit's Dev UI. Highlights
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Code Review
This pull request introduces a new FastAPI plugin for Genkit, along with a sample application demonstrating its usage. The implementation is well-structured and provides a good foundation for integrating Genkit flows with FastAPI. I've identified a few areas for improvement, including a potential race condition in development mode, some API inconsistencies, and a bug in the sample application's request handling. The suggested changes aim to improve robustness, API consistency, and correctness of the provided example.
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
…into jh-fastapi-plugin
# Release v0.6.0
This release includes **67** package(s).
| Package | Version heading |
|---------|----------------|
| `conform` | 0.2.0 (2026-02-17) |
| `dev-local-vectorstore-hello` | 0.2.0 (2026-02-17) |
| `framework-context-demo` | 0.2.0 (2026-02-17) |
| `framework-custom-evaluators` | 0.1.0 (2026-02-17) |
| `framework-dynamic-tools-demo` | 0.2.0 (2026-02-17) |
| `framework-evaluator-demo` | 0.1.0 (2026-02-17) |
| `framework-format-demo` | 0.2.0 (2026-02-17) |
| `framework-middleware-demo` | 0.2.0 (2026-02-17) |
| `framework-prompt-demo` | 0.1.0 (2026-02-17) |
| `framework-realtime-tracing-demo` | 0.2.0 (2026-02-17) |
| `framework-restaurant-demo` | 0.2.0 (2026-02-17) |
| `framework-tool-interrupts` | 0.2.0 (2026-02-17) |
| `genkit` | 0.6.0 (2026-02-17) |
| `genkit-plugin-amazon-bedrock` | 0.6.0 (2026-02-17) |
| `genkit-plugin-anthropic` | 0.6.0 (2026-02-17) |
| `genkit-plugin-checks` | 0.6.0 (2026-02-17) |
| `genkit-plugin-cloudflare-workers-ai` | 0.6.0 (2026-02-17) |
| `genkit-plugin-cohere` | 0.6.0 (2026-02-17) |
| `genkit-plugin-compat-oai` | 0.6.0 (2026-02-17) |
| `genkit-plugin-deepseek` | 0.6.0 (2026-02-17) |
| `genkit-plugin-dev-local-vectorstore` | 0.6.0 (2026-02-17) |
| `genkit-plugin-evaluators` | 0.6.0 (2026-02-17) |
| `genkit-plugin-fastapi` | 0.6.0 (2026-02-17) |
| `genkit-plugin-firebase` | 0.6.0 (2026-02-17) |
| `genkit-plugin-flask` | 0.6.0 (2026-02-17) |
| `genkit-plugin-google-cloud` | 0.6.0 (2026-02-17) |
| `genkit-plugin-google-genai` | 0.6.0 (2026-02-17) |
| `genkit-plugin-huggingface` | 0.6.0 (2026-02-17) |
| `genkit-plugin-mcp` | 0.6.0 (2026-02-17) |
| `genkit-plugin-microsoft-foundry` | 0.6.0 (2026-02-17) |
| `genkit-plugin-mistral` | 0.6.0 (2026-02-17) |
| `genkit-plugin-observability` | 0.6.0 (2026-02-17) |
| `genkit-plugin-ollama` | 0.6.0 (2026-02-17) |
| `genkit-plugin-vertex-ai` | 0.6.0 (2026-02-17) |
| `genkit-plugin-xai` | 0.6.0 (2026-02-17) |
| `genkit-tools-model-config-test` | 0.2.0 (2026-02-17) |
| `genkit-tools-sample-flows` | 0.1.1 (2026-02-17) |
| `provider-amazon-bedrock-hello` | 0.2.0 (2026-02-17) |
| `provider-anthropic-hello` | 0.2.0 (2026-02-17) |
| `provider-checks-hello` | 0.2.0 (2026-02-17) |
| `provider-cloudflare-workers-ai-hello` | 0.2.0 (2026-02-17) |
| `provider-cohere-hello` | 0.2.0 (2026-02-17) |
| `provider-compat-oai-hello` | 0.2.0 (2026-02-17) |
| `provider-deepseek-hello` | 0.2.0 (2026-02-17) |
| `provider-firestore-retriever` | 0.2.0 (2026-02-17) |
| `provider-google-genai-code-execution` | 0.2.0 (2026-02-17) |
| `provider-google-genai-context-caching` | 0.2.0 (2026-02-17) |
| `provider-google-genai-hello` | 0.2.0 (2026-02-17) |
| `provider-google-genai-media-models-demo` | 0.2.0 (2026-02-17) |
| `provider-google-genai-vertexai-hello` | 0.2.0 (2026-02-17) |
| `provider-google-genai-vertexai-image` | 0.2.0 (2026-02-17) |
| `provider-huggingface-hello` | 0.2.0 (2026-02-17) |
| `provider-microsoft-foundry-hello` | 0.1.0 (2026-02-17) |
| `provider-mistral-hello` | 0.2.0 (2026-02-17) |
| `provider-observability-hello` | 0.2.0 (2026-02-17) |
| `provider-ollama-hello` | 0.2.0 (2026-02-17) |
| `provider-vertex-ai-model-garden` | 0.2.0 (2026-02-17) |
| `provider-vertex-ai-rerank-eval` | 0.2.0 (2026-02-17) |
| `provider-vertex-ai-vector-search-bigquery` | 0.2.0 (2026-02-17) |
| `provider-vertex-ai-vector-search-firestore` | 0.2.0 (2026-02-17) |
| `provider-xai-hello` | 0.2.0 (2026-02-17) |
| `releasekit` | 0.2.0 (2026-02-17) |
| `web-endpoints-hello` | 0.2.0 (2026-02-17) |
| `web-fastapi-bugbot` | 0.2.0 (2026-02-17) |
| `web-flask-hello` | 0.2.0 (2026-02-17) |
| `web-multi-server` | 0.2.0 (2026-02-17) |
| `web-short-n-long` | 0.2.0 (2026-02-17) |
## Changelogs
<details><summary><b>genkit-tools-sample-flows</b></summary>
## 0.1.1 (2026-02-17)
### Bug Fixes
- **py**: relocate tools of model-config test and sample-flow test (1043245, #4669) — @Elisa Shen
</details>
<details><summary><b>genkit-tools-model-config-test</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: genkit.ai (f2dde35, #4702) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: relocate tools of model-config test and sample-flow test (1043245, #4669) — @Elisa Shen
</details>
<details><summary><b>framework-custom-evaluators</b></summary>
## 0.1.0 (2026-02-17)
### Features
- **releasekit**: supply-chain security, multi-ecosystem orchestration, and CI hardening (29d3ec1, #4682) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: add custom evaluator sample to match JS (3472939, #4670) — @Elisa Shen
</details>
<details><summary><b>genkit-plugin-fastapi</b></summary>
## 0.6.0 (2026-02-17)
### Features
- **py**: Add fastAPI plugin and sample (417158d, #4543) — @huangjeff5
### Bug Fixes
- **py**: address releasekit check warnings for metadata and grouping (4f5a910, #4595) — @Yesudeep Mangalapilly
- **ci**: enable releasekit check in bin/lint and PR workflow (f245d6b, #4590) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-checks-hello</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/checks**: add Google Checks AI Safety plugin (a8bf3c1, #4504) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: resolve CI license check failures and lint diagnostics (e8519ef, #4524) — @Yesudeep Mangalapilly
</details>
<details><summary><b>web-fastapi-bugbot</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **py**: Add fastAPI plugin and sample (417158d, #4543) — @huangjeff5
### Bug Fixes
- **py**: handle nullable JSON Schema types in Gemini plugin and clean up samples (4daef62, #4629) — @Yesudeep Mangalapilly
- **py**: address releasekit check warnings for metadata and grouping (4f5a910, #4595) — @Yesudeep Mangalapilly
- **ci**: enable releasekit check in bin/lint and PR workflow (f245d6b, #4590) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-cohere-hello</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/plugins**: add Cohere provider plugin (e424dcd, #4518) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: add missing LICENSE file and license metadata to samples (4ddd8a3, #4571) — @Yesudeep Mangalapilly
### Refactoring
- **py/plugins**: extract converters, add tests, community labeling (ebd0a2e, #4520) — @Yesudeep Mangalapilly
</details>
<details><summary><b>web-flask-hello</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
<details><summary><b>framework-format-demo</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
<details><summary><b>framework-context-demo</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
<details><summary><b>framework-middleware-demo</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-firestore-retriever</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: migrate default embedding model to gemini-embedding-001 (051f75f, #4557) — @Elisa Shen
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
</details>
<details><summary><b>framework-dynamic-tools-demo</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-ollama-hello</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: resolve CI license check failures and lint diagnostics (e8519ef, #4524) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-google-genai-code-execution</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-google-genai-context-caching</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-vertex-ai-vector-search-bigquery</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: migrate default embedding model to gemini-embedding-001 (051f75f, #4557) — @Elisa Shen
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
</details>
<details><summary><b>genkit-plugin-checks</b></summary>
## 0.6.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/checks**: add Google Checks AI Safety plugin (a8bf3c1, #4504) — @Yesudeep Mangalapilly
### Bug Fixes
- **releasekit**: replace literal null byte with git %x00 escape in changelog format (4866724, #4661) — @Yesudeep Mangalapilly
- issues reported by releasekit (fba9ed1, #4646) — @Yesudeep Mangalapilly
- **py**: resolve CI license check failures and lint diagnostics (e8519ef, #4524) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-microsoft-foundry-hello</b></summary>
## 0.1.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: resolve CI license check failures and lint diagnostics (e8519ef, #4524) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-vertex-ai-vector-search-firestore</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: migrate default embedding model to gemini-embedding-001 (051f75f, #4557) — @Elisa Shen
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-vertex-ai-rerank-eval</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: handle nullable JSON Schema types in Gemini plugin and clean up samples (4daef62, #4629) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
</details>
<details><summary><b>framework-realtime-tracing-demo</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: handle nullable JSON Schema types in Gemini plugin and clean up samples (4daef62, #4629) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
</details>
<details><summary><b>genkit-plugin-evaluators</b></summary>
## 0.6.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: correct evaluator scoring bug (40bbdbc, #4573) — @Elisa Shen
- **py/plugins**: fix wheel build duplicate files in PEP 420 namespace packages (0c396b6, #4441) — @Yesudeep Mangalapilly
### Refactoring
- **py**: rename aws-bedrock plugin to amazon-bedrock (8acd6b0, #4448) — @Yesudeep Mangalapilly
</details>
<details><summary><b>genkit-plugin-mcp</b></summary>
## 0.6.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py/plugins**: move in-function import to top level in google-genai (7235768, #4461) — @Yesudeep Mangalapilly
- **py/plugins**: fix wheel build duplicate files in PEP 420 namespace packages (0c396b6, #4441) — @Yesudeep Mangalapilly
### Refactoring
- **py**: rename aws-bedrock plugin to amazon-bedrock (8acd6b0, #4448) — @Yesudeep Mangalapilly
</details>
<details><summary><b>web-short-n-long</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: fix broken flows in shot-n-long and combat-oai (9bdf5fd, #4610) — @Elisa Shen
- **py**: migrate default embedding model to gemini-embedding-001 (051f75f, #4557) — @Elisa Shen
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-observability-hello</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: genkit.ai (f2dde35, #4702) — @Yesudeep Mangalapilly
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: resolve CI license check failures and lint diagnostics (e8519ef, #4524) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
</details>
<details><summary><b>framework-prompt-demo</b></summary>
## 0.1.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: add custom evaluator sample to match JS (3472939, #4670) — @Elisa Shen
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
<details><summary><b>genkit-plugin-flask</b></summary>
## 0.6.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py/plugins/flask**: remove self-referencing cyclical dependency using releasekit (edaf88c, #4561) — @Yesudeep Mangalapilly
- **py/plugins**: fix wheel build duplicate files in PEP 420 namespace packages (0c396b6, #4441) — @Yesudeep Mangalapilly
### Refactoring
- **py**: rename aws-bedrock plugin to amazon-bedrock (8acd6b0, #4448) — @Yesudeep Mangalapilly
</details>
<details><summary><b>dev-local-vectorstore-hello</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: migrate default embedding model to gemini-embedding-001 (051f75f, #4557) — @Elisa Shen
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
<details><summary><b>framework-tool-interrupts</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: resolve CI license check failures and lint diagnostics (e8519ef, #4524) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-deepseek-hello</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: add missing LICENSE file and license metadata to samples (4ddd8a3, #4571) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-google-genai-hello</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: resolve CI license check failures and lint diagnostics (e8519ef, #4524) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-cloudflare-workers-ai-hello</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: add missing LICENSE file and license metadata to samples (4ddd8a3, #4571) — @Yesudeep Mangalapilly
- **py**: resolve CI license check failures and lint diagnostics (e8519ef, #4524) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-vertex-ai-model-garden</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: resolve CI license check failures and lint diagnostics (e8519ef, #4524) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-google-genai-media-models-demo</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: add missing LICENSE file and license metadata to samples (4ddd8a3, #4571) — @Yesudeep Mangalapilly
- **py**: resolve CI license check failures and lint diagnostics (e8519ef, #4524) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-compat-oai-hello</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: fix structlog config blowaway, DeepSeek reasoning, and double JSON encoding (ea0223b, #4625) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-amazon-bedrock-hello</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/plugins**: add Cohere provider plugin (e424dcd, #4518) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: add missing LICENSE file and license metadata to samples (4ddd8a3, #4571) — @Yesudeep Mangalapilly
- **py**: resolve CI license check failures and lint diagnostics (e8519ef, #4524) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-mistral-hello</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/plugins**: add Cohere provider plugin (e424dcd, #4518) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: add missing LICENSE file and license metadata to samples (4ddd8a3, #4571) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
<details><summary><b>web-multi-server</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: fix living log and test flows in sample-flow-test tool (a9b9132, #4545) — @Elisa Shen
- **py**: resolve CI license check failures and lint diagnostics (e8519ef, #4524) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
<details><summary><b>framework-evaluator-demo</b></summary>
## 0.1.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: add missing LICENSE file and license metadata to samples (4ddd8a3, #4571) — @Yesudeep Mangalapilly
- **py**: migrate default embedding model to gemini-embedding-001 (051f75f, #4557) — @Elisa Shen
- **py**: resolve CI license check failures and lint diagnostics (e8519ef, #4524) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
</details>
<details><summary><b>genkit-plugin-google-cloud</b></summary>
## 0.6.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- Fixed firebase telemetry , refactored telemetry implementation fixed failing tests (05c1b55, #4530) — @Niraj Nepal
- **py**: fix structlog config blowaway, DeepSeek reasoning, and double JSON encoding (ea0223b, #4625) — @Yesudeep Mangalapilly
- **py/plugins**: fix wheel build duplicate files in PEP 420 namespace packages (0c396b6, #4441) — @Yesudeep Mangalapilly
### Refactoring
- **py**: rename aws-bedrock plugin to amazon-bedrock (8acd6b0, #4448) — @Yesudeep Mangalapilly
</details>
<details><summary><b>framework-restaurant-demo</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: fix living log and test flows in sample-flow-test tool (a9b9132, #4545) — @Elisa Shen
- **py**: resolve CI license check failures and lint diagnostics (e8519ef, #4524) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-anthropic-hello</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: add missing LICENSE file and license metadata to samples (4ddd8a3, #4571) — @Yesudeep Mangalapilly
- **py**: resolve CI license check failures and lint diagnostics (e8519ef, #4524) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-google-genai-vertexai-hello</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **py**: migrate default embedding model to gemini-embedding-001 (051f75f, #4557) — @Elisa Shen
- **py**: resolve CI license check failures and lint diagnostics (e8519ef, #4524) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
<details><summary><b>provider-google-genai-vertexai-image</b></summary>
## 0.2.0 (2026-02-17)
### Features
- **releasekit**: add Forge protocol extensions, transitive propagation, and multi-backend conformance (d6dbb44, #4577) — @Yesudeep Mangalapilly
- **py/samples**: add web-endpoints-hello — REST + gRPC kitchen-sink sample (8614e5e, #4498) — @Yesudeep Mangalapilly
### Bug Fixes
- **releasekit**: fix git push argument order, boost test coverage to 92%, fix lint errors (59d9dc3, #4667) — @Yesudeep Mangalapilly
- **py**: resolve CI license check failures and lint diagnostics (e8519ef, #4524) — @Yesudeep Mangalapilly
### Refactoring
- **py/samples**: standardize naming taxonomy, consolidate shared logic, and close feature coverage gaps (1996c7c, #4488) — @Yesudeep Mangalapilly
### Documentation
- **py**: update readmes for all samples and plugins (e02ea9f, #4624) — @Yesudeep Mangalapilly
</details>
> **Note:** 22 changelog(s) omitted to stay within the PR body size limit. See individual CHANGELOG.md files for full details.
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}
```
<!-- releasekit:manifest:end -->
Plugin exposes:
genkit_fastapi_handler- Decorator for serving Genkit flows via FastAPI.genkit_lifespan- For serving dev UI + FastAPI server together.