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fix(py): correct evaluator scoring bug#4573

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yesudeep merged 1 commit intomainfrom
elisa/fix/evaluator-demo
Feb 11, 2026
Merged

fix(py): correct evaluator scoring bug#4573
yesudeep merged 1 commit intomainfrom
elisa/fix/evaluator-demo

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@MengqinShen
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@MengqinShen MengqinShen commented Feb 11, 2026

Fixed two bugs:

  1. ANSWER_RELEVANCY evaluator is incorrectly loading the faithfulness_long_form.prompt file.
  2. The evaluator is passing input and output to the prompt template, but the prompt template expects question and answer. This caused the question and answer to be empty in the actual prompt sent to the LLM, leading to the failure.

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@MengqinShen MengqinShen marked this pull request as ready for review February 11, 2026 06:55
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@MengqinShen MengqinShen requested a review from yesudeep February 11, 2026 06:55
@yesudeep yesudeep merged commit 40bbdbc into main Feb 11, 2026
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@yesudeep yesudeep deleted the elisa/fix/evaluator-demo branch February 11, 2026 07:08
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chore(release): genkit python v0.6.0 (#4725)
f06992b 
# 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 -->
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@MengqinShen @yesudeep @MengqinShen-GL