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feat: Add Claude Code agent skills for Feast#6081

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ntkathole merged 6 commits intofeast-dev:masterfrom
Sagargupta16:feat/add-agent-skills
Mar 16, 2026
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feat: Add Claude Code agent skills for Feast#6081
ntkathole merged 6 commits intofeast-dev:masterfrom
Sagargupta16:feat/add-agent-skills

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@Sagargupta16 Sagargupta16 commented Mar 9, 2026

What this PR does / why we need it

Adds Claude Code agent skills to the Feast repository, as requested in #5976.

Two skills are included:

1. feast-dev -- Development/contributor skill covering:

  • Environment setup with uv
  • Running unit and integration tests
  • Linting, formatting, type checking
  • Code style conventions and PR workflow (DCO, semantic titles, labels)
  • Project structure overview and key abstractions

2. feast-feature-engineering -- User-facing skill covering:

  • Feature store initialization and configuration
  • Entity, FeatureView, and OnDemandFeatureView definitions
  • Materialization commands
  • Historical and online feature retrieval patterns
  • CLI reference and supported infrastructure

Both skills use the SKILL.md format from anthropics/skills and are placed under .claude/skills/ following the Claude Code convention.

Which issue(s) this PR fixes

Closes #5976

Does this PR introduce a user-facing change

NONE (developer tooling only)

Release note

NONE

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✅ Devin Review: No Issues Found

Devin Review analyzed this PR and found no potential bugs to report.

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@ntkathole
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@Sagargupta16 The other PR merged, would you like to make any update to this or good to merge?

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Thanks @ntkathole! No updates needed -- this is good to merge as-is. All CI checks are passing and the Devin review feedback has been addressed. Appreciate the review!

Add two agent skills following the anthropics/skills SKILL.md format:

- feast-dev: Development guide for contributors covering setup, testing,
  linting, code style, project structure, and key abstractions
- feast-feature-engineering: User-facing guide for building feature stores
  covering feature definitions, materialization, online/offline retrieval,
  on-demand transformations, and CLI reference

Closes #5976

Signed-off-by: Sagar Gupta <[email protected]>
…bility

- Move from .claude/skills/ to skills/ for platform-agnostic placement
- Add license, compatibility, and metadata fields per agentskills.io spec
- Skills now work with Claude Code, OpenAI Codex, and any Agent Skills
  compatible tool

Addresses feedback from @franciscojavierarceo regarding OpenAI compatibility.

Signed-off-by: Sagar Gupta <[email protected]>
Remove feast-feature-engineering skill to avoid overlap with #6007
which covers user-facing content more comprehensively. This PR now
focuses exclusively on the developer/contributor workflow skill.

Signed-off-by: Sagar Gupta <[email protected]>
Address Devin Review findings:
- Use make install-python-dependencies-dev instead of uv pip install
- Remove nonexistent start-local-integration-tests target
- Fix type-check command to cd sdk/python && python -m mypy feast
- Add make test-python-unit-fast and make precommit-check targets

Signed-off-by: Sagar Gupta <[email protected]>
Address Devin Review finding: the example pytest commands referenced
test_feature_store.py which doesn't exist. The actual file is
test_unit_feature_store.py. Also use -k flag for test name filtering
instead of :: class notation.

Signed-off-by: Sagar Gupta <[email protected]>
@ntkathole ntkathole force-pushed the feat/add-agent-skills branch from 25decb4 to fbbb452 Compare March 16, 2026 15:21
@ntkathole ntkathole merged commit 1e5b60f into feast-dev:master Mar 16, 2026
26 of 27 checks passed
Anarion-zuo pushed a commit to Anarion-zuo/feast that referenced this pull request Mar 17, 2026
* feat: add Claude Code agent skills for Feast

Add two agent skills following the anthropics/skills SKILL.md format:

- feast-dev: Development guide for contributors covering setup, testing,
  linting, code style, project structure, and key abstractions
- feast-feature-engineering: User-facing guide for building feature stores
  covering feature definitions, materialization, online/offline retrieval,
  on-demand transformations, and CLI reference

Closes feast-dev#5976

Signed-off-by: Sagar Gupta <[email protected]>

* refactor: move skills to top-level dir, add Agent Skills spec compatibility

- Move from .claude/skills/ to skills/ for platform-agnostic placement
- Add license, compatibility, and metadata fields per agentskills.io spec
- Skills now work with Claude Code, OpenAI Codex, and any Agent Skills
  compatible tool

Addresses feedback from @franciscojavierarceo regarding OpenAI compatibility.

Signed-off-by: Sagar Gupta <[email protected]>

* refactor: scope to dev/contributor skill only

Remove feast-feature-engineering skill to avoid overlap with feast-dev#6007
which covers user-facing content more comprehensively. This PR now
focuses exclusively on the developer/contributor workflow skill.

Signed-off-by: Sagar Gupta <[email protected]>

* fix: align commands with Makefile and CLAUDE.md

Address Devin Review findings:
- Use make install-python-dependencies-dev instead of uv pip install
- Remove nonexistent start-local-integration-tests target
- Fix type-check command to cd sdk/python && python -m mypy feast
- Add make test-python-unit-fast and make precommit-check targets

Signed-off-by: Sagar Gupta <[email protected]>

* fix: correct test file path to test_unit_feature_store.py

Address Devin Review finding: the example pytest commands referenced
test_feature_store.py which doesn't exist. The actual file is
test_unit_feature_store.py. Also use -k flag for test name filtering
instead of :: class notation.

Signed-off-by: Sagar Gupta <[email protected]>

* fix: correct CLI entry point path to cli/cli.py

Signed-off-by: Sagar Gupta <[email protected]>

---------

Signed-off-by: Sagar Gupta <[email protected]>
Signed-off-by: aaronzuo <[email protected]>
Shizoqua pushed a commit to Shizoqua/feast that referenced this pull request Mar 18, 2026
* feat: add Claude Code agent skills for Feast

Add two agent skills following the anthropics/skills SKILL.md format:

- feast-dev: Development guide for contributors covering setup, testing,
  linting, code style, project structure, and key abstractions
- feast-feature-engineering: User-facing guide for building feature stores
  covering feature definitions, materialization, online/offline retrieval,
  on-demand transformations, and CLI reference

Closes feast-dev#5976

Signed-off-by: Sagar Gupta <[email protected]>

* refactor: move skills to top-level dir, add Agent Skills spec compatibility

- Move from .claude/skills/ to skills/ for platform-agnostic placement
- Add license, compatibility, and metadata fields per agentskills.io spec
- Skills now work with Claude Code, OpenAI Codex, and any Agent Skills
  compatible tool

Addresses feedback from @franciscojavierarceo regarding OpenAI compatibility.

Signed-off-by: Sagar Gupta <[email protected]>

* refactor: scope to dev/contributor skill only

Remove feast-feature-engineering skill to avoid overlap with feast-dev#6007
which covers user-facing content more comprehensively. This PR now
focuses exclusively on the developer/contributor workflow skill.

Signed-off-by: Sagar Gupta <[email protected]>

* fix: align commands with Makefile and CLAUDE.md

Address Devin Review findings:
- Use make install-python-dependencies-dev instead of uv pip install
- Remove nonexistent start-local-integration-tests target
- Fix type-check command to cd sdk/python && python -m mypy feast
- Add make test-python-unit-fast and make precommit-check targets

Signed-off-by: Sagar Gupta <[email protected]>

* fix: correct test file path to test_unit_feature_store.py

Address Devin Review finding: the example pytest commands referenced
test_feature_store.py which doesn't exist. The actual file is
test_unit_feature_store.py. Also use -k flag for test name filtering
instead of :: class notation.

Signed-off-by: Sagar Gupta <[email protected]>

* fix: correct CLI entry point path to cli/cli.py

Signed-off-by: Sagar Gupta <[email protected]>

---------

Signed-off-by: Sagar Gupta <[email protected]>
Signed-off-by: Shizoqua <[email protected]>
aniketpalu pushed a commit to aniketpalu/feast that referenced this pull request Mar 23, 2026
* feat: add Claude Code agent skills for Feast

Add two agent skills following the anthropics/skills SKILL.md format:

- feast-dev: Development guide for contributors covering setup, testing,
  linting, code style, project structure, and key abstractions
- feast-feature-engineering: User-facing guide for building feature stores
  covering feature definitions, materialization, online/offline retrieval,
  on-demand transformations, and CLI reference

Closes feast-dev#5976

Signed-off-by: Sagar Gupta <[email protected]>

* refactor: move skills to top-level dir, add Agent Skills spec compatibility

- Move from .claude/skills/ to skills/ for platform-agnostic placement
- Add license, compatibility, and metadata fields per agentskills.io spec
- Skills now work with Claude Code, OpenAI Codex, and any Agent Skills
  compatible tool

Addresses feedback from @franciscojavierarceo regarding OpenAI compatibility.

Signed-off-by: Sagar Gupta <[email protected]>

* refactor: scope to dev/contributor skill only

Remove feast-feature-engineering skill to avoid overlap with feast-dev#6007
which covers user-facing content more comprehensively. This PR now
focuses exclusively on the developer/contributor workflow skill.

Signed-off-by: Sagar Gupta <[email protected]>

* fix: align commands with Makefile and CLAUDE.md

Address Devin Review findings:
- Use make install-python-dependencies-dev instead of uv pip install
- Remove nonexistent start-local-integration-tests target
- Fix type-check command to cd sdk/python && python -m mypy feast
- Add make test-python-unit-fast and make precommit-check targets

Signed-off-by: Sagar Gupta <[email protected]>

* fix: correct test file path to test_unit_feature_store.py

Address Devin Review finding: the example pytest commands referenced
test_feature_store.py which doesn't exist. The actual file is
test_unit_feature_store.py. Also use -k flag for test name filtering
instead of :: class notation.

Signed-off-by: Sagar Gupta <[email protected]>

* fix: correct CLI entry point path to cli/cli.py

Signed-off-by: Sagar Gupta <[email protected]>

---------

Signed-off-by: Sagar Gupta <[email protected]>
Signed-off-by: Aniket Paluskar <[email protected]>
yuan1j pushed a commit to yuan1j/feast that referenced this pull request Apr 2, 2026
* feat: add Claude Code agent skills for Feast

Add two agent skills following the anthropics/skills SKILL.md format:

- feast-dev: Development guide for contributors covering setup, testing,
  linting, code style, project structure, and key abstractions
- feast-feature-engineering: User-facing guide for building feature stores
  covering feature definitions, materialization, online/offline retrieval,
  on-demand transformations, and CLI reference

Closes feast-dev#5976

Signed-off-by: Sagar Gupta <[email protected]>

* refactor: move skills to top-level dir, add Agent Skills spec compatibility

- Move from .claude/skills/ to skills/ for platform-agnostic placement
- Add license, compatibility, and metadata fields per agentskills.io spec
- Skills now work with Claude Code, OpenAI Codex, and any Agent Skills
  compatible tool

Addresses feedback from @franciscojavierarceo regarding OpenAI compatibility.

Signed-off-by: Sagar Gupta <[email protected]>

* refactor: scope to dev/contributor skill only

Remove feast-feature-engineering skill to avoid overlap with feast-dev#6007
which covers user-facing content more comprehensively. This PR now
focuses exclusively on the developer/contributor workflow skill.

Signed-off-by: Sagar Gupta <[email protected]>

* fix: align commands with Makefile and CLAUDE.md

Address Devin Review findings:
- Use make install-python-dependencies-dev instead of uv pip install
- Remove nonexistent start-local-integration-tests target
- Fix type-check command to cd sdk/python && python -m mypy feast
- Add make test-python-unit-fast and make precommit-check targets

Signed-off-by: Sagar Gupta <[email protected]>

* fix: correct test file path to test_unit_feature_store.py

Address Devin Review finding: the example pytest commands referenced
test_feature_store.py which doesn't exist. The actual file is
test_unit_feature_store.py. Also use -k flag for test name filtering
instead of :: class notation.

Signed-off-by: Sagar Gupta <[email protected]>

* fix: correct CLI entry point path to cli/cli.py

Signed-off-by: Sagar Gupta <[email protected]>

---------

Signed-off-by: Sagar Gupta <[email protected]>
Signed-off-by: yuanjun220 <[email protected]>
franciscojavierarceo pushed a commit that referenced this pull request Apr 7, 2026
# [0.61.0](v0.60.0...v0.61.0) (2026-04-07)

### Bug Fixes

* Add grpcio dependency group to transformation server Dockerfile ([2c2150a](2c2150a))
* Add https readiness check for rest-registry tests ([ea85e63](ea85e63))
* Add website build check for PRs and fix blog frontmatter YAML error ([#6079](#6079)) ([30a3a43](30a3a43))
* Added missing jackc/pgx/v5 entries ([94ad0e7](94ad0e7))
* Added MLflow metric charts across feature selection ([#6080](#6080)) ([a403361](a403361))
* Check duplicate names for feature view across types ([#5999](#5999)) ([95b9af8](95b9af8))
* Fix integration tests ([#6046](#6046)) ([02d5548](02d5548))
* Fix missing error handling for resource_counts endpoint ([d9706ce](d9706ce))
* Fix non-specific label selector on metrics service ([a1a160d](a1a160d))
* fix path feature_definitions.py ([7d7df68](7d7df68))
* Fix regstry Rest API tests intermittent failure ([d53a339](d53a339))
* Fixed IntegrityError on SqlRegistry ([#6047](#6047)) ([325e148](325e148))
* Fixed intermittent failures in get_historical_features ([c335ec7](c335ec7))
* Fixed pre-commit check ([114b7db](114b7db))
* Fixed the intermittent FeatureViewNotFoundException ([661ecc7](661ecc7))
* Fixed uv cache permission error for docker build on mac ([ad807be](ad807be))
* Fixes a `PydanticDeprecatedSince20` warning for trino_offline_store ([#5991](#5991)) ([abfd18a](abfd18a))
* Handle existing RBAC role gracefully in namespace registry ([b46a62b](b46a62b))
* Ignore ipynb files during apply ([#6151](#6151)) ([4ea123d](4ea123d))
* Integration test failures ([#6040](#6040)) ([9165870](9165870))
* Mount TLS volumes for init container ([080a9b5](080a9b5))
* **postgres:** Use end_date in synthetic entity_df for non-entity retrieval ([#6110](#6110)) ([088a802](088a802)), closes [#6066](#6066)
* Ray offline store tests are duplicated across 3 workflows ([54f705a](54f705a))
* Reenable tests ([#6036](#6036)) ([82ee7f8](82ee7f8))
* SSL/TLS mode by default for postgres connection ([4844488](4844488))
* Use commitlint pre-commit hook instead of a separate action ([35a81e7](35a81e7))

### Features

* Add Claude Code agent skills for Feast ([#6081](#6081)) ([1e5b60f](1e5b60f)), closes [#5976](#5976) [#6007](#6007)
* Add complex type support (Map, JSON, Struct) with schema validation ([#5974](#5974)) ([1200dbf](1200dbf))
* Add decimal to supported feature types ([#6029](#6029)) ([#6226](#6226)) ([cff6fbf](cff6fbf))
* Add feast apply init container to automate registry population on pod start ([#6106](#6106)) ([6b31a43](6b31a43))
* Add feature view versioning support to PostgreSQL and MySQL online stores ([#6193](#6193)) ([940e0f0](940e0f0)), closes [#6168](#6168) [#6169](#6169) [#2728](#2728)
* Add materialization, feature freshness, request latency, and push metrics to feature server ([2c6be18](2c6be18))
* Add metadata statistics to registry api ([ef1d4fc](ef1d4fc))
* Add non-entity retrieval support for ClickHouse offline store ([4d08ddc](4d08ddc)), closes [#5835](#5835)
* Add OnlineStore for MongoDB ([#6025](#6025)) ([bf4e3fa](bf4e3fa)), closes [golang/go#74462](golang/go#74462)
* Add Oracle DB as Offline store in python sdk & operator ([#6017](#6017)) ([9d35368](9d35368))
* Add RBAC aggregation labels to FeatureStore ClusterRoles ([daf77c6](daf77c6))
* Add ServiceMonitor auto-generation for Prometheus discovery ([#6126](#6126)) ([56e6d21](56e6d21))
* Add typed_features field to grpc write request (([#6117](#6117)) ([#6118](#6118)) ([eeaa6db](eeaa6db)), closes [#6116](#6116)
* Add UUID and TIME_UUID as feature types ([#5885](#5885)) ([#5951](#5951)) ([5d6e311](5d6e311))
* Add version indicators to lineage graph nodes ([#6187](#6187)) ([73805d3](73805d3))
* Add version tracking to FeatureView ([#6101](#6101)) ([ed4a4f2](ed4a4f2))
* Added Agent skills for AI Agents ([#6007](#6007)) ([99008c8](99008c8))
* Added CodeQL SAST scanning and detect-secrets pre-commit hook ([547b516](547b516))
* Added odfv transformations metrics ([8b5a526](8b5a526))
* Adding optional name to Aggregation (feast-dev[#5994](#5994)) ([#6083](#6083)) ([56469f7](56469f7))
* Created DocEmbedder class ([#5973](#5973)) ([0719c06](0719c06))
* Extended OIDC support to extract groups & namespaces and token injection with multiple methods ([#6089](#6089)) ([7c04026](7c04026))
* Feature Server High-Availability on Kubernetes ([#6028](#6028)) ([9c07b4c](9c07b4c)), closes [Hi#Availability](https://github.com/Hi/issues/Availability) [Hi#Availability](https://github.com/Hi/issues/Availability)
* **go:** Implement metrics and tracing for http and grpc servers ([#5925](#5925)) ([2b4ec9a](2b4ec9a))
* Horizontal scaling support to the Feast operator ([#6000](#6000)) ([3ec13e6](3ec13e6))
* Making feature view source optional (feast-dev[#6074](#6074)) ([#6075](#6075)) ([76917b7](76917b7))
* Replace ORJSONResponse with Pydantic response models for faster JSON serialization ([65cf03c](65cf03c))
* Support arm docker build ([#6061](#6061)) ([1e1f5d9](1e1f5d9))
* Support distinct count aggregation [[#6116](#6116)] ([3639570](3639570))
* Support HTTP in MCP ([#6109](#6109)) ([e72b983](e72b983))
* Support nested collection types (Array/Set of Array/Set) ([#5947](#5947)) ([#6132](#6132)) ([ab61642](ab61642))
* Support podAnnotations on Deployment pod template ([1b3cdc1](1b3cdc1))
* Use orjson for faster JSON serialization in feature server ([6f5203a](6f5203a))
* Utilize date partition column in BigQuery ([#6076](#6076)) ([4ea9b32](4ea9b32))

### Performance Improvements

* Online feature response construction in a single pass over read rows ([113fb04](113fb04))
* Optimize protobuf parsing in Redis online store ([#6023](#6023)) ([59dfdb8](59dfdb8))
* Optimize timestamp conversion in _convert_rows_to_protobuf ([33a2e95](33a2e95))
* Parallelize DynamoDB batch reads in sync online_read ([#6024](#6024)) ([9699944](9699944))
* Remove redundant entity key serialization in online_read ([d87283f](d87283f))
franciscojavierarceo pushed a commit that referenced this pull request Apr 8, 2026
# [0.62.0](v0.61.0...v0.62.0) (2026-04-08)

### Bug Fixes

* Added missing jackc/pgx/v5 entries ([94ad0e7](94ad0e7))
* Fix missing error handling for resource_counts endpoint ([d9706ce](d9706ce))
* fix path feature_definitions.py ([7d7df68](7d7df68))
* Fix regstry Rest API tests intermittent failure ([d53a339](d53a339))
* Fixed intermittent failures in get_historical_features ([c335ec7](c335ec7))
* Fixed the intermittent FeatureViewNotFoundException ([661ecc7](661ecc7))
* Handle existing RBAC role gracefully in namespace registry ([b46a62b](b46a62b))
* Ignore ipynb files during apply ([#6151](#6151)) ([4ea123d](4ea123d))
* Mount TLS volumes for init container ([080a9b5](080a9b5))
* **postgres:** Use end_date in synthetic entity_df for non-entity retrieval ([#6110](#6110)) ([088a802](088a802)), closes [#6066](#6066)
* SSL/TLS mode by default for postgres connection ([4844488](4844488))
* Sync v0.61-branch so v0.61.0 tag is reachable from master ([af66878](af66878))

### Features

* Add Claude Code agent skills for Feast ([#6081](#6081)) ([1e5b60f](1e5b60f)), closes [#5976](#5976) [#6007](#6007)
* Add decimal to supported feature types ([#6029](#6029)) ([#6226](#6226)) ([cff6fbf](cff6fbf))
* Add feast apply init container to automate registry population on pod start ([#6106](#6106)) ([6b31a43](6b31a43))
* Add feature view versioning support to PostgreSQL and MySQL online stores ([#6193](#6193)) ([940e0f0](940e0f0)), closes [#6168](#6168) [#6169](#6169) [#2728](#2728)
* Add metadata statistics to registry api ([ef1d4fc](ef1d4fc))
* Add Oracle DB as Offline store in python sdk & operator ([#6017](#6017)) ([9d35368](9d35368))
* Add RBAC aggregation labels to FeatureStore ClusterRoles ([daf77c6](daf77c6))
* Add ServiceMonitor auto-generation for Prometheus discovery ([#6126](#6126)) ([56e6d21](56e6d21))
* Add typed_features field to grpc write request (([#6117](#6117)) ([#6118](#6118)) ([eeaa6db](eeaa6db)), closes [#6116](#6116)
* Add UUID and TIME_UUID as feature types ([#5885](#5885)) ([#5951](#5951)) ([5d6e311](5d6e311))
* Add version indicators to lineage graph nodes ([#6187](#6187)) ([73805d3](73805d3))
* Add version tracking to FeatureView ([#6101](#6101)) ([ed4a4f2](ed4a4f2))
* Added Agent skills for AI Agents ([#6007](#6007)) ([99008c8](99008c8))
* Added odfv transformations metrics ([8b5a526](8b5a526))
* Created DocEmbedder class ([#5973](#5973)) ([0719c06](0719c06))
* Extended OIDC support to extract groups & namespaces and token injection with multiple methods ([#6089](#6089)) ([7c04026](7c04026))
* Replace ORJSONResponse with Pydantic response models for faster JSON serialization ([65cf03c](65cf03c))
* Support distinct count aggregation [[#6116](#6116)] ([3639570](3639570))
* Support HTTP in MCP ([#6109](#6109)) ([e72b983](e72b983))
* Support nested collection types (Array/Set of Array/Set) ([#5947](#5947)) ([#6132](#6132)) ([ab61642](ab61642))
* Support podAnnotations on Deployment pod template ([1b3cdc1](1b3cdc1))
* Utilize date partition column in BigQuery ([#6076](#6076)) ([4ea9b32](4ea9b32))

### Performance Improvements

* Online feature response construction in a single pass over read rows ([113fb04](113fb04))
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Add Feast Agent Skills

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