feat: Add MCP (Model Context Protocol) support for Feast feature server#5406
feat: Add MCP (Model Context Protocol) support for Feast feature server#5406franciscojavierarceo merged 24 commits into
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franciscojavierarceo
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Some last few bits and one question about the config
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…nce" (feast-dev#5398) Revert "fix: Update milvus connect function to work with remote instance (feast-dev#5382)" This reverts commit 7e5e7d5. Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
…ality (feast-dev#5389) Signed-off-by: Srihari <svenkata@redhat.com> Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
…east-dev#5401) * Updating milvus connect function to work with remote instance Signed-off-by: Fiona Waters <fiwaters6@gmail.com> * Update test configuration to use path for db Signed-off-by: Fiona Waters <fiwaters6@gmail.com> --------- Signed-off-by: Fiona Waters <fiwaters6@gmail.com> Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
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@YassinNouh21 can you rebase the PR I am seeing changes/commits with operator e2e tests. |
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Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
HaoXuAI
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I don't see the mcp logic in the PR? Or that's up to the user to implement?
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It comes from the MCP fast api library addition and config I believe. @YassinNouh21 can you add a unit test to test the MCP server works in the feature server? |
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Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
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Oh yes sorry I even saw that before 🤦♂️ |
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Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
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Last step @YassinNouh21 just need to run |
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FYI @franciscojavierarceo @tchughesiv I hope this will not give hard time while build from source kind of issues in downstream, thought it's optional |
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I tried to run |
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@franciscojavierarceo if u can assist in the |
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Do you see any traceback here? Initially milvus-lite does take long time to build, tried keep it running for few mins? |
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Signed-off-by: Francisco Javier Arceo <farceo@redhat.com>
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alright i compiled the requirements and pushed the changes, also fixed a small DCO. |
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Signed-off-by: Francisco Javier Arceo <farceo@redhat.com>
Signed-off-by: Francisco Javier Arceo <farceo@redhat.com>
Signed-off-by: Francisco Javier Arceo <farceo@redhat.com>
de650de
into
feast-dev:master
Jun 4, 2025
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@YassinNouh21 can you address @redhatHameed's feedback in a follow up PR by any chance? |
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…er (feast-dev#5406) * Revert "fix: Update milvus connect function to work with remote instance" (feast-dev#5398) Revert "fix: Update milvus connect function to work with remote instance (feast-dev#5382)" This reverts commit 7e5e7d5. Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * test: Add Operator E2E tests for Feast Apply and Materialize functionality (feast-dev#5389) Signed-off-by: Srihari <svenkata@redhat.com> Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * fix: Updating milvus connect function to work with remote instance (feast-dev#5401) * Updating milvus connect function to work with remote instance Signed-off-by: Fiona Waters <fiwaters6@gmail.com> * Update test configuration to use path for db Signed-off-by: Fiona Waters <fiwaters6@gmail.com> --------- Signed-off-by: Fiona Waters <fiwaters6@gmail.com> Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * feat: Add MCP support to feature server configuration Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * fix linter Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * add example Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * test: add test cases for the mcp server Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * fix linter Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * formatting Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * docs: update README for MCP setup instructions Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * fix: update transformation service endpoint and refactor MCP integration Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * feat: add Model Context Protocol (MCP) support and update documentation Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * fix: update entity key serialization version and improve README clarity Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * fix: refactor MCP imports to use the correct module path Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * feat: Add MCP server implementation files Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * test: MCP server unit tests and integration tests Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * fix formatting Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * fix formatting Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * adding compiled requirements Signed-off-by: Francisco Javier Arceo <farceo@redhat.com> * fix linter Signed-off-by: Francisco Javier Arceo <farceo@redhat.com> * reverting duckdb change Signed-off-by: Francisco Javier Arceo <farceo@redhat.com> * needed to do file source and duckdb Signed-off-by: Francisco Javier Arceo <farceo@redhat.com> --------- Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> Signed-off-by: Srihari <svenkata@redhat.com> Signed-off-by: Fiona Waters <fiwaters6@gmail.com> Signed-off-by: Francisco Javier Arceo <farceo@redhat.com> Co-authored-by: Francisco Arceo <arceofrancisco@gmail.com> Co-authored-by: Srihari Venkataramaiah <svenkata@redhat.com> Co-authored-by: Fiona Waters <fiwaters6@gmail.com> Co-authored-by: Francisco Javier Arceo <farceo@redhat.com> Signed-off-by: Jacob Weinhold <29459386+j-wine@users.noreply.github.com>
…er (feast-dev#5406) * Revert "fix: Update milvus connect function to work with remote instance" (feast-dev#5398) Revert "fix: Update milvus connect function to work with remote instance (feast-dev#5382)" This reverts commit 7e5e7d5. Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * test: Add Operator E2E tests for Feast Apply and Materialize functionality (feast-dev#5389) Signed-off-by: Srihari <svenkata@redhat.com> Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * fix: Updating milvus connect function to work with remote instance (feast-dev#5401) * Updating milvus connect function to work with remote instance Signed-off-by: Fiona Waters <fiwaters6@gmail.com> * Update test configuration to use path for db Signed-off-by: Fiona Waters <fiwaters6@gmail.com> --------- Signed-off-by: Fiona Waters <fiwaters6@gmail.com> Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * feat: Add MCP support to feature server configuration Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * fix linter Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * add example Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * test: add test cases for the mcp server Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * fix linter Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * formatting Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * docs: update README for MCP setup instructions Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * fix: update transformation service endpoint and refactor MCP integration Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * feat: add Model Context Protocol (MCP) support and update documentation Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * fix: update entity key serialization version and improve README clarity Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * fix: refactor MCP imports to use the correct module path Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * feat: Add MCP server implementation files Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * test: MCP server unit tests and integration tests Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * fix formatting Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * fix formatting Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> * adding compiled requirements Signed-off-by: Francisco Javier Arceo <farceo@redhat.com> * fix linter Signed-off-by: Francisco Javier Arceo <farceo@redhat.com> * reverting duckdb change Signed-off-by: Francisco Javier Arceo <farceo@redhat.com> * needed to do file source and duckdb Signed-off-by: Francisco Javier Arceo <farceo@redhat.com> --------- Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com> Signed-off-by: Srihari <svenkata@redhat.com> Signed-off-by: Fiona Waters <fiwaters6@gmail.com> Signed-off-by: Francisco Javier Arceo <farceo@redhat.com> Co-authored-by: Francisco Arceo <arceofrancisco@gmail.com> Co-authored-by: Srihari Venkataramaiah <svenkata@redhat.com> Co-authored-by: Fiona Waters <fiwaters6@gmail.com> Co-authored-by: Francisco Javier Arceo <farceo@redhat.com>
No problem u mean that the remnaing features ? |
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# [0.50.0](v0.49.0...v0.50.0) (2025-06-30) ### Bug Fixes * Add asyncio to integration test ([#5418](#5418)) ([6765515](6765515)) * Add clickhouse to OFFLINE_STORE_CLASS_FOR_TYPE map ([#5251](#5251)) ([9ed2ffa](9ed2ffa)) * Add missing conn.commit() in SnowflakeOnlineStore.online_write_batch ([#5432](#5432)) ([a83dd85](a83dd85)) * Add transformers in required dependencies ([8cde460](8cde460)) * Allow custom annotations on Operator installed objects ([#5339](#5339)) ([44c7a76](44c7a76)) * Dask pulling of latest data ([#5229](#5229)) ([571d81f](571d81f)) * **dask:** preserve remote URIs (e.g. s3://) in DaskOfflineStore path resolution ([2561cfc](2561cfc)) * Fix Event loop is closed error on dynamodb test ([#5480](#5480)) ([fe0f671](fe0f671)) * Fix lineage entity filtering ([#5321](#5321)) ([0d05701](0d05701)) * Fix list saved dataset api ([833696c](833696c)) * Fix NumPy - PyArrow array type mapping in Trino offline store ([#5393](#5393)) ([9ba9ded](9ba9ded)) * Fix pandas 2.x compatibility issue of Trino offline store caused by removed Series.iteritems() method ([#5345](#5345)) ([61e3e02](61e3e02)) * Fix polling mechanism for TestApplyAndMaterialize ([#5451](#5451)) ([b512a74](b512a74)) * Fix remote rbac integration tests ([#5473](#5473)) ([10879ec](10879ec)) * Fix Trino offline store SQL in Jinja template ([#5346](#5346)) ([648c53d](648c53d)) * Fixed CurlGeneratorTab github theme type ([#5425](#5425)) ([5f15329](5f15329)) * Increase the Operator Manager memory limits and requests ([#5441](#5441)) ([6c94dbf](6c94dbf)) * Method signature for push_async is out of date ([#5413](#5413)) ([28c3379](28c3379)), closes [#5410](#5410) [#006BB4](https://github.com/feast-dev/feast/issues/006BB4) * Operator - support securityContext override at Pod level ([#5325](#5325)) ([33ea0f5](33ea0f5)) * Pybuild-deps throws errors w/ latest pip version ([#5311](#5311)) ([f2d6a67](f2d6a67)) * Reopen for integration test about add s3 storage-based registry store in Go feature server ([#5352](#5352)) ([ef75f61](ef75f61)) * resolve Python logger warnings ([#5361](#5361)) ([37d5c19](37d5c19)) * The ignore_paths not taking effect duration feast apply ([#5353](#5353)) ([e4917ca](e4917ca)) * Update generate_answer function to provide correct parameter format to retrieve function ([dc5b2af](dc5b2af)) * Update milvus connect function to work with remote instance ([#5382](#5382)) ([7e5e7d5](7e5e7d5)) * Updating milvus connect function to work with remote instance ([#5401](#5401)) ([b89fadd](b89fadd)) * Upperbound limit for protobuf generation ([#5309](#5309)) ([a114aae](a114aae)) ### Features * Add CLI, SDK, and API documentation page to Feast UI ([#5337](#5337)) ([203e888](203e888)) * Add dark mode toggle to Feast UI ([#5314](#5314)) ([ad02e46](ad02e46)) * Add data labeling tabs to UI ([#5410](#5410)) ([389ceb7](389ceb7)), closes [#006BB4](https://github.com/feast-dev/feast/issues/006BB4) * Add Decimal to allowed python scalar types ([#5367](#5367)) ([4777c03](4777c03)) * Add feast rag retriver functionality ([#5405](#5405)) ([0173033](0173033)) * Add feature view curl generator ([#5415](#5415)) ([7a5b48f](7a5b48f)) * Add feature view lineage tab and filtering to home page lineage ([#5308](#5308)) ([308255d](308255d)) * Add feature view tags to dynamo tags ([#5291](#5291)) ([3a787ac](3a787ac)) * Add HybridOnlineStore for multi-backend online store routing ([#5423](#5423)) ([ebd67d1](ebd67d1)) * Add max_file_size to Snowflake config ([#5377](#5377)) ([e8cdf5d](e8cdf5d)) * Add MCP (Model Context Protocol) support for Feast feature server ([#5406](#5406)) ([de650de](de650de)), closes [#5398](#5398) [#5382](#5382) [#5389](#5389) [#5401](#5401) * Add rag project to default dev UI ([#5323](#5323)) ([3b3e1c8](3b3e1c8)) * Add s3 storage-based registry store in Go feature server ([#5336](#5336)) ([abe18df](abe18df)) * Add support for data labeling in UI ([#5409](#5409)) ([d183c4b](d183c4b)), closes [#27](#27) * Added Lineage APIs to get registry objects relationships ([#5472](#5472)) ([be004ef](be004ef)) * Added rest-apis serving option for registry server ([#5342](#5342)) ([9740fd1](9740fd1)) * Added torch.Tensor as option for online and offline retrieval ([#5381](#5381)) ([0b4ae95](0b4ae95)) * Adding feast delete to CLI ([#5344](#5344)) ([19fe3ac](19fe3ac)) * Adding permissions to UI and refactoring some things ([#5320](#5320)) ([6f1b0cc](6f1b0cc)) * Allow to set registry server rest/grpc mode in operator ([#5364](#5364)) ([99afd6d](99afd6d)) * Allow to use env variable FEAST_FS_YAML_FILE_PATH and FEATURE_REPO_DIR ([#5420](#5420)) ([6a1b33a](6a1b33a)) * Enable materialization for ODFV Transform on Write ([#5459](#5459)) ([3d17892](3d17892)) * Improve search results formatting ([#5326](#5326)) ([18cbd7f](18cbd7f)) * Improvements to Lambda materialization engine ([#5379](#5379)) ([b486f29](b486f29)) * Make batch_source optional in PushSource ([#5440](#5440)) ([#5454](#5454)) ([ae7e20e](ae7e20e)) * Refactor materialization engine ([#5354](#5354)) ([f5c5360](f5c5360)) * Remote Write to Online Store completes client / server architecture ([#5422](#5422)) ([2368f42](2368f42)) * Serialization version 2 and below removed ([#5435](#5435)) ([9e50e18](9e50e18)) * SQLite online retrieval. Add timezone info into timestamp. ([#5386](#5386)) ([6b05153](6b05153)) * Support dual-mode REST and gRPC for Feast Registry Server ([#5396](#5396)) ([fd1f448](fd1f448)) * Support DynamoDB as online store in Go feature server ([#5464](#5464)) ([40d25c6](40d25c6)) * Update Spark Compute read source node to be able to use other data sources ([#5445](#5445)) ([a93d300](a93d300)) ### Reverts * Feat: Add CLI, SDK, and API documentation page to Feast UI" ([#5341](#5341)) ([b492f14](b492f14)), closes [#5337](#5337) * Revert "feat: Add s3 storage-based registry store in Go feature server" ([#5351](#5351)) ([d5d6766](d5d6766)), closes [#5336](#5336) * Revert "fix: Update milvus connect function to work with remote instance" ([#5398](#5398)) ([434dd92](434dd92)), closes [#5382](#5382)
# [0.50.0](v0.49.0...v0.50.0) (2025-07-01) ### Bug Fixes * Add asyncio to integration test ([#5418](#5418)) ([6765515](6765515)) * Add clickhouse to OFFLINE_STORE_CLASS_FOR_TYPE map ([#5251](#5251)) ([9ed2ffa](9ed2ffa)) * Add missing conn.commit() in SnowflakeOnlineStore.online_write_batch ([#5432](#5432)) ([a83dd85](a83dd85)) * Add transformers in required dependencies ([8cde460](8cde460)) * Allow custom annotations on Operator installed objects ([#5339](#5339)) ([44c7a76](44c7a76)) * Dask pulling of latest data ([#5229](#5229)) ([571d81f](571d81f)) * **dask:** preserve remote URIs (e.g. s3://) in DaskOfflineStore path resolution ([2561cfc](2561cfc)) * Fix Event loop is closed error on dynamodb test ([#5480](#5480)) ([fe0f671](fe0f671)) * Fix lineage entity filtering ([#5321](#5321)) ([0d05701](0d05701)) * Fix list saved dataset api ([833696c](833696c)) * Fix NumPy - PyArrow array type mapping in Trino offline store ([#5393](#5393)) ([9ba9ded](9ba9ded)) * Fix pandas 2.x compatibility issue of Trino offline store caused by removed Series.iteritems() method ([#5345](#5345)) ([61e3e02](61e3e02)) * Fix polling mechanism for TestApplyAndMaterialize ([#5451](#5451)) ([b512a74](b512a74)) * Fix remote rbac integration tests ([#5473](#5473)) ([10879ec](10879ec)) * Fix Trino offline store SQL in Jinja template ([#5346](#5346)) ([648c53d](648c53d)) * Fixed CurlGeneratorTab github theme type ([#5425](#5425)) ([5f15329](5f15329)) * Increase the Operator Manager memory limits and requests ([#5441](#5441)) ([6c94dbf](6c94dbf)) * Method signature for push_async is out of date ([#5413](#5413)) ([28c3379](28c3379)), closes [#5410](#5410) [#006BB4](https://github.com/feast-dev/feast/issues/006BB4) * Operator - support securityContext override at Pod level ([#5325](#5325)) ([33ea0f5](33ea0f5)) * Pybuild-deps throws errors w/ latest pip version ([#5311](#5311)) ([f2d6a67](f2d6a67)) * Reopen for integration test about add s3 storage-based registry store in Go feature server ([#5352](#5352)) ([ef75f61](ef75f61)) * resolve Python logger warnings ([#5361](#5361)) ([37d5c19](37d5c19)) * The ignore_paths not taking effect duration feast apply ([#5353](#5353)) ([e4917ca](e4917ca)) * Update generate_answer function to provide correct parameter format to retrieve function ([dc5b2af](dc5b2af)) * Update milvus connect function to work with remote instance ([#5382](#5382)) ([7e5e7d5](7e5e7d5)) * Updating milvus connect function to work with remote instance ([#5401](#5401)) ([b89fadd](b89fadd)) * Upperbound limit for protobuf generation ([#5309](#5309)) ([a114aae](a114aae)) ### Features * Add CLI, SDK, and API documentation page to Feast UI ([#5337](#5337)) ([203e888](203e888)) * Add dark mode toggle to Feast UI ([#5314](#5314)) ([ad02e46](ad02e46)) * Add data labeling tabs to UI ([#5410](#5410)) ([389ceb7](389ceb7)), closes [#006BB4](https://github.com/feast-dev/feast/issues/006BB4) * Add Decimal to allowed python scalar types ([#5367](#5367)) ([4777c03](4777c03)) * Add feast rag retriver functionality ([#5405](#5405)) ([0173033](0173033)) * Add feature view curl generator ([#5415](#5415)) ([7a5b48f](7a5b48f)) * Add feature view lineage tab and filtering to home page lineage ([#5308](#5308)) ([308255d](308255d)) * Add feature view tags to dynamo tags ([#5291](#5291)) ([3a787ac](3a787ac)) * Add HybridOnlineStore for multi-backend online store routing ([#5423](#5423)) ([ebd67d1](ebd67d1)) * Add max_file_size to Snowflake config ([#5377](#5377)) ([e8cdf5d](e8cdf5d)) * Add MCP (Model Context Protocol) support for Feast feature server ([#5406](#5406)) ([de650de](de650de)), closes [#5398](#5398) [#5382](#5382) [#5389](#5389) [#5401](#5401) * Add rag project to default dev UI ([#5323](#5323)) ([3b3e1c8](3b3e1c8)) * Add s3 storage-based registry store in Go feature server ([#5336](#5336)) ([abe18df](abe18df)) * Add support for data labeling in UI ([#5409](#5409)) ([d183c4b](d183c4b)), closes [#27](#27) * Added Lineage APIs to get registry objects relationships ([#5472](#5472)) ([be004ef](be004ef)) * Added rest-apis serving option for registry server ([#5342](#5342)) ([9740fd1](9740fd1)) * Added torch.Tensor as option for online and offline retrieval ([#5381](#5381)) ([0b4ae95](0b4ae95)) * Adding feast delete to CLI ([#5344](#5344)) ([19fe3ac](19fe3ac)) * Adding permissions to UI and refactoring some things ([#5320](#5320)) ([6f1b0cc](6f1b0cc)) * Allow to set registry server rest/grpc mode in operator ([#5364](#5364)) ([99afd6d](99afd6d)) * Allow to use env variable FEAST_FS_YAML_FILE_PATH and FEATURE_REPO_DIR ([#5420](#5420)) ([6a1b33a](6a1b33a)) * Enable materialization for ODFV Transform on Write ([#5459](#5459)) ([3d17892](3d17892)) * Improve search results formatting ([#5326](#5326)) ([18cbd7f](18cbd7f)) * Improvements to Lambda materialization engine ([#5379](#5379)) ([b486f29](b486f29)) * Make batch_source optional in PushSource ([#5440](#5440)) ([#5454](#5454)) ([ae7e20e](ae7e20e)) * Refactor materialization engine ([#5354](#5354)) ([f5c5360](f5c5360)) * Remote Write to Online Store completes client / server architecture ([#5422](#5422)) ([2368f42](2368f42)) * Serialization version 2 and below removed ([#5435](#5435)) ([9e50e18](9e50e18)) * SQLite online retrieval. Add timezone info into timestamp. ([#5386](#5386)) ([6b05153](6b05153)) * Support dual-mode REST and gRPC for Feast Registry Server ([#5396](#5396)) ([fd1f448](fd1f448)) * Support DynamoDB as online store in Go feature server ([#5464](#5464)) ([40d25c6](40d25c6)) * Update Spark Compute read source node to be able to use other data sources ([#5445](#5445)) ([a93d300](a93d300)) ### Reverts * Chore Release "chore(release): release 0.50.0" ([#5483](#5483)) ([0eef391](0eef391)) * Feat: Add CLI, SDK, and API documentation page to Feast UI" ([#5341](#5341)) ([b492f14](b492f14)), closes [#5337](#5337) * Revert "feat: Add s3 storage-based registry store in Go feature server" ([#5351](#5351)) ([d5d6766](d5d6766)), closes [#5336](#5336) * Revert "fix: Update milvus connect function to work with remote instance" ([#5398](#5398)) ([434dd92](434dd92)), closes [#5382](#5382)
What this PR does / why we need it:
This PR implements Model Context Protocol (MCP) support for Feast's feature server, enabling AI agents and applications to interact with Feast feature stores through standardized MCP interfaces.
Key Features:
mcpfeature server type with configurable optionsget_online_features: Retrieve feature values for entitieslist_feature_views: List all available feature viewslist_feature_services: List all available feature servicesget_feature_store_info: Get feature store metadataImplementation Details:
fastapi_mcplibrary for MCP protocol integrationWhich issue(s) this PR fixes:
Fixes #5404