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docs: Rename Atlas Vector Search to MongoDB Vector Search and fix code examples#6404

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docs: Rename Atlas Vector Search to MongoDB Vector Search and fix code examples#6404
jvincent-mongodb wants to merge 1 commit into
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jvincent-mongodb:docs/mongodb-vector-search-rename

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What this PR does / why we need it:

Renames "Atlas Vector Search" to "MongoDB Vector Search" across the MongoDB integration docs, since vector search now works in community edition too (not just Atlas). Also fixes the retrieve_online_documents_v2() code example to use the correct FeatureStore API signature, removes a PR back-link, and removes redundant description bullets per review feedback on #6351.

Changes:

  • docs/reference/data-sources/mongodb.md: Rename Atlas Vector Search → MongoDB Vector Search, remove PR feat: Add Vector Search support to MongoDBOnlineStore #6344 link, add # pragma: allowlist secret, fix retrieve_online_documents_v2() example to match actual API
  • docs/reference/offline-stores/mongodb.md: Remove description bullet points (per reviewer feedback)

Which issue(s) this PR fixes:

Follows up on #6351 (review comments after merge)

Checks

  • I've made sure the tests are passing.
  • My commits are signed off (git commit -s)
  • My PR title follows conventional commits format

Testing Strategy

  • Testing is not required for this change

Misc

This is a docs-only change (no code changes). Addresses post-merge review feedback from @caseyclements on #6351.

…e examples

Signed-off-by: jvincent-mongodb <jeffrey.vincent@mongodb.com>
@jvincent-mongodb jvincent-mongodb requested a review from a team as a code owner May 13, 2026 21:56
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