docs: Rename Atlas Vector Search to MongoDB Vector Search and fix code examples#6404
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…e examples Signed-off-by: jvincent-mongodb <jeffrey.vincent@mongodb.com>
franciscojavierarceo
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May 13, 2026
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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, fixretrieve_online_documents_v2()example to match actual APIdocs/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)
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git commit -s)Testing Strategy
Misc
This is a docs-only change (no code changes). Addresses post-merge review feedback from @caseyclements on #6351.