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BetterDB-inc/monitor

vretrieval-py-v0.1.0 scope: retrieval-py Feature

This release adds 2 notable features for engineering teams evaluating rollout.

Published 1mo Monitoring & Metrics
✓ No known CVEs patched
Read the diff → Tool health → What is this tool? →

✓ No known CVEs patched in this version

Topics

prometheus monitoring obsevability redis valkey

Summary

AI summary

Updates What's included, Observability, and https://pypi.org/project/betterdb-valkey-search-kit/ across a mixed release.

Full changelog

betterdb-retrieval v0.1.0

Python port of @betterdb/retrieval. Developer-facing retrieval SDK over
Valkey Search — typed schema, idempotent index lifecycle, upsert/delete, and
vector + filtered + hybrid query, with built-in observability seams.

Requires Valkey 8+ with the valkey-search module (vector index support).
Works with ElastiCache for Valkey, Memorystore for Valkey, and MemoryDB.

Built on betterdb-valkey-search-kit.


Installation

pip install betterdb-retrieval

What's included

Retriever

| Method | Description |
|---|---|
| create_index() | Create or attach to the vector index (idempotent) |
| upsert(...) | Insert or update a document with its vector and fields |
| delete(id) | Delete a document by id |
| query(...) | Vector, filtered, and hybrid (vector + filter) search |
| health() | Index name, doc count, vector dimension |

Schema & fields

Typed RetrievalSchema with TAG / NUMERIC / vector field builders, validated
against the live FT.INFO to tolerate version skew.

Discovery

Shared discovery registry with atomic register/unregister (EVAL compare-and-set).

Observability

  • RetrievalMetrics / RetrievalTracer instrumentation seams
  • Prometheus metrics for query latency and result counts

Full changelog

See the repository history for detailed changes.

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About BetterDB-inc/monitor

Valkey-first observability with Redis compatibility. Query real-time metrics, analyze slow commands, detect hot keys, and investigate performance issues directly from AI coding assistants.

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Related context

Earlier breaking changes

  • vagent-cache-py-v0.7.0 Cache keys changed for tool-using requests on the LlamaIndex adapter; existing cached entries will miss once after upgrade.
  • vagent-cache-v0.7.0 Cache keys for tool-using requests changed on Vercel and LlamaIndex adapters; existing entries become one-time misses.
  • vagent-v1.5.0 TLS is now mandatory; agent exits with error if `--valkey-tls true` is not set for IAM auth mode.

Beta — feedback welcome: [email protected]