codeforstartups/dynavec

CLI: migrate from Pinecone about 3 hours ago

enhancement help wanted difficulty: advanced area: cli

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

search().explain() debug output about 8 hours ago

enhancement help wanted difficulty: intermediate area: observability

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

S3 bucket ingestion source about 12 hours ago

enhancement help wanted difficulty: intermediate area: ingestion

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Cost calculator page about 16 hours ago

documentation help wanted difficulty: intermediate area: docs

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Learned fusion weights 1 day ago

enhancement help wanted difficulty: advanced area: metrics

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Native asyncio client (aioboto3) 2 days ago

enhancement help wanted difficulty: advanced area: concurrency

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Strands agent example 2 days ago

documentation help wanted good first issue area: integrations

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Surface index recall/config in a describe() helper 2 days ago

enhancement help wanted good first issue area: s3vectors

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

OpenAI Assistants file_search-style adapter 2 days ago

enhancement help wanted difficulty: advanced area: integrations

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Incremental / delta ingestion 2 days ago

help wanted performance difficulty: intermediate area: ingestion

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

In-process hnswlib hot tier 2 days ago

enhancement help wanted difficulty: advanced area: hot-tier

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Optional embedding cache to avoid re-embedding identical text 2 days ago

help wanted performance difficulty: intermediate area: embeddings

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Dashboard view: Retrieval-quality trends over time 3 days ago

help wanted difficulty: intermediate area: observability dashboard telemetry

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Validate item size before PutItem 3 days ago

enhancement help wanted good first issue area: dynamodb

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Delete node and edge APIs 3 days ago

enhancement help wanted good first issue area: graph

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Haystack integration 3 days ago

enhancement help wanted difficulty: advanced area: integrations

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Ingest MCP tools & prompts primitives 3 days ago

enhancement help wanted difficulty: advanced area: ingestion

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Optimized Product Quantization (OPQ) 3 days ago

enhancement help wanted difficulty: advanced area: quantization

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Hot-tier eviction policy 3 days ago

enhancement help wanted difficulty: intermediate area: hot-tier

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Redact secrets from any logging/errors 3 days ago

help wanted security difficulty: intermediate area: observability

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

CLI: export/import a namespace 3 days ago

enhancement help wanted difficulty: intermediate area: cli

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Shortest-path / BFS distance helper 3 days ago

enhancement help wanted difficulty: intermediate area: graph

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Dashboard: dark mode + theme parity with the landing page 4 days ago

help wanted good first issue area: observability dashboard

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

CrewAI tool tests + example 4 days ago

help wanted good first issue test area: integrations

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Cache warmup utility 4 days ago

enhancement help wanted good first issue area: cache

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Hybrid graph + ANN fusion (RRF) helper 4 days ago

enhancement help wanted difficulty: intermediate area: graph

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Cross-encoder reranker 4 days ago

enhancement help wanted difficulty: intermediate area: metrics

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Vectorize MMR for large candidate sets 4 days ago

help wanted performance difficulty: intermediate area: metrics

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

LlamaIndex: full metadata filter translation 5 days ago

enhancement help wanted difficulty: intermediate area: integrations

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Scalar quantization option 6 days ago

enhancement help wanted difficulty: intermediate area: quantization

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Dashboard: docs page + screenshots 7 days ago

documentation help wanted good first issue area: docs dashboard

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

PPTX ingestion source 7 days ago

enhancement help wanted good first issue area: ingestion

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

XLSX/CSV ingestion source 7 days ago

enhancement help wanted good first issue area: ingestion

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Add Hugging Face Inference API embedder 7 days ago

enhancement help wanted difficulty: intermediate area: embeddings

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Serialize/persist a trained ProductQuantizer 7 days ago

enhancement help wanted good first issue area: quantization

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Structured logging 8 days ago

enhancement help wanted good first issue area: observability

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Eval: retrieval quality runner (recall@k / MRR / nDCG) 8 days ago

help wanted difficulty: advanced area: benchmarks dashboard telemetry

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Per-query metric override tests 8 days ago

help wanted good first issue test area: metrics

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

DOCX ingestion source 8 days ago

enhancement help wanted good first issue area: ingestion

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

DSPy retriever module 8 days ago

enhancement help wanted difficulty: intermediate area: integrations

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

BatchGetItem: test UnprocessedKeys retry path 8 days ago

help wanted test difficulty: intermediate area: dynamodb

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

LangChain async retriever 9 days ago

enhancement help wanted difficulty: intermediate area: integrations

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Property-based tests for metrics 9 days ago

help wanted test difficulty: intermediate area: metrics

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Dashboard: FastAPI telemetry API (resources, events, metrics) 9 days ago

help wanted difficulty: intermediate area: observability dashboard

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Eval: faithfulness & answer-relevance via pluggable LLM judge 10 days ago

help wanted difficulty: advanced area: benchmarks dashboard telemetry

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Contributing guide + issue templates 10 days ago

documentation help wanted good first issue area: docs

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Add Ollama local embedder 11 days ago

enhancement help wanted difficulty: intermediate area: embeddings

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

TTL jitter for DynamoDBCache 11 days ago

enhancement help wanted good first issue area: cache

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Cohere Rerank API integration 11 days ago

enhancement help wanted difficulty: intermediate area: metrics

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Markdown/dir ingestion source 11 days ago

enhancement help wanted good first issue area: ingestion

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Configurable connection pool size 11 days ago

enhancement help wanted good first issue area: concurrency

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

SPFresh-style incremental hot index rebalance 12 days ago

enhancement help wanted difficulty: advanced area: hot-tier

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Web/HTML ingestion source 12 days ago

enhancement help wanted difficulty: intermediate area: ingestion

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Fuzz the chunker 12 days ago

help wanted good first issue test area: ingestion

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

PDF ingestion source 12 days ago

enhancement help wanted good first issue area: ingestion

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Auto-generate API reference (pdoc) 12 days ago

documentation help wanted difficulty: intermediate area: docs

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Ship a dynavec MCP server 12 days ago

enhancement help wanted difficulty: advanced area: ingestion

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Architecture deep-dive doc 12 days ago

documentation help wanted good first issue area: docs

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Dashboard view: Query analytics (latency, QPS, cache hit-rate) 12 days ago

help wanted difficulty: intermediate area: observability dashboard telemetry

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Add mypy to CI 12 days ago

help wanted ci difficulty: intermediate area: ci

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Expose configurable topK page size / nextToken handling 13 days ago

enhancement help wanted difficulty: intermediate area: s3vectors

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Document choosing an embedding dimension 13 days ago

documentation help wanted good first issue area: embeddings

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Score calibration / normalization option 13 days ago

enhancement help wanted good first issue area: metrics

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

SemanticCache: size limit by bytes 13 days ago

help wanted performance difficulty: intermediate area: cache

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Add Voyage AI embedder 13 days ago

enhancement help wanted good first issue area: embeddings

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

CLI: doctor command 14 days ago

enhancement help wanted difficulty: intermediate area: cli

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Input validation for ids/namespaces 14 days ago

help wanted security difficulty: intermediate area: dynamodb

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Dashboard: security — local-only, server-side creds, API token 14 days ago

help wanted security difficulty: intermediate area: observability dashboard

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Dashboard view: Per-query drill-down 14 days ago

help wanted difficulty: intermediate area: observability dashboard telemetry

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Dashboard view: Cost panel 14 days ago

help wanted difficulty: intermediate area: benchmarks dashboard

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Dashboard view: Namespace explorer 14 days ago

help wanted difficulty: intermediate area: observability dashboard

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Dashboard view: Resources (buckets, indexes, tables) 14 days ago

help wanted good first issue area: observability dashboard

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Client telemetry hook (opt-in) to record query events 14 days ago

help wanted difficulty: intermediate area: observability dashboard telemetry

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Telemetry data model: DynamoDB events table 14 days ago

help wanted difficulty: intermediate area: observability dashboard telemetry

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Dashboard: `dynavec dashboard` CLI to launch it locally 14 days ago

help wanted difficulty: intermediate area: cli dashboard

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Dashboard: port landing-page brand tokens to a Tailwind theme 14 days ago

help wanted good first issue area: observability dashboard

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Dashboard: scaffold the stack (Vite + React + TS + Tailwind + Recharts + FastAPI) 14 days ago

help wanted difficulty: intermediate area: observability dashboard

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

[EPIC] Telemetry & resource dashboard 14 days ago

help wanted difficulty: advanced dashboard epic

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Dependency vulnerability audit in CI 14 days ago

help wanted good first issue security area: ci

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Add Python 3.13 to the CI matrix 14 days ago

help wanted good first issue ci area: ci

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Add a pre-commit config 14 days ago

help wanted good first issue ci area: ci

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Add py.typed marker for type hints 14 days ago

help wanted good first issue packaging area: packaging

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Pin crewai away from the yanked release 14 days ago

help wanted good first issue packaging area: packaging

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Enable CI on fork pull requests 14 days ago

help wanted good first issue ci area: ci

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Regions support matrix for S3 Vectors 14 days ago

documentation help wanted good first issue area: docs

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

FAQ page 14 days ago

documentation help wanted good first issue area: docs

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Cookbook: production RAG with namespaces 14 days ago

documentation help wanted difficulty: intermediate area: docs

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Migrating from Pinecone guide 14 days ago

documentation help wanted good first issue area: docs

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

KMS encryption docs for table + bucket 14 days ago

documentation help wanted good first issue area: docs

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Tighten S3 Vectors resource ARNs in the sample policy 14 days ago

help wanted security difficulty: intermediate area: s3vectors

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Coverage + PyPI + CI badges in README 14 days ago

documentation help wanted good first issue area: docs

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Release automation notes / changelog 14 days ago

documentation help wanted good first issue area: docs

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Benchmark regression guard 14 days ago

help wanted test difficulty: intermediate area: benchmarks

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Credentials assume-role test 14 days ago

help wanted test difficulty: intermediate area: s3vectors

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Filter-builder operator tests 14 days ago

help wanted good first issue test area: s3vectors

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

moto-based DynamoDB integration tests 14 days ago

help wanted test difficulty: intermediate area: dynamodb

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

dynavec CLI: provision/upsert/query/stats 14 days ago

enhancement help wanted difficulty: advanced area: cli

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

CloudWatch metrics emission 14 days ago

enhancement help wanted difficulty: intermediate area: observability

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

OpenTelemetry tracing 14 days ago

enhancement help wanted difficulty: intermediate area: observability

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Hot/cold sync on writes 14 days ago

enhancement help wanted difficulty: advanced area: hot-tier

codeforstartups/dynavec

2

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

Python

Open Issues Need Help