dynavec good first issues (Python)

Haystack integration about 16 hours ago

enhancement help wanted difficulty: advanced area: integrations

codeforstartups/dynavec

2

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

Python

In-process hnswlib hot tier about 24 hours ago

enhancement help wanted difficulty: advanced area: hot-tier

codeforstartups/dynavec

2

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

Python

Gzip-compress large text before storing 1 day ago

help wanted performance difficulty: intermediate area: dynamodb

codeforstartups/dynavec

2

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

Python

Parallelize put_vectors across batches 1 day ago

help wanted performance difficulty: intermediate area: s3vectors

codeforstartups/dynavec

2

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

Python

Dashboard view: Retrieval-quality trends over time 1 day ago

help wanted difficulty: intermediate area: observability dashboard telemetry

codeforstartups/dynavec

2

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

Python

CLI: migrate from Pinecone 1 day ago

enhancement help wanted difficulty: advanced area: cli

codeforstartups/dynavec

2

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

Python

S3 bucket ingestion source 1 day ago

enhancement help wanted difficulty: intermediate area: ingestion

codeforstartups/dynavec

2

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

Python

Native asyncio client (aioboto3) 1 day ago

enhancement help wanted difficulty: advanced area: concurrency

codeforstartups/dynavec

2

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

Python

search().explain() debug output 2 days ago

enhancement help wanted difficulty: intermediate area: observability

codeforstartups/dynavec

2

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

Python

Cost calculator page 3 days 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 3 days ago

enhancement help wanted difficulty: advanced area: metrics

codeforstartups/dynavec

2

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

Python

Strands agent example 4 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 4 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 4 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 4 days ago

help wanted performance difficulty: intermediate area: ingestion

codeforstartups/dynavec

2

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

Python

Optional embedding cache to avoid re-embedding identical text 4 days ago

help wanted performance difficulty: intermediate area: embeddings

codeforstartups/dynavec

2

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

Python

Validate item size before PutItem 4 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 5 days ago

enhancement help wanted good first issue area: graph

codeforstartups/dynavec

2

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

Python

Ingest MCP tools & prompts primitives 5 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) 5 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 5 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 5 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 5 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 5 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 5 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 6 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 6 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 6 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 6 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 6 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 7 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 8 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 9 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 9 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 9 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 9 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 9 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 10 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) 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

Per-query metric override tests 10 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 10 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 10 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 10 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 10 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 10 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) 10 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 12 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 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

Add Ollama local embedder 12 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 12 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 12 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 13 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 13 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 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

Web/HTML ingestion source 14 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 14 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 14 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) 14 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 14 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 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

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

Add mypy to CI 14 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 15 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 15 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 15 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 15 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 15 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 16 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 16 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 16 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 16 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 16 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 16 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) 16 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 16 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 16 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 16 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 16 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) 16 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 16 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 16 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 16 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 16 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 16 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 16 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 16 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 16 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 16 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 16 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 16 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 16 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 16 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 16 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 16 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 16 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 16 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 16 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 16 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 16 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 16 days ago

enhancement help wanted difficulty: intermediate area: observability

codeforstartups/dynavec

2

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

Python

codeforstartups/dynavec

Open Issues Need Help