301 Tools CoveredLast Data Update August 10, 2026

Design a Data & AI Stack for Your Constraints

Turn your architecture, cloud, budget, deployment, scale, team, and workload requirements into an explainable stack recommendation.

How recommendations are scored

Your ML Platform

Click any tool to swap it. Add optional layers to customize your recommendation.

Why this recommendation

Evidence: Medium · 68/100

This reflects how much supporting evidence we have for the recommendation, based on source coverage, metadata, and verified integrations.

  • Optimized for a default ml platform architecture across the required stack layers.
  • Covers the core ML platform flow from ingestion through storage and model operations.
  • Balances role fit, adoption, review quality, user requirements, and available integration evidence.
  • Source coverage: Most selected tools have strong adoption, review, and metadata coverage.
  • Verified integrations: 1 of 3 selected tool pairs are verified: Meltano + DuckDB. No verified integration found yet: Meltano + Ray and DuckDB + Ray.
  • Requirement evidence: No optional requirements were selected, so the stack is judged on default architecture fit.
21/100
Stack Score
42/100
Public Signal Coverage
0/100
Integration Coverage
Free – $200/mo
Est. Monthly Cost

Integration Map

Scroll horizontally to inspect every stack connection.

Integration not verified: Airbyte and DuckDB. This connection is expected for the selected architecture, but verified source evidence is not recorded yet. ingestion tools need a verified destination path into the ML data store.Integration not verified: Weights & Biases and DuckDB. This connection is expected for the selected architecture, but verified source evidence is not recorded yet. ML training and deployment tools need a data-access path to the selected storage layer.AirbyteData IngestionDuckDBData StorageWeights & BiasesML Training & DeploymentNo verified direct integrations between these tools
Data flowIntegration evidence missing
Data Ingestion
No verified integrations
Airbyte
⭐ 21.9kFree tier · paid from $10/mo
Data Storage
No verified integrations
DuckDB
⭐ 40.2kFree (open source)
ML Training & Deployment
No verified integrations
Weights & Biases
⭐ 11.2kHF 2.4k downloadsFree tier
Orchestration
🤖 AI: LLM Provider
🤖 AI: Agent Framework
🤖 AI: Vector Database
Observability

Understanding your stack scores

Stack Score

Overall fit of this reference stack, shown out of 100. It combines public signal coverage and integration coverage equally.

Public Signal Coverage

A category-relative public-signal measure, normalized to 100 from sources such as GitHub stars and Stack Overflow questions. It is an adoption proxy, not proof of enterprise use.

Integration Coverage

Share of architecture-relevant stack connections with a verified integration, shown out of 100. Green lines are verified integrations; amber dashed lines are expected stack connections where verified source evidence is not recorded yet.

Est. Monthly Cost

Estimated range based on each tool's published starting price and pricing model. Actual costs depend on usage, team size, and plan tier.

Integration indicators on each tool

2 verified all graph-relevant pairs are verified2 verified, 1 unverified select the status to inspect the unmatched pairNo verified integrations no verified direct connection found yet

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