Developer Tool / AI Memory / Agent Infrastructure

IngotDB

Open-source structured memory for AI agents. Ingot stores tool results and documents in SQL-friendly form, with optional embeddings, MCP access, and a local quick start for running the stack.

Clear27/30
Useful28/30
Specific16/20
Complete16/20
IngotDB screenshot

Why it was accepted

The page clearly presents a real AI-adjacent developer product with a specific use case: structured memory for agent harnesses. The snapshot includes the product purpose, quick start setup, SDK example, benchmark results, and deployment/configuration sections, which is enough for a useful public listing. It also shows concrete capabilities like SQL querying, MCP support, and optional embeddings/OCR.

Weakness

The crawl shows strong product intent, but a visitor still cannot fully tell the production readiness: there is no visible pricing, hosted service details, supported platforms beyond the local stack, or a high-level architecture diagram. The benchmark is helpful, but the snapshot does not show broader adoption signals or release status.

Review status

17 days ago #438 ↓ -4

Last evaluated 17 days ago. Current rank #438. Down 4 spots in the rankings.

Score history

87

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