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

40 days ago #483 ↓ -4

Last evaluated 40 days ago. Current rank #483. Down 4 spots in the rankings.

Score history

87

Related listings

bdinfo-rs screenshot
92

Developer Tool / Media Analysis

A Rust Blu-ray disc analyzer that reimplements BDInfo for BDMV folders and ISO images, with CLI, desktop, and browser/WASM front ends.

WebLLM screenshot
#12 WebLLM
92

Developer Tool / AI SDK / In-browser LLM inference

WebLLM is a high-performance in-browser LLM inference engine that runs locally in the browser with WebGPU acceleration. It exposes an OpenAI-compatible API, supports streaming and JSON mode, and includes examples for building chat apps and browser extensions.

simulator-use screenshot
90

Developer Tool / AI Agent Tooling

An open-source MCP and CLI tool that lets AI agents read and control the iOS Simulator, build and test Xcode apps, and handle common iOS interactions with a compact screen representation.

Magnitude screenshot
#51 Magnitude
90

Developer Tool / AI Inference Engine

Open source inference engine for agents that self-tunes on the user’s hardware to run open models faster, with desktop app support and one-click connections to popular agents.