The real catalog of tools for AI agents

Generate answers & visualizations from your engineering data to track software development health.

MCP server for data engineering: validation, transformation, visualization, and APIs.

Domain-specific LLM fine-tuning — sovereign models trained on your data, zero infrastructure.

Individual-analyst context layer: recall, remember, and reconcile your data and engineering context.

Read-only NPRA pharmaceutical records and pipeline health for Malaysia (5 tools).

MCP runtime copilot for health checks, regressions, explainability, and operational memory.

AI data-center design engine: size, validate & lay out Rubin-era data centers. Korea live.

Query core AI knowledge, essays, executable Labs, Homeric data and epistemic claims.

E-commerce inventory and catalog data structuring tool.

Deterministic data tools: price list diff, PDF tables, feed validation, data mapping, table diff

Find novel, statistically validated patterns in tabular data — hypothesis-free.

Index your codebase. AI searches instead of re-reading files. 94% token savings.

Measure how AI engines cite your brand. Cross-engine GEO visibility, as agent tools.

Your personal data for AI — Telegram, bank, courses, Zoom & more, scoped to you.

Microtoll Engine in your coding tool: docs search and a scaffold for end-to-end-encrypted apps.

The structured memory layer your AI is missing. Requires the free Wuniq desktop app.

Deterministic recipe verification engine — validates AI-generated recipes against master SOPs.

Premium agentic endpoint for catalog-engine-mcp.

Ask AI about your Engine DJ library: BPM/key search, audits, cues, opt-in playlist and tag edits.

88 free engineering calculators: RF link budgets, LoRa/Meshtastic, PCB, solar, homelab. Keyless.