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AI Developer Lab collection

AI Developer Lab

Security, cost, prompt, RAG, MCP, and agent tools from the Aixtral Lab inventory, packaged as repeatable Toolars workspaces for product builders.

Official4 tools3 workflowsAI SecurityMCPLLM Cost

Recommended path

Start with the highest-confidence route through this collection.

Browse full Lab
1Repair structured outputStart with JSON Repair and schema-safe payloads.Local
2Scan prompt riskRun prompt injection checks before agent release.Security
3Budget and launch MCP toolsEstimate LLM spend, then package MCP definitions and tests.Launch

Tools in this collection

Catalog entries and workspaces that make up the collection.

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JSON RepairFix malformed LLM JSON output, trailing commas, quotes, and arrays.LocalPrompt Injection ScannerScan prompts for jailbreaks, instruction overrides, and hidden payloads.AI consentLLM Cost CalculatorEstimate token cost across providers, models, context windows, and traffic.LocalMCP Server BuilderBuild manifests, tool schemas, prompts, resources, and launch docs.Local

Playbooks

Repair and validate LLM JSONNormalize model output before downstream tools consume it.Stable payloads
Harden prompt surfacesReview system prompts, tool instructions, and retrieved text before release.Guardrail checklist
Ship an MCP toolBuild tool schemas, test payloads, and launch documentation.Agent-ready launch