A.I.G (AI Infra Guard) vs iOrchestra Vibe Engineering: Features, Pricing & Which Is Better (2026)
A side-by-side comparison of A.I.G (AI Infra Guard) and iOrchestra Vibe Engineering — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.
A.I.G (AI Infra Guard)
Tencent Zhuque Lab
Tencent's open-source AI red teaming platform for scanning agents, agent skills, MCP servers and AI infrastructure, plus LLM jailbreak evaluation.
Key features
- Agent Skills Scan: Audits agent skill packages against a nine-category risk taxonomy aligned with the public SkillTrustBench T01-T09 classification, including detection of .pyc bytecode bypasses and charset smuggling.
- MCP Server Scan: Inspects MCP servers for threats such as tool poisoning, credential exfiltration and command injection, with tool whitelisting to prevent remote code execution during dynamic scanning.
- AI Infrastructure Vulnerability Scanning: Checks deployed AI components against a library that has grown to roughly 130 components and over 2,000 CVE rules, covering frameworks such as llama.cpp.
- Jailbreak Evaluation: Runs single-turn jailbreak operators plus multi-turn attack techniques including Many-Shot, PAIR, GOAT and ActorAttack to measure a model's resistance.
- Agent Scan with OWASP Coverage: Assesses running agents using OWASP-derived skills and web exfiltration detection, with a dedicated agent red team skill for comprehensive assessment.
- Standalone Scanner CLIs: skill-scan, mcp-scan and agent-scan each install as an independent command-line tool so scans can be wired directly into enterprise CI/CD pipelines.
- Docker Deployment with Web UI: Deploy the full platform with Docker on 4GB+ RAM and reach the web interface at localhost:8088, or use a one-click install script or a source build.
- AI Security Skill Market: A catalog of official security scanning skills, with the frontend fully open-sourced and integration available from OpenClaw chat via the aig-scanner skill.
Best for
- Pre-Deployment Agent Audit: Scan an internally built agent and its skill bundle for prompt injection, exfiltration and privilege risks before it is released to staff.
- MCP Supply Chain Review: Vet third-party MCP servers for tool poisoning and credential exfiltration before connecting them to production assistants.
- CI/CD Security Gate: Run skill-scan as a standalone CLI on every pull request so risky agent skills fail the build rather than shipping.
- Model Safety Benchmarking: Measure how a deployed LLM holds up against single and multi-turn jailbreak techniques before and after guardrail changes.
- AI Infrastructure Patch Triage: Inventory AI serving components and match them against the CVE rule library to prioritise which hosts need patching.
- Security Research and Reporting: Use the open scan engines and SkillTrustBench alignment as a reproducible basis for internal or published AI security research.
iOrchestra Vibe Engineering
iOrchestra
Design hardware from text or voice prompts to production-ready mechanical CAD, PCB layouts, schematics, and manufacturing files.
Key features
- Prompt-to-Production Outputs: Transforms text or voice prompts directly into production-oriented design artifacts such as mechanical CAD, PCB layouts, schematics, and Gerber/manufacturing files to shorten design cycles.
- Mechanical CAD Generation: Produces production-ready mechanical CAD models and assemblies usable in standard CAD workflows, enabling rapid creation of enclosures, mounts, and mechanical components from high-level requirements.
- PCB Layout and Schematic Automation: Automatically generates electronic schematics and places/routs PCB layouts suitable for manufacturing, reducing manual PCB design effort.
- Manufacturing File Export: Exports manufacturing-ready files (including Gerber outputs) so designs can be handed off to PCB fabrication and EMS partners without manual rework.
- Voice and Text Interaction: Accepts both voice and text prompts to describe product requirements, enabling fast ideation and hands-free design iteration during meetings or on-the-go.
- Iterative Refinement: Supports refinement cycles where designers adjust requirements via prompts and receive updated CAD/PCB outputs, accelerating revisions and concept exploration.
- Subscription Quota Management: Plan-based quotas and limits (e.g., PLUS with 100 designs/month or MAX unlimited) to match team scale and output needs.
- Generate production-ready mechanical CAD from text or voice prompts
- Automatic PCB layout and schematic generation from prompts
- Export manufacturing files including Gerber for fabrication
- Web-based workflow accessible via browser (cloud-hosted)
- Tiered subscription plans with design quotas or unlimited usage
- 7-day free trial for new users
- Outputs industry-standard file formats compatible with CAD/EDA tools
- No public API or SDK documented on the referenced page
Best for
- Rapid hardware prototyping: Convert a product concept described in a meeting into initial mechanical CAD and PCB layouts to accelerate prototype fabrication.
- End-to-end product development: Produce both enclosure CAD and electronic schematics/PCB designs from a single prompt to speed up integration between mechanical and electrical teams.
- Electronics startup MVPs: Quickly generate manufacturable PCB layouts and Gerber files to iterate hardware MVPs without large engineering headcount.
- Enclosure and mount design: Create production-ready mechanical components and assemblies for housing PCBs and sensors based on functional requirements.
- Design iteration in meetings: Use voice prompts during reviews to request changes and receive updated CAD or PCB outputs for fast decision-making.
- Scale design output for teams: Use subscription tiers to standardize automated design generation across multiple products and designers.
- Rapid prototyping of hardware concepts by converting product descriptions to CAD and PCB designs
- Automated generation of schematics and Gerber files for small-batch manufacturing
- Designers and engineers accelerating iteration cycles by using natural-language or voice-driven design inputs
- Startups and makers producing production-ready files without full in-house CAD/EDA expertise
- Exporting designs for handoff to contract manufacturers or further refinement in standard CAD/EDA tools