A.I.G (AI Infra Guard) vs Capacity: Features, Pricing & Which Is Better (2026)
A side-by-side comparison of A.I.G (AI Infra Guard) and Capacity — 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.
Capacity
Capacity
AI no-code app builder that turns a plain-English idea into a live web app with logins, payments, and a shareable URL.
Key features
- Conversational app spec: Capacity asks clarifying questions about your idea before it starts building instead of guessing your intent.
- Full production stack: generated apps include member accounts, logins, saved data, and payments — real product features, not demo scaffolding.
- One-click deploy: publish your app to a shareable URL the same day, with custom domains available in minutes.
- AI co-founder support: describe any bug or change in natural language and the agent explains, fixes, and iterates on the app for you.
- Codebase export: on Growth and above you can export the full underlying codebase so a developer can take it over anytime.
- Multi-device design: responsive UI for phones, tablets, and desktop comes standard, with style controlled by plain-English direction.
- Credit-based billing: credits are consumed only when the AI is actively building or editing, and never expire.
- macOS desktop app: dedicated Mac client for local building without a credit card required.
Best for
- Non-technical founder validates an MVP idea by describing it and shipping a working prototype the same day.
- Solopreneur builds a paid membership app with logins, saved profiles, and Stripe-style payments without hiring a developer.
- Small business owner spins up an internal tool or client portal with a custom domain in minutes.
- Product manager prototypes a v0 of a new feature and iterates by conversation before handing an exported codebase to engineers.
- Creator ships a niche landing page or micro-app around a specific audience using only plain-English direction.
- Team standardizes multiple internal apps under one workspace and manages usage with credit budgets.