A pre-processing proxy that sanitizes external inputs before AI triage bots can execute them as instructions
AI-powered CI/CD workflows (GitHub Actions, GitLab CI) now use LLM agents to triage issues, review PRs, and run automated tasks. But external inputs like issue titles, PR bodies, and comments flow directly into these agents without validation. The Clinejection attack proved this is not theoretical: a single crafted GitHub issue title compromised 4,000 developer machines by hijacking an AI triage bot into exfiltrating npm credentials. This tool sits between external input sources and AI agents, stripping prompt injection patterns, validating input schemas, and enforcing action-scope limits before any LLM processes the content.
Demand Breakdown
Social Proof 3 sources
Gap Assessment
4 tools exist (Aikido Security, Docker MCP Gateway, GitHub Agentic Workflows, Prompt Security) but gaps remain: No real-time input sanitization proxy that sits between webhooks and AI agents. Detection-only, not prevention; Only covers repository isolation after the agent starts. Does not prevent the initial prompt injection from triggering code execution or credential exfiltration.
Features4 agent-ready prompts
Competitive LandscapeFREE
| Product | Does | Missing |
|---|---|---|
| Aikido Security | IaC scanning for CI/CD pipelines, surfaces insecure patterns like executing unvalidated AI output or mixing untrusted input into prompts | No real-time input sanitization proxy that sits between webhooks and AI agents. Detection-only, not prevention |
| Docker MCP Gateway | One-repository-per-session isolation policy for AI agents making GitHub API calls, blocks cross-repo access after first call | Only covers repository isolation after the agent starts. Does not prevent the initial prompt injection from triggering code execution or credential exfiltration |
| GitHub Agentic Workflows | Isolated container runtime with controlled egress, safe outputs MCP server buffers writes until agent exits | Only works within GitHub's own infrastructure. Third-party AI triage bots, custom agent workflows, and self-hosted CI/CD are not covered |
| Prompt Security | Enterprise-grade prompt injection defense for production LLM applications, real-time detection and blocking | Focused on production app endpoints, not CI/CD pipeline AI agents. No GitHub Actions integration or workflow YAML scanning |
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