Borrowing it
Nothing to install: this file belongs to zscaler/zguard-ai-integrations. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/zscaler/zguard-ai-integrations/master/CLAUDE.mdgit clone --depth 1 https://github.com/zscaler/zguard-ai-integrationsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/zscaler/zguard-ai-integrations/claude-md)<a href="https://agentmods.dev/instructions/zscaler/zguard-ai-integrations/claude-md"><img src="https://agentmods.dev/badge/instructions/zscaler/zguard-ai-integrations/claude-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/zscaler/zguard-ai-integrations/claude-md"><img src="https://agentmods.dev/badge/instructions/zscaler/zguard-ai-integrations/claude-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.02276 | $0.02276 |
| Opus 5 | $0.01138 | $0.01138 |
| Sonnet 5 | $0.00455 | $0.00455 |
| Haiku 4.5 | $0.00228 | $0.00228 |
Grade A, and why
zguard-ai-integrations CLAUDE.md scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
- **Exception: AWS.** Those components run inside Lambda and agent runtimes where adding a dependency is a deployment-package cost the user pays, so they call the API with `urllib` and stay stdlib-only. Keep them depende How it starts
The opening of the file, as written. The whole thing — 162 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Zscaler AI Guard Integrations
Integration repository for connecting Zscaler AI Guard with third-party AI gateways, LLM platforms, and automation tools. Each integration scans prompts and LLM responses via the AI Guard DAS API (resolve-and-execute-policy) to enforce DLP, content safety, PII detection, secrets scanning, and compliance policies.
Repository Purpose
Working code, configuration examples, and documentation for deploying Zscaler AI Guard across the AI ecosystem. Where possible, integrations use zscaler-sdk-python (LegacyZGuardClientHelper) for direct SDK-based API calls rather than raw HTTP.
Structure
├── Anthropic/ # Claude Code hooks (pre/post scan) + Claude Code skill (on-demand /aiguard scanner)
├── OpenAI/ # Codex CLI hooks (user input, bash command/response, MCP request/response, stop)
├── Microsoft/ # Azure API Management policy integration
├── Cursor/ # Cursor IDE hooks (beforeSubmitPrompt, beforeMCPExecution, postToolUse, afterAgentResponse)
├── Cline/ # Cline VS Code hooks (UserPromptSubmit, PreToolUse, PostToolUse, TaskComplete)
├── Windsurf/ # Windsurf Cascade hooks (pre/post prompt, command, MCP, cascade response)
├── AWS/ # Bedrock AgentCore wrapper, Lambda decorator, boto3 SDK hooks, Strands Agents (stdlib only)
├── Google/ # Apigee X (inline proxy + reusable SharedFlow) and Cloud Run provisioning pipelines
├── Kong/ # Kong Gateway — Lua custom plugin & Konnect request callout
├── LiteLLM/ # LiteLLM proxy — Python custom callback (zscaler-sdk-python)
├── NemoGuardrails/ # NVIDIA NeMo Guardrails — custom action + library plugin (zscaler-sdk-python)
├── Portkey/ # Portkey AI Gateway — client-side SDK scanning (zscaler-sdk-python)
├── TrueFoundry/ # TrueFoundry — custom guardrail server via FastAPI (zscaler-sdk-python)
├── github-actions/ # GitHub Actions CI/CD — policy validation pipeline (zscaler-sdk-python)
├── Jenkins/ # Jenkins Declarative Pipeline — policy validation (zscaler-sdk-python)
├── n8n/ # n8n workflow automation — custom TypeScript node
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 4d ago Changed · +9 lines · +387 tokens per session 0e9b8fc4d876
- 9d ago First seen · 153 lines · 1,889 tokens per session scan A e5b63df5b76b
zguard-ai-integrations CLAUDE.md is an instructions file published in the GitHub repository zscaler/zguard-ai-integrations (5 stars, last pushed 7d ago), licensed MIT. It adds 2,276 tokens to every session, about $0.0114 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other instructions, from other repositories
plan-forge dapr.instructions.md
Dapr patterns for .NET — building blocks, component config, sidecar architecture, multi-tenant isolation, workflows, state management, secrets.
plan-forge blazor-fluent-ui.instructions.md
Blazor Server + Microsoft Fluent UI patterns — component layering, state, lifecycle, accessibility. Auto-loads when editing .razor / .razor.cs files.
plan-forge landing-zone.instructions.md
Azure Landing Zone baselines — identity, network, policy, management, security, tagging, subscription organization.
plan-forge policy.instructions.md
Azure Policy and Initiative compliance — definitions, assignment, compliance state, exemptions, remediation tasks.
plan-forge api-patterns.instructions.md
API patterns for .NET — REST conventions, ProblemDetails, pagination, versioning, error responses.
plan-forge database.instructions.md
Database patterns for .NET — Dapper/EF Core, parameterized queries, migration strategy.