Independent AI automation lab

AI automation kits for real-world operators.

OperatorForge AI turns fast-moving tools like n8n, Ollama, and Open WebUI into plain-English field manuals, workflow templates, and implementation packs for small businesses that need useful automation — not hype.

Separate brand. Separate site. Built to sell digital AI automation products under the OperatorForge AI name.

operatorforge scan --pain-points small-business
✓ repeated follow-up gaps found
✓ AI tooling confusion found
✓ template demand found

operatorforge build kit --workflow lead-intake
✓ field manual
✓ n8n templates
✓ prompt pack
✓ setup checklists
New pre-execution agent-control asset

AI Coding Agent Plan Review Gate Checklist

A practical checklist for reviewing AI coding-agent implementation plans before they touch code, secrets, CI, MCP config, customer data, or production systems.

  • Reviewable objective and non-goals
  • Tier 0-3 risk scoring
  • Sensitive-path and permission gates
  • Allowed/blocked command policy
  • Acceptance checks and evidence packet
  • Rollback before execution
New agent-CI safety asset

AI Agent PR CI Firewall Checklist

A practical CI firewall checklist for blocking risky AI-generated pull requests with deterministic gates, sensitive-path review, test evidence, dependency checks, secret scanning, and human approval.

  • Agent-authored PR labels
  • Run IDs and human owners
  • Sensitive-path gates
  • Test evidence requirements
  • Dependency and command-risk review
  • Secret scan and rollback notes
New coding-agent safety asset

AI Coding Agent Bug Report Injection Triage Checklist

A practical triage checklist for preventing fake bug reports, Sentry events, issue comments, logs, screenshots, and support tickets from hijacking AI coding agents.

  • Fact-only bug intake
  • Quarantined embedded instructions
  • High-risk action gates
  • Disposable debugging workspace
  • Targeted failing/passing evidence
  • Harmless injection drill
New agent-credential asset

AI Agent Secret Leak & Ephemeral Key Checklist

A practical credential-safety checklist for preventing AI coding agents, MCP tools, browser agents, and workflow agents from seeing, logging, or misusing raw API keys, env vars, browser secrets, and production credentials.

  • Secret boundary inventory
  • Ephemeral key policy
  • Canary leak drill
  • Blocked path and env-dump tests
  • Log redaction check
  • Revocation run record
New agent sandboxing asset

AI Agent Sandbox Threat Model Checklist

A practical threat-model checklist for choosing prompt policy, workspace allowlists, tool firewalls, ephemeral VMs, or human-gated production controls before giving AI agents real permissions.

  • Read/write/tool blast-radius map
  • Sandbox tier selector
  • Egress and secret boundaries
  • Approval-gated production actions
  • Blocked-action test cases
  • Decision-record template
New agent economics asset

AI Coding Agent Cost Meter & Spend Ledger

A practical spend ledger and CSV starter for teams measuring Claude Code, Codex, Cursor, Copilot, OpenCode, browser-agent, and workflow-agent cost per accepted deliverable.

  • Direct cost + seat allocation
  • Human review minutes
  • Acceptance status and evidence links
  • Rework reasons
  • Risk-tier budget ceilings
  • Keep/cap/batch/reroute decisions
New agent firewall asset

AI Agent Local Firewall & Egress Control Checklist

A practical local-agent firewall, outbound allowlist, secret-deny, prompt-injection test, budget ceiling, audit log, and kill-switch checklist for coding agents, browser agents, MCP tools, and workflow agents.

  • Agent/tool inventory
  • Outbound allowlist
  • Secret and private-file deny rules
  • Prompt-injection egress test
  • Request/token/browser-step budgets
  • Audit log and kill switch
New agent operating-system asset

AI Agent Instruction File Governance Checklist

A practical instruction register, conflict audit, secret-boundary, evidence-standard, and rollback checklist for AGENTS.md, CLAUDE.md, Cursor rules, Codex instructions, hooks, and MCP prompts.

  • Instruction inventory
  • Owner and review cadence
  • Permission matrix separation
  • Conflict and stale-rule audit
  • Secret/data boundary scan
  • Versioned rollback steps
New agent change-control asset

AI Agent Version-Control & Rollback Readiness Checklist

A practical snapshot, diff-review, rollback-ledger, and acceptance-evidence checklist for teams letting AI agents modify code, workflows, prompts, configs, or business records.

  • Write-boundary policy
  • Pre-run snapshot rules
  • Agent run ledger
  • Diff review checklist
  • Rollback drill template
  • Owner acceptance evidence
New agent observability asset

AI Agent Observability & Trace Readiness Checklist

A practical run-ID, step-trace, cost-ledger, evidence-map, redaction, replay, rollback, and owner-digest checklist for teams shipping autonomous AI workflows.

  • Minimum trace schema
  • Requirement-to-evidence map
  • Cost and retry visibility
  • Privacy redaction checklist
  • Replay and rollback rules
  • Owner digest template
New agent-supply-chain asset

AI Agent Skill & MCP Tool-Bundle Security Checklist

A practical source-provenance, capability-matrix, prompt-injection, secret-boundary, network/filesystem, approval-gate, audit, and kill-switch checklist for imported agent skills, MCP servers, workflow packs, and tool bundles.

  • Source/version provenance
  • Capability and data-class matrix
  • Secret scan and env allowlist
  • Prompt/tool-output injection review
  • Runtime budgets and audit trail
  • Bundle-level kill switch
New MCP security asset

MCP Server Security Readiness Checklist

A practical MCP server inventory, capability-firewall, prompt-injection, data-boundary, runtime-control, audit, and kill-switch checklist for teams connecting AI agents to internal tools.

  • MCP server register
  • Capability matrix
  • Untrusted tool-output policy
  • Runtime budgets
  • Audit event fields
  • Outside-the-chat kill switch
New AI-agent governance asset

AI Agent Authorization Boundary Checklist

A practical identity, data-boundary, action-boundary, approval-gate, background-run, and audit checklist for teams giving AI agents tool access or autonomous authority.

  • Agent identity register
  • Context vs action permission split
  • Tool/MCP authorization matrix
  • Risk-tier approval gates
  • Background-agent run controls
  • Audit event evidence
New n8n maintainability asset

n8n Workflow Readability Refactor Checklist

A practical naming, phase-map, data-contract, sub-workflow, error-path, and handoff checklist for n8n workflows that have grown past 30 nodes.

  • Node naming cleanup
  • Visible phase map
  • Normalized data contract
  • Sub-workflow boundary rules
  • Owner-visible error paths
  • Client handoff packet
New n8n approval asset

n8n Human-in-the-Loop Approval Queue Checklist

A practical owner, risk-tier, decision-record, context-packet, idempotency, timeout, and escalation checklist for n8n workflows that need humans to approve high-risk actions.

  • Approval owner and SLA
  • Durable queue record schema
  • Reviewer context packet
  • Single-use decision webhooks
  • Duplicate-action protection
  • Timeout and escalation rules
New AI-agent privacy asset

AI Agent Billing Bot Privacy & Access Checklist

A practical identity, role-scope, field-redaction, approval-gate, and audit checklist for teams letting AI agents answer billing questions or touch transaction records.

  • Identity and role checks
  • Billing field allowlist
  • Red-team prompt cases
  • Refund/export approval gates
  • Audit event evidence
New n8n pricing asset

n8n Client Automation Cost Calculator

A practical monthly platform, API, LLM, monitoring, and maintenance calculator for consultants quoting client n8n automations without surprise operating bills.

  • Monthly cost formula
  • Platform/API/LLM driver checklist
  • Retainer packaging table
  • Quote-ready client language
  • Usage ceiling worksheet
New AI governance asset

AI Agent Transaction Approval Gates Checklist

A practical approval-policy, transaction-limit, duplicate-action, audit-log, and emergency-brake checklist for teams letting AI agents execute real business actions without a human confirm click every time.

  • Transaction risk tiers
  • Approval policy template
  • Dollar/count/frequency limits
  • Duplicate-action prevention
  • Audit-log field list
  • Emergency brake pattern
First product

Automate Your Small Business Without Paying the AI Tax

A practical guide and template bundle for building private, low-cost automations with n8n, Ollama, and Open WebUI.

Plain-English manual

What to build first, how the stack works, and how to avoid overbuilding.

Workflow templates

Starter n8n JSON templates for lead intake, quote follow-up, and reviews.

Operator checklists

Setup, troubleshooting, security, and launch checklists designed for small teams.

New n8n production-safety asset

n8n Runaway Workflow Kill Switch Checklist

A practical circuit-breaker, execution-budget, dead-letter recovery, and outside-the-UI stop runbook for n8n builders who cannot let one bad workflow take down the instance.

  • Runaway risk score
  • Execution-budget defaults
  • Owner-editable kill switch
  • Dead-letter recovery pattern
  • Outside-the-UI stop runbook
n8n reliability asset

n8n Silent Failure & Retry Guardrails Checklist

A practical retry, idempotency, dead-letter queue, owner-alert, and handoff-test checklist for n8n builders whose automations cannot fail silently in production.

  • Risk-tiered retry rules
  • Idempotency key pattern
  • Dead-letter record template
  • Owner alert copy
  • 5-case delivery acceptance test
New free asset

AI Agent Skipped-Step Audit Checklist

A practical requirement-to-evidence checklist for founders and automation consultants who need to catch agents that silently skip tasks, miss verification, or finish with incomplete evidence.

  • 10-minute skipped-step audit
  • Requirement-to-evidence matrix
  • Verification and blocker checks
  • Red flags for incomplete agent work
  • Reusable prevention prompt
Agent safety asset

AI Agent Safety Preflight & Rollback Checklist

A practical checklist for founders and automation consultants who want agents to run commands, edit workflows, or deploy changes without losing control of scope, secrets, approval gates, or rollback.

  • 15-minute preflight pass
  • Read/write/deploy access tiers
  • Secrets and data-boundary rules
  • Rollback plan template
  • Client handoff email copy
New n8n AI asset

n8n AI Data Extraction No-Hallucination Checklist

A no-guess prompt, schema, validation, and review-routing checklist for builders using LLM nodes to extract structured data from emails, PDFs, forms, transcripts, and CRM notes.

  • No-guess extraction contract
  • Evidence-based JSON schema
  • Missing-data and confidence gates
  • 7-case test matrix
  • Human review task template
Free checklist

n8n Client Automation QA Checklist

A pre-delivery testing checklist for consultants shipping client workflows with webhooks, CRM updates, emails, retries, credentials, and handoff evidence.

  • 15-minute quick pass
  • Trigger and credential checks
  • Duplicate/retry protection
  • Test data matrix
  • Client handoff email template
Workflow library

Start where money leaks.

The first products focus on automations that recover revenue or reduce repetitive admin.

  • Lead intake responder
  • Quote follow-up assistant
  • Review request automation
  • FAQ/document assistant
  • Daily owner summary
  • Security and cost-control guardrails
Launch offer

PDF + templates + prompt pack.

The current bundle now includes twenty-eight free checklists as bonus implementation references.

$39 $79

Launch price for the Pro Pack.

  • Complete PDF field manual
  • Markdown source copy
  • Prompt pack
  • Setup + troubleshooting checklists
  • 3 importable n8n workflow templates
  • Bonus: n8n Client Automation QA Checklist
  • Bonus: AI Agent Safety Preflight & Rollback Checklist
  • Bonus: AI Agent Skipped-Step Audit Checklist
  • Bonus: n8n AI Data Extraction No-Hallucination Checklist
  • Bonus: n8n Silent Failure & Retry Guardrails Checklist
  • Bonus: n8n Runaway Workflow Kill Switch Checklist
  • Bonus: n8n Client Automation Cost Calculator
  • Bonus: AI Agent Billing Bot Privacy & Access Checklist
  • Bonus: n8n Human-in-the-Loop Approval Queue Checklist
  • Bonus: AI Agent Transaction Approval Gates Checklist
  • Bonus: n8n Workflow Readability Refactor Checklist
  • Bonus: AI Usage Cost Ceiling & Governance Checklist
  • Bonus: AI Agent Memory Poisoning Defense Checklist
  • Bonus: AI Agent Authorization Boundary Checklist
  • Bonus: MCP Server Security Readiness Checklist
  • Bonus: AI Agent Work Verification Harness Checklist
  • Bonus: AI Agent Skill & MCP Tool-Bundle Security Checklist
  • Bonus: AI Coding Agent Plan Review Gate Checklist
  • Bonus: AI Agent PR CI Firewall Checklist
  • Bonus: AI Coding Agent Bug Report Injection Triage Checklist
  • Bonus: AI Agent Secret Leak & Ephemeral Key Checklist
  • Bonus: AI Agent Sandbox Threat Model Checklist
  • Bonus: AI Coding Agent Cost Meter & Spend Ledger
  • Bonus: AI Agent Local Firewall & Egress Control Checklist
  • Bonus: AI Agent Instruction File Governance Checklist
  • Bonus: AI Agent Version-Control & Rollback Readiness Checklist
  • Bonus: AI Agent Skill Evaluation Readiness Checklist
  • Bonus: AI Agent Observability & Trace Readiness Checklist