DEVELOPMENT & TECHNOLOGY · PRACTITIONER
Security engineer
AI tools to consider for a security engineer include Snyk Code, Shield KYA, PasteGuard and FlawPilot. They support tasks common in this work: secure software & systems, write & test code, find team knowledge and automate workflows.
Also known as: cybersecurity application security AppSec
Secure software & systems
Identify software risks and support security review.
| Tool | What it does | Pricing | Type | Evidence |
|---|---|---|---|---|
| PasteGuardPasteGuard | Open-source, self-hosted tool that masks names, emails and secrets before they reach AI providers. | Open source | Tool | Source reviewed |
| Snyk CodeSnyk | Scan source code for vulnerabilities, explain findings, and suggest fixes inside developer workflows. | Free + paid | Tool + MCP | Source reviewed |
| CrowdStrike Charlotte AICrowdStrike | Generative AI analyst inside the CrowdStrike Falcon platform. | Pricing not verified | Tool | Site checked |
| DarktraceDarktrace | Self-learning AI for threat detection and response. | Pricing not verified | Tool | Site checked |
| HiddenContentNot verified | Check a document for hidden text before your agent reads it. PDF, Office, RTF, HTML. | Pricing not verified | MCP | Site checked |
| PII ShieldNot verified | Redact names, IDs, emails, phones and card numbers before they reach the model; restore them after. | Pricing not verified | MCP | Site checked |
| Share by DeltaBreenNot verified | Send encrypted files and secrets, collect files and get documents signed, from your AI. | Pricing not verified | Tool + MCP | Site checked |
| Shield KYAShield Agent AI | Records and gates the tool calls of AI coding agents such as Claude Code, Cursor and Codex. | Free + paid | Tool + MCP | Source reviewed |
Write & test code
Draft code, explore implementations, and review changes.
| Tool | What it does | Pricing | Type | Evidence |
|---|---|---|---|---|
| Amazon Q DeveloperAmazon Web Services | Generate code changes, troubleshoot applications, and assist with modernization through IDE and terminal workflows. | Free + paid | Tool | Source reviewed |
| CursorCursor | Use codebase context to generate, edit, and review software through an AI editor, terminal agent, and cloud agents. | Free + paid | Tool | Source reviewed |
| GitHub CopilotGitHub | Draft and edit code, review changes, and run coding tasks across GitHub, the editor, and terminal. | Free + paid | Tool | Source reviewed |
| JetBrains AI AssistantJetBrains | Bring code-aware chat, inline assistance, refactoring help, and coding agents into supported JetBrains IDEs. | Free + paid | Tool | Source reviewed |
| Tricentis TestimTricentis | Create and maintain web, mobile, and Salesforce tests using recording, AI locators, and assisted test authoring. | Free + paid | Tool | Source reviewed |
| Snyk CodeSnyk | Scan source code for vulnerabilities, explain findings, and suggest fixes inside developer workflows. | Free + paid | Tool + MCP | Source reviewed |
| n8nn8n | Build visual automations and AI agents with API connections and code steps. | Free + paid | Tool | Source reviewed |
| DifyDify | Build and deploy AI applications with visual workflows, knowledge retrieval, and multiple model providers. | Free + paid | Tool | Source reviewed |
Find team knowledge
Find and summarize information in connected team documents.
| Tool | What it does | Pricing | Type | Evidence |
|---|---|---|---|---|
| OtterOtter.ai | Records and transcribes meetings, identifies speakers, summarizes discussions, and turns conversations into searchable knowledge and follow-up actions. | Free + paid | Tool + MCP | Source reviewed |
| DifyDify | Build and deploy AI applications with visual workflows, knowledge retrieval, and multiple model providers. | Free + paid | Tool | Source reviewed |
| Gemini NotebookGoogle | Formerly NotebookLM: explore source materials and turn them into summaries, study aids, and audio overviews. | Free + paid | Tool | Source reviewed |
| ClickUp BrainClickUp | AI workspace that combines company knowledge, writing assistance, multiple models, and project context within ClickUp. | Free + paid | Tool + MCP | Source reviewed |
| GleanGlean | Enterprise search, AI assistance, and agents grounded in connected company knowledge and access permissions. | Contact sales | Tool + MCP | Source reviewed |
| Zendesk AIZendesk | AI agents, copilot assistance, knowledge management, and quality monitoring for customer service operations. | Paid | Tool | Source reviewed |
| Microsoft 365 CopilotMicrosoft | AI assistance within Microsoft productivity apps and work information. | Paid | Tool | Source reviewed |
| Notion AINotion | An AI workspace for finding company knowledge, drafting documents, capturing meeting notes, and carrying out tasks using connected information. | Free + paid | Tool + MCP | Source reviewed |
Automate workflows
Connect apps and reduce repetitive administrative work.
| Tool | What it does | Pricing | Type | Evidence |
|---|---|---|---|---|
| Asana AIAsana | AI assistants, agents, and workflow building embedded in Asana's project and task management platform. | Paid | Tool + MCP | Source reviewed |
| ApolloApollo | Sales platform with contact discovery, enrichment, AI assistance, and outbound engagement workflows for go-to-market teams. | Free + paid | Tool + MCP | Source reviewed |
| JasperJasper | Marketing-focused AI workspace for creating brand-consistent content and running campaign, research, and translation workflows. | Paid | Tool | Source reviewed |
| n8nn8n | Build visual automations and AI agents with API connections and code steps. | Free + paid | Tool | Source reviewed |
| Airtable AIAirtable | Build and work with databases, applications, reports, and automations using Airtable’s AI assistant. | Free + paid | Tool + MCP | Source reviewed |
| ClayClay | Combines data enrichment, AI research agents, buying signals, and workflow automation for prospecting and revenue operations. | Free + paid | Tool | Source reviewed |
| DifyDify | Build and deploy AI applications with visual workflows, knowledge retrieval, and multiple model providers. | Free + paid | Tool | Source reviewed |
| Intercom FinIntercom | Customer-facing AI agent that answers questions, performs support actions, and hands conversations to human teams across digital and voice channels. | Usage based | Tool | Source reviewed |
Fields this role works in
Common questions
What AI tools can a security engineer use?
Snyk Code, Shield KYA, PasteGuard, FlawPilot and heal.dev are good places to start. Tasks they support in this work include: secure software & systems, write & test code and find team knowledge.
How should AI output be checked in this role?
Treat it as a draft. Confirm facts, figures, and citations against the original source, and keep accountable decisions with a qualified person. Check the vendor’s data terms before sharing anything confidential.
No paid ranking. Reviewed 2026-11-04. Tool fit is an editorial suggestion based on published capabilities. See sources & methodology →
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