Evidence & retesting
Verification
Checking that findings are real and fixes actually hold: evidence, retesting and honest security claims.
139published articles
139 published articles
Articles in this category
No guides match your search. Try a broader topic or clear the search to browse.
Insecure File Upload in AI-Built Apps
Why AI generated file upload code fails open, what attackers abuse and how to verify type size and storage safely in production.
Sep 25, 2026Why Scanner Findings Are Not Proof
Retest-confirmed outcomes support a finding within their recorded scope and are recorded separately.
Sep 24, 2026What Building Release Assurance Taught Me
Honest founder notes on shipping LyraShield AI in open beta, why evidence beats flagging and how we handle fix proposals.
Sep 23, 2026What Data Shows on AI-Generated Code Security
A grounded review of verified studies from 2023 to 2025 on AI generated code flaws with cited rates and release checks for small teams.
Sep 22, 2026Race Conditions in AI-Built Apps and Fixes
Learn how AI generated handlers create race conditions, why check then act fails and how to fix with atomic updates and constraints.
Sep 21, 2026Aider app security checklist
A security checklist for reviewing apps built with Aider covering repository settings, secrets, dependencies and verifiable evidence with LyraShield AI.
Aug 7, 2026Using LyraShield alongside Aider for AI coding
How to run LyraShield security checks alongside Aider today using the CLI and GitHub Action diff gate. Native MCP is a roadmap item Aider has not yet shipped.
Aug 7, 2026Secure an Antigravity Built App Before Launch
A release review checklist for Antigravity apps covering data exposure, config, secrets, dependencies and independent launch evidence before you ship.
Aug 7, 2026Connect Antigravity to LyraShield via MCP
A step by step workflow to configure LyraShield MCP in Google Antigravity using the CLI, verify the connection, run a scan and gate pull requests.
Aug 7, 2026Secure a Codebuff Built App Before Launch
A release review checklist for Codebuff apps covering data exposure, agent tools, secrets, dependencies and independent launch evidence before you ship.
Aug 7, 2026Connect Codebuff to LyraShield via MCP
A step by step workflow to configure LyraShield MCP in the Codebuff terminal agent using the CLI, verify the connection, run a scan and gate pull requests.
Aug 7, 2026Secure a Devin CLI Built App Before Launch
A release review checklist for Devin CLI apps covering data exposure, MCP config, secrets, dependencies and independent launch evidence before you ship.
Aug 7, 2026Connect Devin CLI to LyraShield via MCP
A step by step workflow to configure LyraShield MCP in the Cognition Devin CLI agent using the CLI, verify the connection, run a scan and gate pull requests.
Aug 7, 2026GitHub Copilot App Security Checklist for Teams
A security checklist for reviewing GitHub Copilot generated apps covering permissions, secrets, dependencies and verifiable evidence with LyraShield AI.
Aug 7, 2026GitHub Copilot MCP Security Workflow Setup Guide
Connect GitHub Copilot CLI to pinned LyraShield MCP with separate OAuth, client discovery, read-only verification and a CI diff gate.
Aug 7, 2026Secure a Goose Built App Before Launch
A release review checklist for Goose apps covering data exposure, extensions config, secrets, dependencies and independent launch evidence before you ship.
Aug 7, 2026Connect Goose to LyraShield via MCP
A step by step workflow to configure LyraShield MCP in the Block Goose agent using the CLI, verify the connection, run a scan and gate pull requests.
Aug 7, 2026Kiro App Security Checklist for AI Built Code
A security checklist for reviewing Kiro generated applications covering configuration, secrets, dependencies and checksum-bound evidence with LyraShield AI.
Aug 7, 2026Kiro MCP Security Workflow With LyraShield AI
Configure Kiro with pinned direct MCP and separate CLI OAuth, then verify discovery and read-only access before authorized scans and CI checks.
Aug 7, 2026MiMo Code app security checklist
Secure a Xiaomi MiMo Code built app before launch with this evidence based checklist covering MCP config, permissions, secrets, dependencies and verification.
Aug 7, 2026Oh My Pi app security checklist
Secure an Oh My Pi built app before launch with this evidence based checklist covering MCP config, permissions, secrets, dependencies and verification.
Aug 7, 2026Roo Code app security checklist
Secure a Roo Code built app before launch with this evidence based checklist covering MCP config, permissions, secrets, dependencies and verification.
Aug 7, 2026Amp App Security Checklist
Practical checklist for Amp: scope orbs, MCP servers, skills and CI gates before shipping AI-built code to production.
Jul 30, 2026Amp MCP security workflow for agent scans
Set up LyraShield AI with Amp via MCP to scan changed code, verify findings and enforce a diff aware GitHub Action gate with SARIF.
Jul 30, 2026Claude Code MCP Agent Rules Security Setup
Configure LyraShield MCP with Claude Code agent rules to catch OWASP risks secrets and dependency issues across local and remote MCP
Jul 30, 2026Claude Code security workflow for AI built apps
Secure Claude Code workflows with MCP scope checks, permission hardening, dependency gating and SARIF evidence for trustworthy releases.
Jul 30, 2026Cline app security checklist
Secure Cline workflows with current MCP configuration, autoApprove controls and verified gates before merge.
Jul 30, 2026Cline MCP security workflow for AI built apps
Connect Cline to LyraShield MCP for bounded scans, evidence-state findings, reviewed fix proposals, retests and a diff-aware SARIF gate.
Jul 30, 2026OpenAI Codex MCP security workflow for PR reviews
Connect OpenAI Codex to LyraShield MCP for bounded scans, evidence-state findings, reviewed fix proposals, retests and a diff-aware SARIF gate.
Jul 30, 2026Codex app security workflow for trusted releases
Lock down Codex config and MCP servers, gate dependencies and secrets and capture SARIF evidence for every AI assisted release.
Jul 30, 2026Cursor app security checklist for AI built code
Harden Cursor built apps before release with MCP config checks, rules hardening, secret scanning, dependency review and verified evidence.
Jul 30, 2026Cursor MCP Security Workflow for AI Built Apps
Set up LyraShield MCP in Cursor to scan AI built code for injection secrets and supply chain risks with findings with recorded evidence states and GitHub gate
Jul 30, 2026Gemini CLI App Security Checklist for Vibe Coding
Secure Gemini CLI with settings.json MCP trust controls, includeTools allow lists and verified secrets and SCA gates.
Jul 30, 2026Gemini CLI MCP security workflow for AI apps
Connect Gemini CLI to LyraShield MCP for bounded scans, evidence-state findings, reviewed fix proposals, retests and a diff-aware SARIF gate.
Jul 30, 2026Hermes Agent App Security Checklist
Harden Hermes agent: config, skill supply chain, MCP tool filtering, mTLS and CI gates for AI-built apps.
Jul 30, 2026Hermes MCP workflow for security scans
Integrate LyraShield AI with Hermes AI via YAML config to run bounded scans per target, preserve evidence states and enforce diff aware PR gating.
Jul 30, 2026JetBrains AI app security checklist
Secure JetBrains AI Assistant workflows with MCP hardening plus secrets scanning and verified review before every merge.
Jul 30, 2026JetBrains MCP Security Workflow for AI IDEs
Integrate LyraShield MCP into JetBrains AI Assistant to scan AI built code for OWASP flaws secrets and supply chain risk
Jul 30, 2026Kilo Code App Security Checklist
Practical checklist for Kilo Code: lock agent rules, MCP authority, dependencies and CI evidence before you ship AI-built code.
Jul 30, 2026Kilo Code MCP security workflow before you ship
Configure LyraShield AI with Kilo Code via MCP to run bounded scans per target, preserve evidence states and enforce diff aware gating on pull requests.
Jul 30, 2026OpenClaw App Security Checklist
Secure OpenClaw gateway: MCP registry, toolFilter, channel inputs, TLS and CI evidence for AI-built app releases.
Jul 30, 2026OpenClaw MCP security workflow
Integrate LyraShield AI with OpenClaw via MCP and GitHub Action to verify builds, upload SARIF and enforce diff aware checks.
Jul 30, 2026OpenCode App Security Checklist for AI Built Apps
Secure OpenCode workflows with current opencode.json MCP controls and verified SCA plus secrets scanning.
Jul 30, 2026OpenCode MCP security workflow
Connect OpenCode to LyraShield MCP for evidence-state findings and a diff-aware GitHub gate using opencode.json and a pinned local package.
Jul 30, 2026Pi Coding Agent App Security Checklist
Harden Pi Coding Agent extensions, skills, tool permissions, secrets and diff-aware CI for AI-built apps.
Jul 30, 2026LyraShield alongside the Pi coding agent
Connect Pi Coding Agent to LyraShield through built-in MCP and hosted OAuth, with skills and CLI/CI alternatives.
Jul 30, 2026VS Code AI app security checklist for MCP builds
Secure VS Code with GitHub Copilot and MCP, covering mcp dot json hardening, agent permissions, secret gating and SARIF evidence.
Jul 30, 2026VS Code MCP Security Workflow with Copilot
Add LyraShield MCP to VS Code for Copilot aware security checks findings with evidence states and diff aware GitHub Action gates
Jul 30, 2026Windsurf MCP Security Workflow for AI Editors
Review a legacy Windsurf MCP workflow, use the current Devin setup guide and keep tool access, scan evidence and retests scoped to your app.
Jul 30, 2026Windsurf security workflow for AI generated apps
Harden Windsurf MCP config, rules, dependencies and secrets with SARIF evidence for secure AI assisted releases of your app.
Jul 30, 2026Zed AI App Security Checklist for Vibe Teams
Secure Zed editor workflows with MCP hardening in settings.json plus verified secrets and dependency checks before merge.
Jul 30, 2026Zed MCP security workflow for AI built apps
Connect Zed to LyraShield AI over MCP for findings with explicit evidence states and a diff aware GitHub Action gate inside your existing editor flow.
Jul 30, 2026Security reviews for agency client apps
Define authorization, scope, evidence ownership, remediation, retesting and handoff before an agency calls a client app ready to release.
Jul 17, 2026Keep AI Agents Away From Production Deletes
Block standing production delete authority with separate identities, permission ceilings, exact approvals, short-lived access and audit records.
Jul 17, 2026Protect AGENTS.md and Rules Files From Poisoning
Prevent prompt injection in AGENTS.md and coding-tool rules with provenance, code ownership, protected review, scoped rules and conflict tests.
Jul 17, 2026AI App Pre-Launch Security Checklist
Run an evidence-based pre-launch review across authorization, secrets, inputs, dependencies, deployment, agents, monitoring, recovery and retests.
Jul 17, 2026Audit AI-suggested dependencies for CVEs
Verify package identity, lock resolved versions, inspect the dependency graph and interpret advisory matches without treating a clean scan as proof.
Jul 17, 2026Is AI-generated code safe for production?
Not by default. Generated code needs requirements, human review, independent tests, constrained deployment, monitoring and recovery evidence.
Jul 17, 2026Why AI-Generated Tests Are Not Security Proof
Use AI-generated tests as regression checks, then add independent invariants, negative cases, mutation checks and scoped retest evidence.
Jul 17, 2026Secure an AI SaaS With Stripe
Secure Stripe billing with server-owned entitlements, raw-body webhook verification, idempotent processing, constrained keys and failure-path tests.
Jul 17, 2026A security review prompt you still have to test
Use a bounded AI security review prompt to produce traceable candidate findings, safe test ideas and explicit uncertainty without mistaking output for proof.
Jul 17, 2026Stop Exposing API Keys in Frontend Code
Identify secrets shipped in browser bundles, move privileged calls behind a server boundary and rotate exposed credentials safely.
Jul 17, 2026What an app security score can and cannot mean
Read an app security score as a versioned summary of scoped evidence, not a breach prediction, universal benchmark or guarantee of safety.
Jul 17, 2026Test backup restore before agents ship
Prove backup recoverability in an isolated restore drill before a coding agent receives destructive production access.
Jul 17, 2026Secure a Base44 App Before Launch
Separate Base44 app visibility from data permissions, review table access and backend secrets, then verify the deployed app with distinct accounts.
Jul 17, 2026Secure a Bolt App Before Launch
Identify the Bolt backend, protect server functions and webhooks, test database policy and verify the published deployment.
Jul 17, 2026Stop Brute Force and Account Enumeration
Make authentication responses uniform, throttle online guessing by account and network signals and test recovery flows safely.
Jul 17, 2026Create a Security Report for a Client Handoff
Build a client security handoff with executive context, technical evidence, coverage limits, finding states, retests, owners and secure delivery.
Jul 17, 2026Secure Cloudflare Workers Built With AI
Treat Worker bindings as capabilities, keep secrets encrypted, constrain outbound fetch and caching and verify routes with production-shaped Wrangler config.
Jul 17, 2026Sandbox Coding Agents and Control Egress
Isolate coding agents with disposable workspaces, minimal mounts, non-root execution, resource limits and explicit outbound network policy.
Jul 17, 2026Command Injection in Agentic App Workflows
Remove unsafe shell boundaries from agent tools, constrain process arguments and isolate the external commands that remain necessary.
Jul 17, 2026CORS for Vibe-Coded Apps
Replace wildcard or reflected origins with a minimal browser-sharing policy, correct credential handling and cache-safe headers.
Jul 17, 2026What to do with a critical security finding
Treat critical severity as a triage input: confirm scope and exposure, contain credible risk, preserve evidence, fix and run a fresh retest.
Jul 17, 2026CSRF Protection for Cookie-Based AI Apps
Protect cookie-authenticated state changes with framework controls or verified tokens, plus SameSite and Fetch Metadata layers.
Jul 17, 2026Remove Debug Routes and Verbose Errors
Stop production errors from exposing stack traces, paths, queries and framework internals while preserving useful, access-controlled diagnostics.
Jul 17, 2026How to rotate and recover from an exposed API key
Respond to an exposed API key: contain access, rotate safely, verify rejection, investigate misuse, clean reachable copies and document recovery.
Jul 17, 2026Secure FastAPI Code Generated by AI
Separate Pydantic request validation from object authorization, then configure CORS, hosts, proxy trust, TLS, errors and API documentation.
Jul 17, 2026Firebase security rules: Firestore and Storage
Test Firebase Firestore and Storage rules with two accounts. Review Admin SDK bypasses, upload limits and App Check before deployment.
Jul 17, 2026Secure GitHub Actions Used by Coding Agents
Harden coding-agent workflows with untrusted-input separation, minimal token permissions, pinned actions, constrained OIDC and approval gates.
Jul 17, 2026Hallucinated Packages and Slopsquatting
Check generated package names against official registries, repositories, releases and owners before any installation runs.
Jul 17, 2026Vibe coding threat model: template and checklist
Build a threat model for your AI-built app with a worked example, reusable risk table, named owners and release checks tied to evidence.
Jul 17, 2026Idempotency and Replay Protection for SaaS
Make retries and duplicate webhooks safe with durable operation keys, canonical request binding, atomic state changes and stored results.
Jul 17, 2026How to Find IDOR in an AI-Built App
Use a safe two-account test to find object authorization flaws, then fix the resource lookup instead of hiding identifiers.
Jul 17, 2026Indirect Prompt Injection in Coding Agents
Contain indirect prompt injection by separating untrusted content from instructions, limiting tools and testing with harmless canary actions.
Jul 17, 2026Input Validation for AI-Generated APIs
Define strict server-side request schemas, reject unknown and oversized data and enforce business invariants before processing.
Jul 17, 2026Secure npm install scripts and dependencies
Inspect dependency scripts before they execute, install without production credentials and allow only reviewed lifecycle code in npm.
Jul 17, 2026JWT Validation Mistakes AI Tools Generate
Validate JWT signatures, algorithms, issuers, audiences, time claims and token types with a deployment-specific trust policy.
Jul 17, 2026Secure a Lovable App Before Launch
Review a Lovable app across its public frontend, Edge Functions, database RLS, authentication, scans and publish settings.
Jul 17, 2026Prevent Mass Assignment in CRUD APIs
Stop request bodies from changing roles, owners, prices and workflow state with operation-specific schemas and explicit data writes.
Jul 17, 2026Stop prompt injection spreading across agents
Contain multi-agent prompt injection with preserved provenance, structured handoffs, separated capabilities, intent checks and safe canary tests.
Jul 17, 2026Prevent Cross-Tenant Data Leaks
Carry a server-owned tenant context through APIs, jobs, caches, storage and database queries, then verify it with two tenants.
Jul 17, 2026Secure a Next.js App Generated by AI
Treat every callable Next.js server entry as an API, centralize authorization in a server-only data layer and minimize data sent to the browser.
Jul 17, 2026Secure OAuth Redirects and Callbacks
Secure OAuth redirects with exact registration, transaction-bound callback state, PKCE, issuer checks and a strict code exchange.
Jul 17, 2026Dependency Scanning With OSV and Lockfiles
Scan resolved dependencies with OSV Scanner v2, interpret advisory matches, manage exceptions, update safely and verify the result.
Jul 17, 2026Password Hashing for Vibe Coders
Store passwords with maintained memory-hard hashing, deployment-tested work factors, safe migration and rehashing on login.
Jul 17, 2026Secure Password Reset and Email Verification
Design reset and verification flows with uniform responses, single-use tokens, trusted links and explicit session decisions.
Jul 17, 2026Prevent Path Traversal in Generated File Code
Keep file reads, exports and archive extraction inside a trusted directory with canonical containment checks and safer identifiers.
Jul 17, 2026Keep Pricing and Entitlements Off the Client
Authorize paid features from server-owned entitlement state, reconcile provider updates and handle stale access without trusting client claims.
Jul 17, 2026Find Placeholder Logic and Silent Failures
Find generated code that reports success without completing the promised work, then verify durable state, failure behavior and a fresh retest.
Jul 17, 2026How to prioritize security findings
Prioritize security findings with exploitation, reachability, impact, asset context, confidence and accountable remediation decisions.
Jul 17, 2026When a vibe-coded prototype becomes production
A prototype becomes production when failure or misuse can affect real people, data, money, access, obligations or business operations.
Jul 17, 2026Public-by-Default Deployments and Storage
Find exposed previews, app origins, database APIs and storage before launch, then prove each access boundary with logged-out and second-account tests.
Jul 17, 2026Rate Limiting for AI Apps
Design endpoint-specific rate, concurrency, payload, queue and cost limits for AI APIs without trusting a single weak identifier.
Jul 17, 2026Secure a Replit App Before Launch
Separate Replit Preview from production, choose the right deployment, protect secrets and APIs and inspect live response headers.
Jul 17, 2026How to review an AI-generated pull request
Restate intent, split the diff by trust boundary, inspect hidden artifacts, run independent tests and require accountable human approval.
Jul 17, 2026SARIF for AI Coding Workflows
Structure security results as SARIF 2.1.0 with stable rules, locations, fingerprints, redaction, validation and honest evidence limits.
Jul 17, 2026SAST vs DAST vs SCA for AI-Built Apps
Compare the evidence, timing, targets and blind spots of SAST, DAST and SCA, then combine them into a practical release workflow.
Jul 17, 2026Secret Scanning Before Every Commit
Catch secrets in staged changes, enforce scanning on the remote, govern bypasses, keep fixtures inert and rotate real exposures before cleanup.
Jul 17, 2026What Never to Paste Into an AI Coding Tool
Keep live credentials out of AI tools and use customer or regulated data only through an approved, minimized workflow with verified controls.
Jul 17, 2026Secure Admin Routes in AI-Built Apps
Inventory privileged actions, enforce one server-side policy across every method and test admin routes with ordinary accounts.
Jul 17, 2026Secure File Uploads in AI-Built Apps
Build a staged upload pipeline with early size limits, server-generated names, content checks, quarantine and private delivery.
Jul 17, 2026Build a Secure MCP Server
Secure an MCP server with deliberate transport choices, audience-bound tokens, per-tool authorization, session isolation and execution-time approval.
Jul 17, 2026Secure Session Cookies
Configure host-scoped session cookies, choose SameSite deliberately, rotate identifiers and test server-side expiry and revocation.
Jul 17, 2026Audit Logs for Security-Sensitive Actions
Design scoped audit events that reconstruct sensitive actions, resist silent changes, protect private data and survive collection failures.
Jul 17, 2026Add a Security Diff Gate to Pull Requests
Build a pull-request security gate around immutable commits, explicit coverage, scanner failures, reviewable results and one required decision.
Jul 17, 2026Why Every Security Fix Needs a Retest
Retest a security fix against a fresh build, preserve equivalent coverage, check adjacent paths and record confirmed or inconclusive outcomes.
Jul 17, 2026Security Headers Every AI-Built App Needs
Build browser security headers from application behavior, stage CSP safely and verify policies by route instead of chasing a score.
Jul 17, 2026Build a Go / No-Go Security Launch Gate
Turn scoped security evidence into an accountable go, conditional, no-go or not-evaluated decision with owners and rollback readiness.
Jul 17, 2026Security Monitoring and Alerts Before Launch
Define security events, route actionable alerts to an owner and test the complete monitoring path before an AI-built app launches.
Jul 17, 2026How to reduce security scanner false positives
Reduce security scanner false positives with context, verification, narrow tuning, recorded suppressions, baselines and fresh retests.
Jul 17, 2026Keep PII and Secrets Out of Logs
Prevent PII, tokens, prompts and request data from entering logs through source minimization, field allowlists, tested redaction and retention controls.
Jul 17, 2026Server-Side Authorization for AI-Generated APIs
Create one deny-by-default authorization seam for API actions, resources and tenants, then test every sensitive path.
Jul 17, 2026Share a security report without leaking data
Share security reports safely with audience-specific copies, data minimization, verified redaction, controlled delivery, expiry and revocation.
Jul 17, 2026Security for solo founders who vibe code
A founder-sized security sequence for accounts, authorization, secrets, dependencies, recovery, monitoring and release decisions.
Jul 17, 2026Stop shipping source maps and build artifacts
Inspect source maps, bundles, package tarballs and CI artifacts before release so private source and files do not reach public storage.
Jul 17, 2026SQL Injection in AI-Generated Code
Replace interpolated SQL values with bound parameters, map dynamic identifiers from allowlists and test query builders safely.
Jul 17, 2026SSRF Protection That Resolves DNS
Bind URL validation to DNS resolution and the connection, recheck redirects, block private destinations and restrict egress.
Jul 17, 2026Verify Stripe Webhook Signatures
Verify Stripe against the exact raw request body and the correct endpoint secret before parsing events or changing application state.
Jul 17, 2026Supabase RLS for Vibe-Coded Apps
Build and test Supabase row-level security with precise grants, command policies and two-account checks before release.
Jul 17, 2026Supabase security: RLS and service keys
Review Supabase RLS, service-role bypasses and OAuth token storage. Test signed-out and cross-account access before releasing your app.
Jul 17, 2026Threat Modeling for Non-Security Founders
Build a lightweight startup threat model from assets, trust boundaries, misuse cases, mitigations, owners, tests and review triggers.
Jul 17, 2026TLS and Mobile Transport Security
Remove cleartext exceptions from mobile releases, test the real networking stack and verify certificates, redirects and backend TLS.
Jul 17, 2026The Two-Account Test for Data Isolation
Use two owned accounts and synthetic records to test object-level authorization across reads, writes, deletes, exports, files and nested resources.
Jul 17, 2026Secure a v0-Generated App
Trace a v0 app from generated code through Next.js server boundaries, Vercel previews, environment variables and the deployed site.
Jul 17, 2026Vercel security: previews and env variables
Secure Vercel previews, keep private environment variables out of browser bundles and test deployment protection without weakening app authorization.
Jul 17, 2026How to Verify a Security Finding
Verify a vulnerability finding by checking scope, code paths, prerequisites, safe reproduction, impact and independent evidence.
Jul 17, 2026Vibe Coding Security: The Complete Guide
A six-layer guide to testing AI-built apps, preserving evidence, retesting fixes and making an honest release decision.
Jul 17, 2026How to schedule weekly security checks
Combine event-triggered checks with a weekly default-branch scan, named ownership, response deadlines and recorded retests.
Jul 17, 2026XSS in AI apps that render model output
Trace untrusted Markdown and model output through parsing, sanitization, DOM insertion, CSP and safe local verification.
Jul 17, 2026