AI Tools for Backend Developers
AI tools that help backend developers scan for CVEs, design APIs, optimize database queries, audit security, and research architecture patterns.
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Dependency CVE scanning
Check every package in your lockfile against the full CVE catalog before deployments. Surface high-severity vulnerabilities in transitive dependencies, not just direct ones, so you can patch or pin before going live.
Found 2 critical: jsonwebtoken@8.5.1 — CVE-2022-23529 (CVSS 9.8) allows auth bypass via malformed token. axios@0.21.1 — CVE-2023-45857 (CVSS 8.8) SSRF via redirects. Express and multer: clean. Upgrade jsonwebtoken to 9.x and axios to 1.6.x immediately.
API endpoint security scanning
Black-box scan your API for OWASP Top 10 vulnerabilities — missing authentication, exposed stack traces, injection vectors, and insecure CORS headers. Find gaps before attackers do.
3 findings: HIGH — /admin/users returns 200 without Authorization header (missing auth middleware). HIGH — /users?search= reflects input unsanitized in error response. MEDIUM — X-Content-Type-Options and X-Frame-Options headers absent on all routes. No SQLi found in parameterized queries.
Framework and ORM documentation lookup
Fetch version-specific docs for your backend stack without wading through outdated Stack Overflow answers. Get exact API signatures, migration guides, and code examples for the version you are actually running.
In Fastify v4, use RouteHandler<{ Body: z.infer<typeof mySchema> }> as the generic. With @fastify/type-provider-zod, pass zodTypeProvider() to withTypeProvider(). Route body is then fully typed — no casting needed. Full example with error handling included.
Architecture and database research
Compare databases, message queues, and architectural patterns with data-backed research before making decisions that will outlast the sprint. Save hours of Googling for a synthesis across blog posts, benchmarks, and docs.
Postgres partitioning: works to ~100K writes/sec with proper indexing, zero migration cost but no auto-sharding. CockroachDB: 250K+ writes/sec in multi-region, 2x query latency for point reads. YugabyteDB: Postgres-compatible API, better for existing ORM code. Recommend CockroachDB if you need multi-region strong consistency; Postgres partitioning first if single-region.
Service architecture diagrams
Generate sequence diagrams, ERDs, and system architecture flowcharts from a description. Share precise technical diagrams in RFCs and ADRs without spending half a day in a diagramming tool.
Generated PlantUML sequence diagram with 7 actors. Async webhook path shown with dashed arrow. Retry logic on Stripe failure annotated with loop block. Database write and order-service notification shown as parallel alt frames.
Supply chain and open-source package risk audit
Check npm packages for supply chain risks: abandoned maintainers, suspicious recent releases, malicious dependency injections, and license compliance issues before adding them to production.
got@14: clean, actively maintained by Sindre Sorhus. node-fetch@3.3.2: clean, 2 open moderate CVEs in older versions — you're on latest. undici@6.6.2: clean, maintained by Node.js core team. No supply chain anomalies detected.
Ready-to-use prompts
Check these npm packages for known CVEs and flag anything with CVSS score 7 or higher: express@4.18.2, jsonwebtoken@9.0.0, multer@1.4.5-lts.1, pg@8.11.3, redis@4.6.7.
Scan https://api.myapp.com/v1 for OWASP Top 10 vulnerabilities. Check for missing auth on admin routes, SQL injection on query params, and whether 500 errors expose stack traces.
Fetch Fastify v4 documentation for route handler TypeScript types, request body validation with Zod, and how to correctly set up the type provider plugin.
Compare PostgreSQL (partitioned), CockroachDB, and PlanetScale for a SaaS app with 200M rows, 30K writes/sec, and a requirement for zero-downtime schema migrations.
Generate a PlantUML sequence diagram for a JWT refresh token flow: client sends expired access token → API checks refresh token in Redis → issues new access token → updates refresh token expiry.
Audit these packages for supply chain risk before adding to production: got@14, node-fetch@3, undici@6, superagent@9. Check maintainer activity, recent publish anomalies, and known advisories.
Our user_events table has 500M rows with columns: user_id UUID, event_type VARCHAR, created_at TIMESTAMP, metadata JSONB. What composite indexes should we create for queries that filter by user_id + event_type and sort by created_at DESC?
Fetch Redis documentation for the cache-aside pattern in Node.js. Show how to implement it with ioredis, handle cache stampede with setnx, and set TTL policies for session vs computed data.
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Security review before release
Scan dependencies, audit the API surface, and check for open CVEs in the tech stack before every production deployment.
Architecture decision research
Before making a significant architectural choice — new database, message queue, caching layer — gather data-backed comparisons and generate a diagram for the RFC.
New service scaffolding
Research patterns, diagram the service boundary, and verify the dependency stack before writing the first line of code.
Frequently Asked Questions
Can the vulnerability database check transitive (indirect) dependencies?
The Vulnerability Database searches by package name and version against the full CVE catalog. Paste your lockfile packages — including transitive dependencies — to get a complete picture. For automated scanning in CI, run it on each deployment.
How is the Security Scanner different from a pentest tool?
Security Scanner does passive checks — OWASP Top 10, headers, and exposed information — without sending attack payloads. The Pentest tool does active black-box testing with payloads. Use Security Scanner for every build, Pentest for quarterly deep audits or before major releases.
Can Library Docs handle private or internal documentation?
Library Docs fetches documentation from public sources — npm packages, official framework docs, GitHub READMEs, and versioned changelogs. It works best for popular open-source packages. Internal proprietary docs would need a different approach.
Does Deep Research cite sources for architecture comparisons?
Yes. Deep Research synthesizes multiple sources and cites each claim with links to benchmarks, documentation, and engineering blog posts. This makes it safe to include findings in an RFC or ADR without having to track down sources yourself.
What diagram formats does Diagram Generator support for embedding in GitHub PRs?
Diagram Generator outputs Mermaid source code, which renders natively in GitHub Markdown, GitLab, and Confluence. Paste the raw Mermaid block in any PR description or wiki page and it renders automatically without any plugins.
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