Marketplace

Write clear technical specifications: RFC format, design alternatives, tradeoff analysis, and review-ready formatting.

Design support ticket triage workflows: severity classification, routing rules, escalation paths, and SLA management.

Deploy and run a SearXNG meta-search instance for AI agents to query the live web: Docker setup, engine configuration, API integration, and result parsing.

Implement search functionality: full-text search, faceted filtering, typo tolerance, relevance tuning, and search analytics.

Generate typed SDK clients from API specifications: language-specific patterns, auth handling, pagination, and error mapping.

Build outcome-driven product roadmaps: theme identification, dependency mapping, capacity planning, and stakeholder communication.

Systematically test layouts across viewports, breakpoints, zoom, and orientation, then fix breakage. Use before shipping UI or when a layout breaks on a device.

Use when a diff, commit log, or changelog must become polished release notes tailored to end users, developers, or internal stakeholders.

Design accessibility programs: WCAG compliance, assistive tech support, testing workflows, and disability inclusion.

Establish performance budgets: Core Web Vitals targets, bundle size limits, runtime budgets, and enforcement strategies.

Design and configure monorepo structures: workspace setup, package boundaries, dependency management, and CI optimization.

Design GraphQL schemas: type design, N+1 prevention, pagination patterns, mutation design, and schema evolution.

Curate and clean training datasets: deduplication, quality scoring, bias detection, and data augmentation strategies.

Validate and test tool/function calling schemas: JSON Schema compliance, edge case generation, parameter boundary testing, and mock servers.

Create production-grade tools/functions that AI agents can call: define schemas, implement handlers, add validation and error handling.

Use when designing or changing a feature and you need a STRIDE threat model: map the system, enumerate threats per element, and rank mitigations.

Design statistically rigorous A/B tests: hypothesis formation, sample size calculation, metric selection, and guardrail setup.

Design event-driven systems: event schema design, broker selection, idempotency, ordering guarantees, and event sourcing.

Audit error handling across a codebase: unhandled rejections, swallowed exceptions, missing retries, and inconsistent error types.

Design and implement design systems: token architecture, component APIs, documentation patterns, and governance.

Manage API and feature deprecations safely: sunset timelines, migration guides, usage tracking, and forced upgrade paths.

Use when auditing a codebase or diff for security defects: map attack surface, hunt OWASP-class bugs, and rate each finding by real exploit path.

Use when credentials may be exposed in code, config, logs, or git history: find them, judge real exposure, and drive rotation and cleanup.

Find and safely remove dead code: unreachable branches, unused exports, orphaned files, and stale configuration.