jikig-ai

Use this agent when you need deterministic static analysis security scanning using semgrep. This agent complements security-sentinel by running rule-based pattern matching to catch known vulnerability signatures, hardcoded secrets, insecure function calls, and CWE patterns that LLM-based review may miss. Requires the semgrep CLI to be installed.

This skill should be used when exploring requirements and approaches through collaborative dialogue before planning implementation.

This skill should be used when Pencil MCP tools are unavailable. Detects Pencil Desktop or a Pencil-extension IDE and registers the MCP server with Claude Code CLI.

This skill should be used when working with DSPy.rb, a Ruby framework for type-safe, composable LLM applications.

This skill should be used when draining a labeled issue backlog (deferred-scope-out, code-review, type/security) in one cleanup PR. Groups by code area and delegates to /soleur:one-shot.

Designs churn prevention flows, payment recovery sequences, referral programs, and free tool strategies for customer retention and growth loops. Use pipeline-analyst for deal-level expansion metrics; use cmo for overall strategy; use this agent for systematic retention programs.

Use this agent when you need a brutally honest Rails code review from the perspective of David Heinemeier Hansson. Use kieran-rails-reviewer for strict convention and taste checks; use this agent for opinionated architectural critique.

Verifies factual claims, statistics, and attributed quotes in drafts by fetching cited URLs and confirming source support. Use copywriter for marketing copy; use content-writer for blog articles; use this agent for citation verification.

This skill should be used when decomposing feature requirements into granular, implementable user stories. It applies Elephant Carpaccio slicing, INVEST criteria, and story prioritization.

Use this agent when you need to validate a business idea through structured market research, competitive analysis, and business model assessment. Use competitive-intelligence for ongoing competitor monitoring; use spec-flow-analyzer for spec gap analysis; use cpo for cross-cutting product strategy.

This skill should be used when provisioning Hetzner sub-projects and tokens for tenant infrastructure.

This skill should be used before implementing features or making changes. It guides exploring user intent, approaches, and design decisions when a request has multiple valid interpretations or ambiguous requirements needing clarification.