AI Engineering

Jobs To Be Done helps you identify the progress customers are trying to make in a specific situation. Use it for customer discovery, churn analysis, product-market fit, and reframing features around real needs.

Memory Harness sharpens an existing observation about conversation state, drift, or cross-turn patterns. Use it to verify whether a perceived signal is real or projection, not to extract facts or store structured data.

Amplifies vague prompts, designs approaches, and decomposes tasks into batched task files for Claude Code, stopping at a build gate for the user to decide where to build. Plan never implements—it prepares the blueprint.

Quit Sponsor helps an agent support someone quitting smoking with structured protocols for cravings, slips, relapse, and follow-up. It is used when someone asks to quit, reports a craving, or wants a long-term quit witness.

Reasoning Harness calls an MCP reasoning tool before answering analytical, diagnostic, planning, or tradeoff-heavy questions. It is used to build a scaffold for multi-step judgments and reduce premature conclusions.

Analyzes codebase structure and conventions to generate project caches, memory skeletons, and detection shims for AI agent tools like Claude Code. Ideal for initializing a new project with hyperflow workflows.

Scorecard Marketing builds quiz and assessment funnels that capture leads and return personalized scores, recommendations, and follow-up sequences. Use it for scorecards, lead magnets, and self-assessments that qualify prospects.

Traction EOS implements the Entrepreneurial Operating System to align vision, people, data, issues, process, and traction. Use it for V/TO planning, scorecards, rocks, Level 10 meetings, and IDS issue solving.

Memory Management manages an agent's authorized HOT/WARM/COLD working memory, including initialization, queries, capture, promotion, archival, and authorized erasure. Use it when asked to remember context, review findings, consolidate notes, or archive stale work.

Learn to write SKILL.md files, the building blocks of Claude Code plugins, with a step-by-step guide covering frontmatter schema, instruction design, testing, and iteration.

Find Skills helps users discover and install agent skills from the open ecosystem when they ask how to do something, find a skill, or need to extend capabilities. Use the Skills CLI to search, present options, and install skills.

SAP Extension Creator scaffolds new Super Agent Party extensions, including static HTML packages and Node.js backend packages. Use it when you need to build a custom chat UI or register AI tools via WebSocket MCP.