Enforces project safety constraints by blocking risky operations outside their approved scope during active development. Use when activating a safety guard or constraint for the current session.

Provides vector database and semantic search patterns for Pinecone, Weaviate, Qdrant, Milvus, and pgvector in RAG and recommendation systems. Use when implementing vector search or when the user mentions vector database, semantic search, embeddings, or similarity search.

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Azure Identity SDK for .NET. Authentication library for Azure SDK clients using Microsoft Entra ID. Use for DefaultAzureCredential, managed identity, service principals, and developer credentials.

Azure Identity SDK for Python authentication. Use for DefaultAzureCredential, managed identity, service principals, and token caching.

Guardiao de contexto que preserva dados criticos antes da compactacao automatica. Snapshots, verificacao de integridade e zero perda de informacao.

Codified expertise for handling freight exceptions, shipment delays, damages, losses, and carrier disputes. Informed by logistics professionals with 15+ years operational experience.

makepad-platform

Production-ready Docker and docker-compose setup for Odoo with PostgreSQL, persistent volumes, environment-based configuration, and Nginx reverse proxy.

Production-ready Terraform module patterns for AWS, Azure, and GCP infrastructure.

Workflow automation is the infrastructure that makes AI agents

Query gnomAD (Genome Aggregation Database) for population allele frequencies, variant constraint scores (pLI, LOEUF), and loss-of-function intolerance. Essential for variant pathogenicity interpretation, rare disease genetics, and identifying loss-of-function intolerant genes.

Automate Attio CRM operations -- search records, query contacts and companies with advanced filters, manage notes, list attributes, and navigate your relationship data -- using natural language through the Composio MCP integration.

Braintree Automation: manage payment processing via Stripe-compatible tools for customers, subscriptions, payment methods, and transactions

Automate Cloudflare Browser Rendering tasks via Rube MCP (Composio). Always search tools first for current schemas.

Automate Doppler Marketing Automation tasks via Rube MCP (Composio). Always search tools first for current schemas.

Automate Google Address Validation tasks via Rube MCP (Composio). Always search tools first for current schemas.

Ramp Automation: manage corporate card transactions, reimbursements, users, and expense tracking via the Ramp platform

Automate Salesforce Marketing Cloud tasks via Rube MCP (Composio). Always search tools first for current schemas.

Three-dimensional art and sculptural thinking for art education. Covers additive and subtractive sculptural processes, armature construction, modeling in clay, carving principles, casting and moldmaking, assemblage and found-object sculpture, installation art as expanded sculpture, and the conceptual transition from pictorial to spatial thinking. Use when working with three-dimensional media, analyzing sculptural form, understanding spatial composition, or investigating the relationship between sculpture and site.

Entrepreneurship, innovation, and disruption for starting, scaling, and defending new ventures. Covers opportunity recognition, jobs-to-be-done, the disruptive innovation framework, sustaining vs disruptive innovation, platform businesses, network effects, minimum viable product, customer development, and the startup lifecycle from idea to exit. Use when evaluating a venture idea, positioning a new product, interpreting a competitive threat, or designing a platform.

Ionic, covalent, and metallic bonding, Lewis structures, VSEPR theory, molecular geometry, polarity, and intermolecular forces. Covers octet rule and exceptions, formal charge, resonance, sigma/pi bonds, orbital hybridization, electronegativity-driven bond classification, VSEPR electron-domain and molecular geometries, dipole moments, and the four intermolecular force types (London dispersion, dipole-dipole, hydrogen bonding, ion-dipole). Use when predicting molecular shapes, bond properties, or physical behavior from molecular structure.

Persuasion and rhetorical analysis grounded in classical and modern frameworks. Covers Aristotle's three appeals (ethos, pathos, logos), rhetorical situation (audience, purpose, context), argument structure (Toulmin model), logical fallacies, persuasive writing, propaganda analysis, and ethical persuasion. Use when constructing arguments, analyzing rhetoric, evaluating persuasive messages, detecting fallacies, or studying the relationship between language and power.

Deductive and inductive reasoning, formal and informal logical structure, validity, soundness, and rules of inference. Covers propositional logic, quantified reasoning, syllogisms, common inference patterns (modus ponens, modus tollens, hypothetical syllogism, disjunctive syllogism), and the distinction between deductive certainty and inductive probability. Use when the question is not whether a premise is true but whether the reasoning from premises to conclusion is logically valid.

Distributional analysis of environmental benefits and burdens across communities. Covers the historical origins of environmental justice in the U.S. civil rights tradition, siting and exposure disparities, indigenous rights and land stewardship, climate justice at global and intergenerational scales, procedural vs. distributional vs. recognition justice, and the environmental justice screening tools used by regulators. Use when analyzing who bears environmental harm and who receives environmental benefit, or when designing interventions whose distributional consequences matter.

Runtime HAL for multi-runtime agent orchestration. Detects active AI assistant (Claude Code, Codex, Gemini, Cursor) and exposes uniform interface for startup injection, GUPP enforcement, and communication selection.

Critical thinking as philosophical practice. Covers the Socratic method (elenchus), argument identification and reconstruction, premise evaluation, fallacy detection (formal and informal), charitable interpretation (principle of charity), dialectical thinking (thesis-antithesis-synthesis), thought experiment methodology, philosophical writing and reading, intellectual virtues (humility, courage, empathy, honesty), Dewey's reflective thinking, and critical thinking applied to everyday reasoning. Use when analyzing arguments, practicing Socratic questioning, evaluating reasoning, or developing philosophical method.

Ethical theory and moral reasoning across the major philosophical traditions. Covers normative ethics (consequentialism, deontology, virtue ethics, care ethics, existentialist ethics), metaethics (moral realism, anti-realism, emotivism, error theory), and applied ethics (bioethics, environmental ethics, AI ethics, just war theory). Includes a moral dilemma analysis framework with worked examples applying multiple frameworks to the same case.

Strategies are general-purpose operators on problems. Polya called them heuristics. Simon and Newell formalized some of them as search operators in a state-space. A good solver has many strategies and

Foundations of clinical psychology and psychopathology. Covers anxiety disorders (generalized anxiety, panic, phobias, OCD, PTSD), depressive disorders (major depression, persistent depressive disorder, bipolar), personality theories (psychodynamic, trait/Big Five, humanistic, social-cognitive), therapeutic approaches (CBT, psychodynamic, humanistic/person-centered, behavioral, pharmacological), the biopsychosocial model, DSM diagnostic framework, and the evidence base for psychological treatments. Use when analyzing psychological disorders, therapeutic approaches, personality assessment, or the intersection of biology, psychology, and social context in mental health.

Git-friendly, crash-recoverable state persistence for the Gastown orchestration chipset. Manages agent identities, work items, hooks, convoys, and merge requests as JSON files with atomic write operations.

A workshop is a designed environment for skilled work. Its organization, layout, and habits are not incidental to the craft performed in it — they are the physical substrate on which the craft depends

Poetic forms, techniques, and analysis for reading and writing poetry. Covers fixed forms (sonnet, villanelle, haiku, ghazal, sestina, pantoum), free verse and open form, prosody and meter (iambic pentameter, trochee, anapest, dactylic, spondee, scansion), sound devices (alliteration, assonance, consonance, rhyme schemes, enjambment, caesura), figurative language (metaphor, simile, metonymy, synecdoche, personification, apostrophe), imagery and the image (concrete image, objective correlative, imagism), and the line as unit of meaning (lineation, line break, visual form). Use when writing poetry, analyzing poems, or working with compression and sound.

Safe file operation patterns. Use when performing bulk file operations or writing deployment scripts.

Create a **monochrome technical schematic** in a **black-and-white line-art style**.

Simple Pomodoro timer for focused work sessions with session tracking and productivity analytics. Use when users request focus timers, ask about productivity patterns, or want to track work sessions over time. Demonstrates the System Skill Pattern (CLI + SKILL.md + Database).

- **Product today:** New AI coding assistant product (greenfield). No existing product in market; the company has an existing developer-tools platform with distribution to mid-market engineering teams

- **Product:** B2B SaaS platform (generalized; applicable to project management, CRM, analytics, or similar multi-seat tools)

**Company:** SOC2 Automation Platform (Seed Stage)

- **Product:** SOC 2 automation platform for startups

**Product:** SOC 2 Automation Platform for Startups

| Field | Detail |

- **Product today:** A workflow automation platform that helps IT and Security teams manage change approvals, access requests, and release workflows.

Our platform exists to eliminate the friction between security compliance and engineering velocity. Today, IT and Security teams are trapped between two unacceptable options: move fast and accumulate

**Product:** AI onboarding assistant for HR teams

- **Decision to inform (by date):** Route new signups to the correct onboarding path (self-serve individual vs. team/buyer track) and suppress sales outreach to non-buyers. Decision is operational and

| Field | Value |

**Goal:** 1,000 waitlist signups in 14 days

Manage imposter syndrome: trigger map, reframes, evidence bank, experiment plan, support scripts.

**System(s) in scope:** `checkout-service` -- a Node.js application backed by PostgreSQL, responsible for cart management, payment orchestration, order creation, and post-purchase flows.