Business & Operations

Molecular data processing, featurization, and cheminformatics workflows

Build custom annotation UIs for human review of agent traces, LLM outputs, and labeled data. Generates a self-contained HTML interface for reviewing, labeling, comparing, and exporting judgments. For calibrating evals, auditing agent behavior, and building gold-standard datasets. Triggers on: "review interface", "annotation ui", "labeling interface", "review ui", "human review"

Generate structured documents from composition templates. Combines reference templates with live data to produce reviewable output artifacts. Triggered by compose, document, generate report, create brief, write proposal.

> Run scenario simulations to explore outcomes before committing to a decision.

> Analyze the downstream impact of a change across all nodes.

> Generate 3-5 approaches with pros, cons, and a reasoned recommendation.

> Build a tiered context bundle for a topic with token-aware loading.

End-to-end processing pipeline that chains the full 6R sequence: seed, reduce, reflect, reweave, verify. Runs per-item or in batch mode. Three depth levels control thoroughness vs. speed. The orchestrator for all processing skills. Triggers on: "pipeline", "process", "full pipeline", "6R"

LinkedIn Ads deep analysis for B2B advertising. Evaluates 25 checks across technical setup, audience targeting, creative quality, lead gen forms, and bidding strategy. Includes Thought Leader Ads, ABM, and predictive audiences. Triggers on: "LinkedIn Ads", "B2B ads", "sponsored content", "lead gen forms", "InMail", "LinkedIn campaign", "LinkedIn audit"

Campaign concept and copy brief generator for paid advertising. Reads brand-profile.json and optional audit results to produce structured campaign concepts, messaging pillars, and copy briefs. Outputs campaign-brief.md. Run after /ads dna and before /ads generate. Triggers on: "create campaign", "campaign brief", "ad concepts", "write ad copy", "campaign strategy", "ad messaging", "creative brief", "generate concepts"

Full multi-platform paid advertising audit with parallel subagent delegation. Analyzes Google Ads, Meta Ads, LinkedIn Ads, TikTok Ads, and Microsoft Ads accounts. Generates health score per platform and aggregate score. Triggers on: "audit", "full ad check", "analyze my ads", "account health check", "PPC audit", "ad account audit"

Apple Search Ads (ASA) deep analysis for mobile app advertisers. Evaluates campaign structure, bid health, Creative Sets, MMP attribution, budget pacing, TAP coverage (Today/Search/Product Pages), and goal CPA benchmarks by country. Triggers on: "Apple Search Ads", "ASA", "App Store ads", "Apple ads", "Search Ads", "iOS app ads"

> Test L0 abstract fidelity -- do compressed summaries match actual content?

> Find stale contexts about a topic and suggest updates.

> Find entities that co-occur frequently but lack explicit connections.

Add an agent to a workspace from the agent library. Proposes agent configuration including name, role, capabilities, adapter, and budget. Requires board approval via /approve before onboarding. Completes with identity setup and coordination prompt. Triggers on: "hire", "add agent", "onboard agent", "recruit"

Human-in-the-loop approval gates. Creates approval requests for high-stakes actions like hiring agents, strategy proposals, or budget overrides. Tracks states from pending through approved/rejected/revision_requested. Blocks execution until resolved. Triggers on: "approve", "approval", "review request", "sign off"

Launch a specialized agent for a subtask. Assigns identity, workspace scope, available commands, and communication protocol. Supports tmux-based (visual) or subprocess (headless) execution backends. The primary way to parallelize work. Triggers on: "spawn", "launch agent", "start worker", "parallelize"

Point-to-point messaging between agents. Send, broadcast, receive, and peek at messages. File-based implementation using JSON in inbox directories with atomic writes. Includes event log for full message history. The communication backbone. Triggers on: "inbox", "message", "send to", "broadcast", "check messages"

Agent wake-up and health monitoring protocol. 9-step startup cycle that grounds the agent in identity, fetches tasks, selects work, and begins execution. Also serves as a periodic health check — detect stalled or dead agents. Scheduled or event-triggered. Triggers on: "heartbeat", "wake up", "agent health", "check agents"

Assign work to a specific workspace agent or external runtime. Picks the right adapter (Claude for reasoning, Codex for bulk changes, Gemini for multimodal). Creates tasks with parent chain tracking for full delegation lineage. Triggers on: "delegate", "assign", "hand off", "send to agent"

Visual task management dashboard. Terminal-based kanban board, tiled agent status view, and progress tracking. Shows all agents, their current tasks, budget consumption, and overall workspace health at a glance. Triggers on: "board", "dashboard", "kanban", "status board", "show agents"

> Generate content in the correct genre for the target receiver.

9 graph analysis operations for knowledge networks: triangles (synthesis opportunities), bridges (critical connectors), clusters (isolated subgraphs), hubs (high-degree nodes), siblings (unconnected items sharing topics), forward/backward traversal, orphans, and staleness scan. The analytical lens on your knowledge structure. Triggers on: "graph", "connections", "network analysis", "knowledge map"