Create a new artifact (text, code, plan, data) under specified constraints. Use when producing content, writing...
AI & LLM
LLM integrations, prompt engineering, and AI orchestration
Anchor claims to evidence from authoritative sources. Use when validating assertions, establishing provenance,...
Request clarification when input is ambiguous. Use when user request has missing parameters, conflicting...
Combine heterogeneous data sources into a unified model with conflict resolution, schema alignment, and provenance...
Execute a composed workflow by name. Use when running predefined workflows, orchestrating multi-step processes, or...
Quantify values with uncertainty bounds. Use when estimating metrics, calculating risk scores, assessing magnitude,...
Change persistent state with checkpoint and rollback support. Use when modifying files, updating databases, changing...
Watch and report current state of a target system, process, or entity. Use when monitoring status, inspecting live...
Write stable learnings, decisions, and patterns to durable storage like CLAUDE.md or knowledge files. Use when...
Create an executable plan with steps, dependencies, verification criteria, checkpoints, and rollback strategies. Use...
Forecast future states or outcomes based on current data and trends. Use when estimating future values, projecting...
Retrieve prior decisions, rationale, and learned patterns from memory to apply consistently. Use when needing...
Ingest and parse incoming messages, events, or signals into structured form. Use when processing external inputs,...
Fetch known facts or data from specified sources with citations and evidence pointers. Use when you know what you...
Safely undo changes by restoring to a checkpoint. Use when verify fails, errors occur, or explicit undo is...
Find relevant items under uncertainty across repositories, databases, web sources, or any searchable corpus. Use...
Emit a message or event to an external system with policy enforcement and approval gates. Use when publishing...
Run what-if scenarios to explore outcomes and test hypotheses. Use when evaluating alternatives, stress-testing...
Create representation of current world state for a domain. Use when modeling system state, building world models,...
Merge outputs from multiple sources, resolve conflicts, and reconcile constraints into a unified result. Use when...
Convert data between formats, schemas, or representations with explicit loss accounting and validation. Use when...
Define how state changes over time through rules, triggers, and effects. Use when modeling state machines, defining...
Check correctness against tests, specs, or invariants; produce pass/fail evidence. Use when validating changes,...
Build and configure VectorChat agents interactively. Use when asked to create a VectorChat agent, chatbot, or AI...