LittleBlacky

Expert at selecting and configuring AgenticFORGE agents. Generates correct FunctionCallAgent, ReActAgent, PlanSolveAgent, ReflectionAgent, SimpleAgent, SkillAgent, and WorkflowAgent code with proper configuration. Use when the user wants to build an agent, choose between agent types, configure agent options, or understand agent behavior.

Expert at designing AgenticFORGE Skills — both Markdown SKILL.md files and TypeScript AgentSkill classes. Generates correct frontmatter, system prompts, SkillRunner setup, and SkillLoader configuration. Use when the user wants to create a Skill, define agent capabilities, set up skill routing, or load skills from a directory.

Expert at designing and implementing Tools for AgenticFORGE. Generates correct Tool subclasses, ToolChain, ToolRegistry, and AsyncToolExecutor code with proper parameter definitions and error handling. Use when the user wants to create a tool, wrap an API, chain tools, or register tools to a registry.

Expert assistant for building with AgenticFORGE SDK. Generates ready-to-run TypeScript code for agents, tools, skills, memory, RAG, and multi-agent systems. Use when the user wants to build something with AgenticFORGE, asks how to use any package, or needs working code examples.

Expert at designing and implementing Agent lifecycle hooks in AgenticFORGE. Covers hook contracts, registration patterns, strict/error behavior, event filtering, priority ordering, and production observability patterns.

Expert at using AgenticFORGE ContextBuilder to manage LLM token budgets. Use when the user needs to control token usage, prevent context overflow, or build messages that fit within a model window.

Expert at setting up AgenticFORGE memory systems — WorkingMemory, EpisodicMemory, SemanticMemory, MemoryManager, and RAGPipeline. Use when the user wants to add memory to an agent, set up RAG, persist conversation history, or store and retrieve knowledge.

Expert at diagnosing AgenticFORGE issues — tool call failures, agent loop errors, skill routing failures, memory errors, and TypeScript type errors. Use when the user reports an error, unexpected behavior, or asks how to debug AgenticFORGE code.

将已经完成的一次任务、项目或问题处理过程复盘为可复用方法论。用于用户要求复盘、沉淀 SOP、总结执行流程、提炼经验教训、形成下次触发条件或把一次性任务转成可复用工作法时。

创建或更新 SmallShrimp 技能。用于设计、打包具有脚本、参考资料和资源文件的技能模块。

Create, list, and delete scheduled cron jobs

Maintain and initialize projects that use the PBDD specification. Use when Codex needs to initialize PBDD in an existing project, inspect or create pbdd.yaml, load or update brain state, run a PBDD workflow transition, create or update artifacts such as specs, ADRs, tasks, reviews, releases, or keep an AI-assisted project aligned with the PBDD protocol.