Skills and bot agents needed for Claude

I’m not certain what you mean by “Claude” — Claude is the name of Anthropic’s family of large language models, and people use the name in different contexts (e.g., building a chatbot powered by Claude, integrating Claude into a multi-agent system, or designing skills/plugins that extend Claude’s behavior). I’ll cover the likely interpretations and list common skills and agent components you’d need.

If you mean “skills and bot agents needed to build a chatbot using Claude”:

• Core skills (what the bot should do)
  • Natural language understanding: intent detection, slot/entity extraction.
  • Dialogue management: maintain context, handle multi-turn state.
  • Response generation and safety: prompt design to guide Claude’s replies and apply safety filters.
  • Knowledge retrieval: connect to documents/KBs and retrieve context (semantic search + reranking).
  • External actions: call APIs, databases, or perform transactions.
  • Personalization: user profiles, preferences, session memory.
  • Error handling and fallback: clarification questions, graceful failure messages.
  • Logging and analytics: track conversation metrics, user satisfaction, and errors.
• Agent components (infrastructure and software agents)
  • Prompt/Policy Manager: builds system and user prompts, templates, and few-shot examples.
  • Retriever agent: indexer and semantic search (vector DB like FAISS, Pinecone, etc.).
  • Tool/Execution agent: orchestrates calls to external APIs (calendar, payments, CRMs).
  • State/Memory store: session storage, long-term memory, privacy controls.
  • Safety/Moderation agent: filters outputs and user input for policy compliance.
  • Orchestration/Router: routes intents to specialized sub-agents (FAQ agent, booking agent).
  • Monitoring/Observability agent: collects logs, telemetry, and alerts.
  • UI/Integration layer: chat frontend or API integration and connector modules.

If you mean “skills and agents needed to build a multi-agent system where Claude is one agent among many”:

• Roles for agents
  • Planner agent: decomposes user requests into steps.
  • Research agent: uses Claude for open-ended reasoning and summarization.
  • Specialist agents: domain-specific bots (legal, medical, finance) that enforce domain rules.
  • Validator agent: fact-checks outputs (using external data sources) and verifies actions.
  • Executor agent: performs actions (sends emails, schedules, triggers jobs).
• Coordination patterns
  • Blackboards or message buses for shared context.
  • Task queues and retry policies.
  • Consensus or voting mechanism when multiple agents disagree.

If you mean “skills/plugins to add to Claude via tool use” (common plugins/tools):

• Web search and browser for up-to-date information.
• Code execution environment or REPL for running snippets.
• File loaders and document parsers (PDF, Word, CSV).
• Database and vector store connectors.
• Authentication and user identity connectors (OAuth).
• Scheduling and calendar APIs.
• Payment and e-commerce APIs (if handling transactions).

Operational and non-technical skills:

• Prompt engineering: crafting prompts, guardrails, and few-shot examples.
• Data engineering: building indexes, cleaning corpora, and schema design.
• Security & privacy: data handling, encryption, access controls, and compliance.
• Testing and evaluation: automated tests, user testing, adversarial testing.
• Ethical/safety oversight: bias auditing, safety policies, and incident response.

If you want a concise checklist to start building a Claude-powered bot:

1. Define core use cases and user journeys.
2. Design prompts and safety policies; create system prompt templates.
3. Set up a retriever + vector store for knowledge grounding.
4. Implement tool connectors for actions (APIs, DBs).
5. Build memory/state layer and session management.
6. Add moderation and validation layers.
7. Create monitoring, logging, and feedback loops.
8. Iterate with user testing and refine prompts/agents.

If you tell me which exact scenario you have (e.g., “I want to build a customer-support bot using Claude that can access our product docs and create support tickets”), I can give a concrete list of required agents, skill definitions, prompt templates, and an architecture diagram in text.