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Role Category

Research & Knowledge

Agents for research, retrieval, memory, knowledge bases, RAG, GraphRAG, and long-context synthesis.

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remoteopenclaw / skill ucp

Use when the user wants to use the UCP CLI to find, compare, buy, or track products from online merchants, or to set up and troubleshoot the local UCP profile required for merchant-scoped operations. Covers global catalog search (\"find me X under $Y\"), named-merchant transactions (\"buy this from Z.com\"), order tracking, `ucp profile init`, `ucp doctor`,...

CLIMCP
Fit
63 / 100
Trust
Needs review
Install
MCP ready
Review links
claudemarketplaces / skill swarm-advanced

This is for when you need multiple Claude instances working together on something complex. You get four swarm topologies (mesh for research, hierarchical for dev workflows, star for testing, ring for pipelines) and can spawn specialized agents like researchers, coders, and QA engineers. The documentation walks through three real patterns: a research swarm t...

MCPCLI
Fit
63 / 100
Trust
Needs review
Install
MCP ready
Review links
github / workflow Prompthon-IO/agent-systems-handbook

A practical AI agents handbook covering agent systems, agentic workflows, LangGraph, MCP/A2A, context engineering, agent memory, evaluation, observability, and multi-agent architecture. Current trend focus: indirect prompt injection defenses, emerging agent runtimes, and production AI workflow patterns.

MCPA2A
Fit
63 / 100
Trust
Needs review
Install
MCP ready
Review links
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4677 matching candidates for Research & Knowledge. Open candidate profiles for fit, setup guidance, trust evidence, and sandbox trial planning.

Role category review path
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Review route: OpenAI review tools can start with openai.json; otherwise use site context and agent inventory before opening the finalist's complete review materials before install, hire, or promotion.