neurocult/agency

• highreadme#1

  Reposition README opening to clarify 'agency' and project scope

  原因：

  当前

  Library designed for developers eager to explore the potential of Large Language Models (LLMs) and other generative AI through a clean, effective, and Go-idiomatic approach.

  复制粘贴的修复

  复制

  Agency is a Go library for building robust, Go-idiomatic AI agents and applications powered by Large Language Models (LLMs) and other generative AI. It provides a clean, effective framework for developers to orchestrate complex AI workflows.

  待办完成忽略
• mediumcomparison#2

  Add a 'Why Agency?' or 'Comparison' section to the README

  原因：

  复制粘贴的修复

  复制

  ## Why Agency? 
  
  While libraries like `go-openai` provide direct API access to LLMs, Agency is designed as an **agent-first framework** for building complex, Go-idiomatic AI applications. It helps you orchestrate LLM interactions, manage agent states, and implement advanced patterns like RAG and multimodal operations with a clean architecture, going beyond simple API calls.

  待办完成忽略
• lowhomepage#3

  Add a homepage URL to the repository metadata

  原因：

  复制粘贴的修复

  复制

  https://[your-project-documentation-url]

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  What are good Go libraries for integrating large language models into applications?

  你：未被推荐
  AI 推荐顺序：

  1. go-openai (openai/openai-go)
  2. go-ollama (ollama/ollama-go)
  3. google-cloud-go/aiplatform
  4. go-anthropic (anthropic-ai/anthropic-go)
  5. gollm (sashabaranov/gollm)
  6. langchaingo (tmc/langchaingo)

  AI 推荐了 6 个替代方案，却始终没点名 neurocult/agency。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  How can I build generative AI agents and RAG systems using Go?

  你：未被推荐
  AI 推荐顺序：

  1. Go-LLM/LLM-Go (go-llm/llm-go)
  2. LlamaIndex Go (run-llama/llama_index)
  3. OpenAI Go Library (sashabaranov/go-openai)
  4. pgvector-go (pgvector/pgvector-go)
  5. qdrant-go (qdrant/go-client)
  6. weaviate-go (weaviate/weaviate-go-client)
  7. Gorse (gorse/gorse)
  8. LangChain Go (tmc/langchaingo)

  AI 推荐了 8 个替代方案，却始终没点名 neurocult/agency。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  warn

  建议：

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of neurocult/agency?

  pass
  ✓AI 明确点名了 neurocult/agency

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts neurocult/agency in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 neurocult/agency

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo neurocult/agency solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 neurocult/agency

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？