swarmclawai/swarmvault

• highreadme#1

  Clarify README opening to counter blockchain miscategorization

  原因：

  当前

  **The local-first LLM Wiki, knowledge graph builder, and RAG knowledge base for AI agents.** SwarmVault turns docs, code, transcripts, notes, and URLs into a durable markdown wiki plus a local graph you can inspect, query, and hand to agents.

  复制粘贴的修复

  复制

  **The local-first LLM Wiki, knowledge graph builder, and RAG knowledge base for AI agents.** SwarmVault is a self-hosted, local-first system, not a blockchain or decentralized storage network. It turns docs, code, transcripts, notes, and URLs into a durable markdown wiki plus a local graph you can inspect, query, and hand to agents.

  待办完成忽略
• highreadme#2

  Add a 'What SwarmVault Solves' section to the README

  原因：

  复制粘贴的修复

  复制

  ## What SwarmVault Solves
  
  *   **Personal Knowledge Management (PKM) for AI:** A local-first Obsidian alternative for your AI second brain, durable Claude Code / Codex / OpenClaw memory.
  *   **AI Agent Memory & RAG:** Build a robust, queryable knowledge graph and RAG knowledge base for your AI agents.
  *   **Local-First LLM Wiki:** Turn diverse content (docs, code, notes, URLs) into an inspectable, local markdown wiki and graph.

  待办完成忽略
• mediumtopics#3

  Expand topics to reinforce local-first and AI agent use cases

  原因：

  当前

  agent-memory, ai-agents, claude-code, claude-code-memory, codex, karpathy, knowledge-graph, llm, llm-wiki, local-first, mcp, mcp-server, obsidian, obsidian-alternative, openclaw, opencode, personal-knowledge-management, pkm, rag, wiki

  复制粘贴的修复

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  agent-memory, ai-agents, ai-second-brain, claude-code, claude-code-memory, codex, karpathy, knowledge-graph, knowledge-base, llm, llm-wiki, local-ai, local-first, mcp, mcp-server, obsidian, obsidian-alternative, offline-first, openclaw, opencode, personal-knowledge-management, pkm, rag, self-hosted, wiki

  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

  Looking for an open-source local-first knowledge management system like Obsidian for AI.

  你：未被推荐
  AI 推荐顺序：

  1. Logseq (logseq/logseq)
  2. Foam (foambubble/foam)
  3. Athens Research (athensresearch/athens)
  4. Joplin (laurent22/joplin)
  5. Trilium Notes (zadam/trilium)
  6. Zettlr (Zettlr/Zettlr)

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

  查看 AI 完整回答
• 品类问题

  How to build a durable RAG knowledge base and memory store for my AI agents?

  你：未被推荐
  AI 推荐顺序：

  1. Pinecone
  2. Weaviate
  3. Qdrant
  4. Chroma
  5. pgvector
  6. Redis
  7. MongoDB Atlas

  AI 推荐了 7 个替代方案，却始终没点名 swarmclawai/swarmvault。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  pass

• README presence

  pass

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

  pass
  ⚠AI 未点名 swarmclawai/swarmvault —— 很可能在说另一个项目

  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 swarmclawai/swarmvault in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 swarmclawai/swarmvault

  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 swarmclawai/swarmvault solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 swarmclawai/swarmvault

  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？