swarmclawai/swarmvault

• highreadme#1

  Clarify README opening to counter blockchain miscategorization

  Why:

  CURRENT

  **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.

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  **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.

  OpenDoneDismiss
• highreadme#2

  Add a 'What SwarmVault Solves' section to the README

  Why:

  COPY-PASTE FIX

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  ## 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.

  OpenDoneDismiss
• mediumtopics#3

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

  Why:

  CURRENT

  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

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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

  OpenDoneDismiss

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• CATEGORY QUERY

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

  you: not recommended
  AI recommended (in order):

  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 recommended 6 alternatives but never named swarmclawai/swarmvault. This is the gap to close.

  Show full AI answer
• CATEGORY QUERY

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

  you: not recommended
  AI recommended (in order):

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

  AI recommended 7 alternatives but never named swarmclawai/swarmvault. This is the gap to close.

  Show full AI answer

• Metadata completeness

  pass

• README presence

  pass

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

  pass
  ⚠AI did not name swarmclawai/swarmvault — likely talking about a different project

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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

  pass
  ✓AI named swarmclawai/swarmvault explicitly

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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

  pass
  ✓AI named swarmclawai/swarmvault explicitly

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?