Show HN: Mnemo – local-first AI memory layer for any LLM (Rust, SQLite,petgraph)
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Re: Show HN: Mnemo – local-first AI memory layer for any LLM (Rust, SQLite,petgraph)
#2Given the abundance of vaguely similar local-first AI memory layers, it might be a good idea to add a "Why Mnemo" section right at the top of README.md to explain why folks should consider using it.
Re: Show HN: Mnemo – local-first AI memory layer for any LLM (Rust, SQLite,petgraph)
#3You forgot BM25 embeddings.
https://github.com/MikeS071/ai-engram
https://github.com/lamost423/openclaw-hybrid-memory
https://medium.com/@qdrddr/agentic-memory-framework-hindsigh...
https://clawhub.ai/vnesin-sarai/hybrid-retrieval
https://www.josecasanova.com/blog/openclaw-qmd-memory
https://medium.com/@richardhightower/stop-the-hallucinations...
https://github.com/oomkapwn/enquire-mcp#-why-its-the-best
https://github.com/rohitg00/agentmemory#key-capabilities
https://github.com/Melody-0321/NE-Memory-Core
https://github.com/ClaudioDrews/memory-os
https://en.wikipedia.org/wiki/Okapi_BM25
> It is based on the probabilistic retrieval framework developed in the 1970s and 1980s
Anyway, good for ya, hope you had fun building it.
Re: Show HN: Mnemo – local-first AI memory layer for any LLM (Rust, SQLite,petgraph)
#4Everybody builds one. And, then they usually figure out that making the model fill its context with a bunch of memories hurts performance more often than it helps.
Re: Show HN: Mnemo – local-first AI memory layer for any LLM (Rust, SQLite,petgraph)
#5You forgot BM25 embeddings. https://github.com/MikeS071/ai-engram https://github.com/lamost423/openclaw-hybrid-memory https://medium.com/@qdrddr/agentic-memory-framework-hindsigh... https://clawhub.ai/vnesin-sarai/hybrid-retrieval https://www.josecasanova.com/blog/openclaw-qmd-memory https://medium.com/@richardhightower/stop-the-hallucinations... https://github.com/oomkapwn/enquire-mcp#-why-its-the-best https://githu…
I haven't seen one unique product in AI, everyone is building the same thing
Re: Show HN: Mnemo – local-first AI memory layer for any LLM (Rust, SQLite,petgraph)
#6You forgot BM25 embeddings. https://github.com/MikeS071/ai-engram https://github.com/lamost423/openclaw-hybrid-memory https://medium.com/@qdrddr/agentic-memory-framework-hindsigh... https://clawhub.ai/vnesin-sarai/hybrid-retrieval https://www.josecasanova.com/blog/openclaw-qmd-memory https://medium.com/@richardhightower/stop-the-hallucinations... https://github.com/oomkapwn/enquire-mcp#-why-its-the-best https://githu…
I haven't seen one unique product in AI, everyone is building the same thing
Do any of them work properly yet?
Re: Show HN: Mnemo – local-first AI memory layer for any LLM (Rust, SQLite,petgraph)
#7You forgot BM25 embeddings. https://github.com/MikeS071/ai-engram https://github.com/lamost423/openclaw-hybrid-memory https://medium.com/@qdrddr/agentic-memory-framework-hindsigh... https://clawhub.ai/vnesin-sarai/hybrid-retrieval https://www.josecasanova.com/blog/openclaw-qmd-memory https://medium.com/@richardhightower/stop-the-hallucinations... https://github.com/oomkapwn/enquire-mcp#-why-its-the-best https://githu…
BM25 is in my other project vecdb. mnemo's retrieval is
graph-first — entity deduplication, multi-hop traversal,
session-scoped scoring. Different tradeoff, not an oversight.
Re: Show HN: Mnemo – local-first AI memory layer for any LLM (Rust, SQLite,petgraph)
#8You forgot BM25 embeddings. https://github.com/MikeS071/ai-engram https://github.com/lamost423/openclaw-hybrid-memory https://medium.com/@qdrddr/agentic-memory-framework-hindsigh... https://clawhub.ai/vnesin-sarai/hybrid-retrieval https://www.josecasanova.com/blog/openclaw-qmd-memory https://medium.com/@richardhightower/stop-the-hallucinations... https://github.com/oomkapwn/enquire-mcp#-why-its-the-best https://githu…
I haven't seen one unique product in AI, everyone is building the same thing
Fair. The differentiator is the Rust single binary +
petgraph knowledge graph. No Python runtime, no cloud,
survives restarts. Built it because nothing local fit
that profile.
Re: Show HN: Mnemo – local-first AI memory layer for any LLM (Rust, SQLite,petgraph)
#9Everybody builds one. And, then they usually figure out that making the model fill its context with a bunch of memories hurts performance more often than it helps.
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Re: Show HN: Mnemo – local-first AI memory layer for any LLM (Rust, SQLite,petgraph)
#10Is there any relevance with another tool call mnemon?