[fidorka]

Hey Parker, this is really cool! Thanks for sharing. Have you tried using the entire CLI? It might also be a tool which you could compose into your workflow to have better memory of what the agents themselves did in the repo.

Btw, I built something similar to solve the context problem for most of my laptop-based activity.

It's slightly more heavyweight (electron app ingesting screenshots) - that being said I took many similar design decisions (local embeddings, sqlite with vector search and FTS hybrid, MCP extension to claude). Feel free to check it out:

https://github.com/deusXmachina-dev/memorylane

[__parallaxis]

Hey, thanks for the kind words — and for the CLI/agent-memory idea. I haven’t fully leaned into “index what the agents did in the repo” yet; that’s a great direction. The MCP server gets most of the love so far, but the CLI is the same pipeline (sync → chunk → embed → search), so wiring it in so agents can search their own history is totally doable. I’ll keep that in mind.

I have mostly used the entire API surface so far. Check out the usage in this github action script: https://github.com/parallax-labs/context-harness/blob/main/s...

This is used to build the search index on the website (below)

This tool is made for not only local, but embedded in a ci context

MemoryLane looks really cool — same problem, different surface. Local embeddings + SQLite + hybrid FTS/vector + MCP into Claude is basically the same stack; the screenshot-ingestion and Electron UX are a neat take for “everything I’ve seen on this machine.” I’ll definitely poke around the repo. If you want to see how we’re using custom agents on top of that pipeline, a couple of blog posts go into it: Chat with your blog

- https://parallax-labs.github.io/context-harness/blog/enginee... (persona grounded in your own writing, inline + Lua agents) this is in the same vein. Allowing agents to write into the vector store with an MCP tool is on the road map.

- https://parallax-labs.github.io/context-harness/blog/enginee... Unified context for your engineering team (shared KB, code-reviewer and on-call agents).

[fidorka]

Nice, thanks! Checking it out now.