Essentially I've cloned thousands of mcp servers, used the readmes and the star rating to respond to the qdrant query (star ratings as a boost score have been an attack vector, yes I know, it's an incomplete product [1]), then presents it as a JSON response with "one-shots" which this author calls clis.
I think I became discouraged from working on it and moved on because my results weren't that great but search is hard and I shouldn't give up.
I'll get back on it seeing how good this tool is getting traction.
[1] There needs to be a legitimacy post-filter so that github user micr0s0ft or what-have-you doesn't go to to the top - I'm sure there's some best-of-practice ways of doing this and I shouldn't invent my own (which would involve seeing if the repo appears on non-UGC sites I guess?!) but I haven't looked into it
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How would the LLM exactly discover such unknown CLI commands?
I've got a qdrant based approach that I'm working on that solves that here: https://github.com/day50-dev/infinite-mcp
Essentially I've cloned thousands of mcp servers, used the readmes and the star rating to respond to the qdrant query (star ratings as a boost score have been an attack vector, yes I know, it's an incomplete product [1]), then presents it as a JSON response with "one-shots" which this author calls clis.
I think I became discouraged from working on it and moved on because my results weren't that great but search is hard and I shouldn't give up.
I'll get back on it seeing how good this tool is getting traction.
[1] There needs to be a legitimacy post-filter so that github user micr0s0ft or what-have-you doesn't go to to the top - I'm sure there's some best-of-practice ways of doing this and I shouldn't invent my own (which would involve seeing if the repo appears on non-UGC sites I guess?!) but I haven't looked into it
Skills or tell it the --list command would be my guess.
Skills is the right abstraction.