Semble

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code search for agents

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Semble

Code search for agents that uses 98% fewer tokens than grep

github.com

#code search#mcp server#semantic code search#bm25#claude code

445points
151comments
#64of 4,366 in 2026
Top 2%of 2026 by points

How HN took it

CuriousMostly questions and neutral comments

16 positive, 43 neutral or asking, 3 mixed, 14 critical, out of 76 comments about the project. Thread score +0.02.

Performance: 4 for, 6 againstIdea: 5 for, 5 againstExecution: 0 for, 2 againstDocs: 0 for, 1 against

The thread, comment by comment

Each row is a top-level comment and its replies, in HN's order. Select a cell to open that comment on HN.

positive neutral or mixed critical about another commenter or something else the maker

What HN said

What people liked

  • Fast indexing and queries, good retrieval quality versus existing tools

    From 2 comments
    • So about a year ago I wrote my own attempt at something like this using vector indexing and BM25 (the latest version uses CocoIndex, I had a custom coded solution using ChromaDB…
      bluejay2387 on HN
    • Seems like a cool idea so I decided to play with it a bit. The test I ran was in the browsercode (https://github.com/browser-use/browsercode) repo with the following prompt:…
      aadishv on HN
  • Useful for humans as well as agents

    From 1 comment
    • Semantic code search seems like a useful tool for a human too. Not just for agents.
      singpolyma3 on HN

Objections

  • Token savings may not translate to lower cost or faster end-to-end agent work

    From 3 comments
    • I did some evals with pi and GPT 5.5. I tested RTK on / headroom on / both on / both off (all with the standard pi system instructions and no AGENTS.md). I forget the exact tests…
      esperent on HN
    • What I have personally observed with such tools is that they make the AI's dumb, similar to how it makes coders dumb when relying more on AI tools. These agentic AI's are already…
      freakynit on HN
    • Seems like a cool idea so I decided to play with it a bit. The test I ran was in the browsercode (https://github.com/browser-use/browsercode) repo with the following prompt:…
      aadishv on HN
  • Agents still fall back to ripgrep and do not trust results

    From 2 comments
    • I'd be interested in seeing actual agent benchmarks (eg CC or Copilot CLI with grep removed and this tool instead). For example, I have explored RTK and various LSP…
      jerezzprime on HN
    • Feedback: codex-cli hangs when calling this through the MCP. The semble process even sticks around as a zombie, forever stalled out. No idea why, logs have nothing. When called…
      cityofdelusion on HN
  • Probabilistic search may miss important results

    From 1 comment
    • fantastic token savings and performance... but unlike grep it's probabilistic search on search terms. is that an issue? the tiny model might not surface something important
      onoesworkacct on HN
  • 98% savings baseline is unclear

    From 3 comments
    • > uses 98% fewer tokens than grep So are we supposed to believe that grep is so wasteful that models are reading 98% useless garbage every time they call it? Either this claim is…
      pu_pe on HN
    • grep doesn't need tokens, so what is 98% fewer than zero?
      ludicrousdispla on HN
    • The savings are calculated against the assumption that agents read the matched files in their entirety. In my experience, they are smart enough to use grep to bring up a few…
      PufPufPuf on HN

Requests

  • Agent-level benchmarks and end-to-end savings

    From 3 comments
    • I'd be interested in seeing actual agent benchmarks (eg CC or Copilot CLI with grep removed and this tool instead). For example, I have explored RTK and various LSP…
      jerezzprime on HN
    • Would be nice to see the actual % token/time saving across end-to-end coding sessions over these time periods https://github.com/MinishLab/semble#savings My observation is that…
      cagz on HN
    • I did some evals with pi and GPT 5.5. I tested RTK on / headroom on / both on / both off (all with the standard pi system instructions and no AGENTS.md). I forget the exact tests…
      esperent on HN
  • Better install and usage docs

    From 2 comments
    • The instructions on how to install and use it could use some work. I did eventually install it. Will try it later and report back.
      zhxiaoliang on HN
    • Feedback: codex-cli hangs when calling this through the MCP. The semble process even sticks around as a zombie, forever stalled out. No idea why, logs have nothing. When called…
      cityofdelusion on HN
  • Comparison with other tools such as LSPs, colgrep, codebase-memory-mcp and cs

    From 4 comments
    • Better than grep obviously, but how does this compare to existing LSPs?
      AussieWog93 on HN
    • How does this compare with colgrep? https://github.com/lightonai/next-plaid/tree/main/colgrep
      nextaccountic on HN
    • Would this replace something like codebase-memory-mcp[1] or improve when both is being used? [1] - https://github.com/DeusData/codebase-memory-mcp
      _ink_ on HN
    • Interesting. I too have been working in this space, though I took a different approach. Rather than building an index, I worked on making a "smarter grep" by offering search over…
      boyter on HN
  • Fix for codex-cli MCP hang

    From 1 comment
    • Feedback: codex-cli hangs when calling this through the MCP. The semble process even sticks around as a zombie, forever stalled out. No idea why, logs have nothing. When called…
      cityofdelusion on HN

Questions

  • Does it support multiple languages?

    From 1 comment
    • Does this support any language or is it limited to a specific set of languages?
      gslepak on HN
  • How does it compare with LSPs?

    From 1 comment
    • Better than grep obviously, but how does this compare to existing LSPs?
      AussieWog93 on HN
  • Security and supply-chain risk

    From 1 comment
    • The one thing I'm a bit nervous about: security. Thoughts of supply-chain "what-ifs" gives me a bit of pause here. Would like to hear security-minded folks give their thoughts on…
      handonam on HN

Alternatives named

  • grep and ripgrep

    From 2 comments
    • I'd be interested in seeing actual agent benchmarks (eg CC or Copilot CLI with grep removed and this tool instead). For example, I have explored RTK and various LSP…
      jerezzprime on HN
    • Feedback: codex-cli hangs when calling this through the MCP. The semble process even sticks around as a zombie, forever stalled out. No idea why, logs have nothing. When called…
      cityofdelusion on HN
  • codebase-memory-mcp

    From 2 comments
    • What I have personally observed with such tools is that they make the AI's dumb, similar to how it makes coders dumb when relying more on AI tools. These agentic AI's are already…
      freakynit on HN
    • Would this replace something like codebase-memory-mcp[1] or improve when both is being used? [1] - https://github.com/DeusData/codebase-memory-mcp
      _ink_ on HN
  • Serena

    From 1 comment
    • Serena does a lot more than semble (I actually used serena before building this and didn't like how much it does by default). That also made it hard to see if it was actually…
      Bibabomas on HN
  • colgrep

    From 1 comment
    • How does this compare with colgrep? https://github.com/lightonai/next-plaid/tree/main/colgrep
      nextaccountic on HN
  • context-mode

    From 1 comment
    • How does it compare to context-mode or serina that are both well established now?
      smcleod on HN

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