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Semble

Hacker Approved

Ranked 3 of 15 code search tools by recommenders

Developers recommend Semble for fast local code search that needs fewer tokens and queries than grep. Critics question how the token savings are measured.

Developers recommend Semble for fast local code search that needs fewer tokens and queries than grep. Critics question how the token savings are measured.

27 people gave an opinion

recommend it
20
criticize it
7
approval share
74%
Each figure is one person. RecommendsCriticizes

Recommended in 4 of 13 months

  1. November 2025: recommended
  2. December 2025: not recommended
  3. January 2026: not recommended
  4. February 2026: not recommended
  5. March 2026: recommended
  6. April 2026: not recommended
  7. May 2026: recommended
  8. June 2026: not recommended
  9. July 2026: recommended
  10. August 2026: not recommended
  11. September 2026: not recommended
  12. October 2026: not recommended
  13. November 2026: not recommended (month in progress)

Why it carries the badge

  • 20 people recommend itNeeds 10 or more, met.
  • 2.9 recommenders for every criticNeeds 2 to 1 or better, met.
  • Recommended in 4 of 13 monthsNeeds 4 or more, met.

The same three rules apply to every product, and the badge can’t be bought. How the badge works

What people say about it

The reasons people give, with the number of comments that give each one. Open a reason to read what they said.

Why people recommend it

Each mark is one comment

  • Fast indexing and quick results

    “it blow away my kludged solution particularly given that it doesn't have a lengthy indexing process”

    Comment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

    “Semble indexes for like 3 seconds and prints out the actual code that runs the model on the CPU.”

    Comment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

    “Semble is fast enough that it's not going to be behind.”

    Comment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”
  • Fewer queries and better context efficiency

    “you need fewer semble queries to achieve the same outcome, compared to grep+readfile calls”

    Comment from 17 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

    “fewer correction cycles are more valuable than tokens themselves”

    Comment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

    “Clearly a win for Semble for context efficiency”

    Comment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”
  • Working well in everyday use

    “we do believe that Semble makes agents better based on our own experience of using it for the past months while in development”

    Comment from 19 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

    “The results are much better. Even better than my own setup, but, vary a lot.”

    Comment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

    “So far our experience is good with Semble”

    Comment from 19 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”
  • Finds results grep misses

    “This seems to work better for the "how does auth work" style of queries”

    Comment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

    “Semble surfaced things grep missed”

    Comment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

What people warn about

Each mark is one comment

  • Token savings baseline questioned

    “So are we supposed to believe that grep is so wasteful that models are reading 98% useless garbage every time they call it?”

    Comment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

    “The savings are calculated against the assumption that agents read the matched files in their entirety.”

    Comment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

    “grep doesn't need tokens, so what is 98% fewer than zero?”

    Comment from 17 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”
  • Setup friction and MCP hangs

    “codex-cli hangs when calling this through the MCP. The semble process even sticks around as a zombie”

    Comment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

    “require some arcane instructions to coerce Claude Code into compliance”

    Comment from 14 Jun 2026 in “Don't trust large context windows”

Other code search tools people recommend

The four most recommended other code search tools, with the same counts for each, so you can compare like for like. The tick on each bar marks the 2 to 1 line the badge needs.

Semble compared with 4 alternatives
ProductRecommendCriticizeApprovalMonthsOwnedBadge
ripgrep1221887%12—Approved
ast-grep21388%9—Approved
SembleThis page20774%4—Approved
Graft (Claude Code hooks)13476%4—Approved
Lat.md11379%3——
See all 15 code search tools, ranked

What people said

30 of the 35 comments that mention it, newest first. Each links to the original comment.

“except for Semble and Serena”

MixedComment from 2 Jul 2026 in “ZCode: Claude Code from the Makers of GLM”

“require some arcane instructions to coerce Claude Code into compliance”

CriticizesComment from 14 Jun 2026 in “Don't trust large context windows”

“The efficiency gains are compelling”

RecommendsComment from 19 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“So far our experience is good with Semble”

RecommendsComment from 19 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“we do believe that Semble makes agents better based on our own experience of using it for the past months while in development”

RecommendsComment from 19 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“it blow away my kludged solution particularly given that it doesn't have a lengthy indexing process”

RecommendsComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“The library is extremely fast.”

RecommendsComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“I feel this should be a mode on ripgrep. a disk search-lib in python? really?”

CriticizesComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“fewer correction cycles are more valuable than tokens themselves”

RecommendsComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“semble indexing (if any) took no noticeable time”

RecommendsComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“This looks like the latter pushed harder than I've seen before.”

RecommendsComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“codex-cli hangs when calling this through the MCP. The semble process even sticks around as a zombie”

CriticizesComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“Semble is fast enough that it's not going to be behind.”

RecommendsComment from 18 May 2026 in “Show HN: Semble – Code search for agents that 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?”

CriticizesComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“My first contact instinct is that this will result in a net negative 'deployable intelligence' over long horizon runs”

CriticizesComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“Semble surfaced things grep missed”

RecommendsComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“The tool itself is fully local though, so there's no real security risks there”

RecommendsComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“The savings are calculated against the assumption that agents read the matched files in their entirety.”

CriticizesComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“The results are much better. Even better than my own setup, but, vary a lot.”

MixedComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“Semble only does 1 thing: very quick code search, that's it.”

RecommendsComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“This is really useful and very much like the experiments we want to be doing in the near future”

RecommendsComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“it surfaced the right files pretty quickly”

RecommendsComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“This seems to work better for the "how does auth work" style of queries”

RecommendsComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“Clearly a win for Semble for context efficiency”

MixedComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“Semble indexes for like 3 seconds and prints out the actual code that runs the model on the CPU.”

RecommendsComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“unlike grep it's probabilistic search on search terms”

MixedComment from 18 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“it's been working pretty well so far”

RecommendsComment from 17 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“you need fewer semble queries to achieve the same outcome, compared to grep+readfile calls”

RecommendsComment from 17 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“grep doesn't need tokens, so what is 98% fewer than zero?”

CriticizesComment from 17 May 2026 in “Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep”

“for an alpha it has quite a bit of potential”

RecommendsComment from 7 Nov 2025 in “Semble – A social knowledge network for researchers built on ATproto”

Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.