Nikita Groshin

Nikita Groshin

Amazon, Software Developer

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Maker History

  • Limn
    LimnPersistent, anchored discussions for GitHub Markdown
    Sep 2026
  • Sverklo
    SverkloLocal code intelligence for AI editors. No cloud.
    Apr 2026
  • SDE Education Resource Guide
    SDE Education Resource GuideComprehensive information on SDE educational programs
    Apr 2023
  • Nurse Courses Directory
    Nurse Courses DirectoryEmpower Your Future Nursing Career
    Apr 2023
  • 🎉
    Joined Product HuntJanuary 6th, 2016

Forums

Limn - Persistent, anchored discussions for GitHub Markdown

Limn keeps review rationale attached to the Markdown it explains. Select a passage in a public GitHub Markdown file, leave an anchored discussion, and let Limn relocate that thread as nearby edits move. If it cannot relocate confidently, it marks the thread as detached. Threads stay associated with the repository URL and file path, and a read-only MCP interface lets compatible AI tools retrieve the same context.

I dogfooded my own code intelligence tool and found 4 bugs I'd shipped

Building Sverklo (launching tomorrow on PH), I ran a structured dogfood protocol used the tool on its own codebase to find real bugs before users did.                                                                                  

                                                                                                                                                                                                                                            

  Found 4 integration-level bugs that unit tests missed:                                                                                                                                                                                                                                                                                                                                                                                  

  1. Impact analysis silently dropped repeat call sites the worst possible failure for a refactor-safety

  2. Reference search returned 48 substring matches, drowning the 5 real

  3. Lookup returned "No results" on valid queries instead of explaining why    

  4. Parser off-by-one skipped every function after the first in multi-function                                                                                                                                                                                                                                             

  5. All fixed, regression-tested, and documented in a full unedited session log

5mo ago

Sverklo - Local code intelligence for AI editors. No cloud.

Sverklo is a local-first MCP server that gives AI coding assistants (Claude Code, Cursor, Windsurf) a symbol graph, hybrid search, and diff-aware PR review — without sending your code to anyone's cloud. MIT licensed, single SQLite file, 20 tools over MCP.
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