A developer released Scalpel, an MCP tool for Claude Code that replaces whole-file reads with a get_symbol(name) call returning a definition plus call sites. It benchmarked 97% fewer tokens and beat grep, Serena, and jcodemunch on cost, though it did not speed bug fixes versus a grep-based agent.
A developer building an open-source kit to improve Claude Code for .NET found that most of its 47 skills, 10 subagents, and 16 slash commands were wasted effort. Two portable changes—likely involving better code search than grep—did almost all the work, and the lessons apply to any language.
A developer building an open-source kit to improve Claude Code for .NET found that most of its 47 skills, 10 subagents, and 16 slash commands were wasted effort. Two portable changes—likely involving better code search than grep—did almost all the work, and the lessons apply to any language.
A developer built code-context, an MCP server that indexes a local repository and provides semantic code search to Claude Code, replacing grep-based file crawling. The tool allows Claude to find relevant code by meaning rather than exact keyword matching, reducing wasted file reads and missed context.
A developer built code-context, an MCP server that indexes a local repository and provides semantic code search to Claude Code, replacing grep-based file crawling. The tool allows Claude to find relevant code by meaning rather than exact keyword matching, reducing wasted file reads and missed context.
A developer created SymbolPeek, an open-source MCP server that gives AI coding agents symbol-level access to TypeScript/JavaScript codebases instead of reading entire files. It uses the official TypeScript language server to resolve symbols, aiming to reduce wasteful file reads when answering targeted questions.
A developer created SymbolPeek, an open-source MCP server that gives AI coding agents symbol-level access to TypeScript/JavaScript codebases instead of reading entire files. It uses the official TypeScript language server to resolve symbols, aiming to reduce wasteful file reads when answering targeted questions.
An open-source MCP server that gives coding agents exact AST slices via tree-sitter instead of whole files, reducing token consumption. Built and tested while developing a Roblox game with Claude Code, it saved 2.1M tokens (93%) over the project. Aimed at developers using LLM coding assistants to lower costs and improve efficiency.
An open-source MCP server that gives coding agents exact AST slices via tree-sitter instead of whole files, reducing token consumption. Built and tested while developing a Roblox game with Claude Code, it saved 2.1M tokens (93%) over the project. Aimed at developers using LLM coding assistants to lower costs and improve efficiency.
A developer ran a controlled A/B test comparing codebase-memory-mcp, a knowledge-graph indexing tool for codebases, against plain grep on a production TypeScript monorepo using Claude Code subagents. The test aimed to verify claims of token savings and sub-millisecond queries. Results are being shared as a community reaction to the tool's marketing.
A developer ran a controlled A/B test comparing codebase-memory-mcp, a knowledge-graph indexing tool for codebases, against plain grep on a production TypeScript monorepo using Claude Code subagents. The test aimed to verify claims of token savings and sub-millisecond queries. Results are being shared as a community reaction to the tool's marketing.