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symbol-search

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quangdang46 / fast_file_search

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Ultra-fast file search toolkit for AI agents, Neovim, and code editors. MCP server for Claude Code/Cursor/Codex, frecency-ranked search, symbol indexing via tree-sitter, and a Rust core that outperforms ripgrep and fzf in long-running processes.

rust code-navigation search-engine tree-sitter lua neovim fzf developer-tools cursor grep ripgrep codex file-search ai-agents cli-tools nvim-plugin symbol-search mcp-server claude-code code-indexing
  • Updated Jul 4, 2026
  • Rust

DinoQuinten / specter-tree

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Reduce Claude Code token usage 54–67%. MCP server for web engineers — AI agents find symbols, trace callers, and map hierarchies by name instead of reading files. Built for TypeScript. Works with Claude Code, Cursor, and Codex.

code-navigation typescript sqlite static-analysis ast call-graph bun code-intelligence developer-productivity symbol-search ai-agent llm-tools cursor-ai model-context-protocol mcp-server claude-code codebase-navigation token-optimization codex-cli typescript-mcp
  • Updated Apr 15, 2026
  • TypeScript

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