Welcome! Type "help" for available commands.

$

Loading terminal interface...

Experience Education

Projects Bookmarks Investments Contact Blog

Welcome! Type "help" for available commands.

$

Loading terminal interface...

redhat-et/ripwire: The ripgrep of AI context: a zero-dependency...

~/bookmarks

Discover Similar Content

William's Bookmark Library

/**/

GitHub - redhat-et/ripwire: The ripgrep of AI context: a zero-dependency C++23 CLI + MCP server giving coding agents a ranked, deterministic map of any repo, blast radius, tests-to-run and quality deltas. Signatures at 80% fewer bytes than bodies; ~5% of a grep-and-read pass’s tokens.

github.comSaved September 8, 202684 min

Developer Tool

Summary

Ripwire is a C++23 CLI utility and MCP server that provides AI coding agents with token-efficient repository maps. It offers deterministic call graphs, blast radius analysis, and recommended tests, significantly reducing the context overhead compared to standard grep methods.

Highlights

Provides ranked call graphs and impact analysis for codebases
Reduces token consumption to approximately 5 percent of traditional grep passes
Runs as a zero-dependency offline binary without API keys or index servers
Supports 21 programming languages via vendored Tree-Sitter grammas
Integrates with popular agents like Claude Code, Cursor, and WindSurf

auto-generated

Preview of GitHub - redhat-et/ripwire: The ripgrep of AI context: a zero-dependency C++23 CLI + MCP server giving coding agents a ranked, deterministic map of any repo, blast radius, tests-to-run and quality deltas. Signatures at 80% fewer bytes than bodies; ~5% of a grep-and-read pass’s tokens.

redhat-et · via GitHub

Context

Audience

Software Developers and AI Engineers working with autonomous agents

DomainAI-Assisted Software Development

FormatCLI Tool and MCP Server

AccessOpen source

Topics

AI Coding Agents Token Optimization Call Graph Analysis MCP Server Tree-Sitter

View on GitHub All Bookmarks

Related

Tree-sitterModel Context ProtocolripgrepCall Graph AnalysisToken Optimization

Discover Similar Content

graphify.com

August 2, 2026

Graphify · the code knowledge graph for AI coding assistants

Graphify · the code knowledge graph for AI coding assistants

Your codebase as a knowledge graph your AI assistant queries instead of grepping: no embeddings, just a graph it can trace. Open source, on-device, Ap...

On-Device AI Code Knowledge Graphs MCP Server Tree-Sitter AI Coding Assistants

LINK

github.com

April 6, 2026

GitHub - centminmod/or-cli: Python command-line tool for interacting with AI models through the OpenRouter API/Cloudflare AI Gateway, or local self-hosted Ollama. Optionally support Microsoft LLMLingua prompt token compression

GitHub - centminmod/or-cli: Python command-line tool for interacting with AI models through the OpenRouter API/Cloudflare AI Gateway, or local self-hosted Ollama. Optionally support Microsoft LLMLingua prompt token compression

Python command-line tool for interacting with AI models through the OpenRouter API/Cloudflare AI Gateway, or local self-hosted Ollama. Optionally supp...

AI Model APIs Ollama Local Models OpenRouter Integration Python CLI Tools Prompt Token Compression

LINK

pi.dev

September 4, 2026

Pi Coding Agent

Pi Coding Agent

A terminal-based coding agent

Coding Plugins AI Coding Agents Code Minimization Terminal Development YAGNI

LINK