jgravelle

Jragmunch CLI — AI skill for Claude Code

AI community

Maximal token-efficient RAG for headless Claude.

How to install Jragmunch CLI

This entry records only its repository, not the path inside it, so there is no exact command to give. Open jgravelle/jragmunch-cli and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Jragmunch CLI does

Maximal token-efficient RAG for headless Claude. Auth-agnostic; slice-level retrieval.

Alternatives in AI

Jcodemunch MCP — Cut AI token costs 95%+ on code exploration 2.6k ★
Rb Setup — First-time setup 1.3k ★
Clawcodex — Token efficient Claude Code full Python rebuild 875 ★

README

jragmunch-cli

[![PyPI version](https://img.shields.io/pypi/v/jragmunch.svg)](https://pypi.org/project/jragmunch/) [![Downloads](https://img.shields.io/pypi/dm/jragmunch.svg)](https://pypistats.org/packages/jragmunch) [![Python versions](https://img.shields.io/pypi/pyversions/jragmunch.svg)](https://pypi.org/project/jragmunch/) [![License](https://img.shields.io/pypi/l/jragmunch.svg)](https://github.com/jgravelle/jragmunch-cli/blob/master/LICENSE) [![GitHub stars](https://img.shields.io/github/stars/jgravelle/jragmunch-cli?style=social)](https://github.com/jgravelle/jragmunch-cli/stargazers)

**Maximal token-efficient RAG for headless Claude.** Uses your existing `claude` CLI; auth-agnostic; slice-level retrieval powered by [jcodemunch-mcp](https://github.com/jgravelle/jcodemunch-mcp).

Billing: SDK credit by default, API on opt-in

**Starting June 15, 2026**, Anthropic's Pro and Max subscriptions include a **monthly Agent SDK credit** that scales with subscription tier (**$20** Pro, **$100** Max 5x, **$200** Max 20x) covering `claude -p` and SDK-based tools like jragmunch. By default, jragmunch strips `ANTHROPIC_API_KEY` and `ANTHROPIC_AUTH_TOKEN` from the subprocess environment before spawning `claude`, so the CLI uses your Claude OAuth login and runs against that SDK credit. ([Anthropic announcement](https://support.claude.com/en/articles/15036540-use-the-claude-agent-sdk-with-your-claude-plan))

Inside your monthly SDK credit: $0 actual dollars.
Past the credit: Anthropic's "extra usage" kicks in if you've enabled it (opt-in, manually toggleable in Anthropic's billing settings); otherwise the call fails. Heavy users will want to either enable extra usage or pass --use-api.
Your subscription session limits are not touched. Those stay reserved for interactive use of Claude Code and chat. (Pre-June-15 behavior was the opposite: programmatic claude -p consumed session quota. The Agent SDK credit replaces that arrangement.)