Borrowing it
Nothing to install: this file belongs to HumanBean17/jrag. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/HumanBean17/jrag/master/AGENTS.mdgit clone --depth 1 https://github.com/HumanBean17/jragWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/humanbean17/jrag/agents-md)<a href="https://agentmods.dev/instructions/humanbean17/jrag/agents-md"><img src="https://agentmods.dev/badge/instructions/humanbean17/jrag/agents-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/humanbean17/jrag/agents-md"><img src="https://agentmods.dev/badge/instructions/humanbean17/jrag/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00950 | $0.00950 |
| Opus 5.5 | $0.00380 | $0.00380 |
| Sonnet 5.5 | $0.00190 | $0.00190 |
| Haiku 4.5 | $0.00095 | $0.00095 |
Grade C, and why
jrag AGENTS.md scanned grade C with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Recursive force deletehighDestructive command
rm -rf with a variable or a broad path is one typo away from removing the wrong tree.
`rm -rf tests/*/.java-codebase-rag tests/*/.java-codebase-rag.{yml,hosts}` How it starts
The opening of the file, as written. The whole thing — 71 lines — stays where its author put it; the contents beside it link to each section on GitHub.
jrag
Python environment
Use .venv/bin/python and .venv/bin/pip (repo root) for all Python commands.
Invoke the .venv/bin executables directly — never system python/pip.
Editable install only. If jrag/java-codebase-rag serve stale behavior
while pytest passes, run .venv/bin/pip install -e ".[dev]" — don't report it.
tests/conftest.py enforces this.
Tests
- Erase stale manual indexes first — they hijack project-root discovery:
rm -rf tests/*/.java-codebase-rag tests/*/.java-codebase-rag.{yml,hosts} - Tests build their own fresh index in a temp dir; never commit one under
tests/(.gitignoreun-ignores it there). - The full suite is slow. Run only the subset relevant to your change during development; run the full suite once, at the end of the task.
- On-disk
.java-codebase-rag*names (index dir, project YAML, hosts) andJAVA_CODEBASE_RAG_*env vars are intentionally retained for backward compatibility — do not "fix" them.
Docs
Most files in docs/ are operator-facing. The two flagged below are internal (contributor) docs.
Operator docs
docs/CONFIGURATION.md— env vars, project YAML, ontology, brownfield overrides, ignore patterns.docs/JRAG-CLI.md— operator CLI playbook (workflows, exit codes, env alignment).docs/MIGRATION.md—java-codebase-rag→jragrename map (commands, package, untouched on-disk state).docs/AGENT-GUIDE.md— agent-facing MCP operating manual (copy-paste intoAGENTS.md/CLAUDE.md).docs/EDGE-NAVIGATION.md— MCP-traversable edges, directions, dot-key composition.docs/MANUAL-VERIFICATION-CHECKLIST.md— 7-phase post-index verification.docs/CODEBASE_REQUIREMENTS.md— assumptions about the target Java repo.docs/PRODUCT-VISION.md— long-term product direction.docs/paper/paper.pdf— architecture report (rationale, GPS metaphor, ontology).
Internal docs (contributors working on this repo)
docs/DESIGN.md— WHAT/WHY: core principles, what's indexed, surfaces, non-goals.docs/ARCHITECTURE.md— HOW: pipeline, module map, write/read paths, stores, extension points.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 71 lines · 950 tokens per session scan C 9802abdc72de
jrag AGENTS.md is an instructions file published in the GitHub repository HumanBean17/jrag (9 stars, last pushed 1mo ago), licensed MIT. It adds 950 tokens to every session, about $0.0038 per session on Opus 5.5. A static security scan graded it C with 1 finding (recursive force delete). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-14.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
deno copilot-instructions.md
Copilot instructions for denoland/deno, covering deno development guide for github copilot, network access, high level overview, key directories and key files to understand first.