local-rag-core AGENTS.md

local-rag-core AGENTS.md is an instructions file for Codex, OpenCode from linkwut-create/local-rag-core. It costs 464 tokens per session, scanned A, original, MIT.

Project-specific instructions for local-rag-core, a codebase whose knowledge base is accessed through an MCP server, a tool that lets an agent query external project context.

In plain words
What is it for?
Use it when modifying local-rag-core: check the knowledge base, review relevant decisions, follow the required command-line and API workflows, and respect its architecture boundaries.
Why use it?
It makes agents check the project’s goals, status, decisions, and protected areas before changing code. This reduces the risk of ignoring design decisions or writing to data that must remain read-only.

Instructions file for CodexOpenCode

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add instructions/linkwut-create/local-rag-core/agents-md
Clone the repo
git clone --depth 1 https://github.com/linkwut-create/local-rag-core

Made for: Codex, OpenCode.

Wrote 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.

agentmods badge for local-rag-core AGENTS.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/linkwut-create/local-rag-core/agents-md.svg)](https://agentmods.dev/instructions/linkwut-create/local-rag-core/agents-md)
Your own site
<a href="https://agentmods.dev/instructions/linkwut-create/local-rag-core/agents-md"><img src="https://agentmods.dev/badge/instructions/linkwut-create/local-rag-core/agents-md.svg" alt="Measured on agentmods" height="20"></a>
Per session 464 This file is loaded in full into every session.
When invoked 464 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5 $0.00464 $0.00464
Opus 5 $0.00232 $0.00232
Sonnet 5 $0.00093 $0.00093
Haiku 4.5 $0.00046 $0.00046

Measured 3d ago against content hash df1fe573db72, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

local-rag-core AGENTS.md scanned grade A with 0 findings 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 3d 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.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

Copies of this mod

1 near-identical copy found in the catalogue:

AGENTS.md · 66 lines

What it actually says

AGENTS.md — local-rag-core

MCP Integration

This project's knowledge base is served by its own MCP server. Before modifying any code, query the knowledge base:

kb.health       — check system status and backend health
kb.list_packs   — see available knowledge packs
kb.search       — search across private_kb and packs
kb.get_chunk    — retrieve full chunk content

Required Pre-Modification Workflow

Before proposing or implementing any code change:

  1. Query project goals:

    kb.search "local-rag-core project purpose and design goals"
    
  2. Check current status:

    kb.health
    kb.list_packs
    
  3. Retrieve relevant decisions:

    kb.search "<your specific topic>"
    
  4. Identify no-modify zones:

    • Do NOT modify knowledge base data through MCP (read-only by design)
    • Do NOT modify storage/, data/packs/, data/private_kb/ directly
    • Do NOT bypass the pack lifecycle (use CLI for build/export/import)
    • Do NOT change the MCP tool schema without updating this file
  5. Summarize retrieved context before proposing changes.

Architecture Boundaries

  • MCP is read-only. All writes go through CLI (rag ...) or HTTP API (with X-Local-RAG-Token auth).
  • Three knowledge zones: private_kb (user's), packs (shareable), private_project (code repos with filters).
  • Backend status: Check rag health for mock vs real backends.
  • Model cache: HuggingFace default at E:\AI\huggingface\hub\. Override with LOCAL_RAG_MODEL_CACHE.

Key Commands

rag health                              # system health
rag pack list                           # registered packs
rag search "<query>" --mode hybrid      # hybrid search
rag chunk get <chunk_id>                # retrieve chunk
pytest && ruff check .                  # validate before commit

Project Status

See PROJECT_STATUS.md for current phase and capability boundaries.

Changes

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.

  1. 3d ago First seen · 66 lines · 464 tokens per session scan A df1fe573db72

Subscribe to this mod's changes

local-rag-core AGENTS.md is an instructions file published in the GitHub repository linkwut-create/local-rag-core (0 stars, last pushed 2mo ago), licensed MIT. It adds 464 tokens to every session, about $0.0023 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Related

Other instructions, from other repositories

knowledge-base-system-oss AGENTS.md

AGENTS.md instructions for Snorlax-zzZ/knowledge-base-system-oss, covering knowledge-base-system 规则说明, 1. 适用范围, 2. 产品契约(必须遵守), 3. 跨平台一致性规则(重要) and 4. 分层边界.

Snorlax-zzZ/knowledge-base-system-oss · 1,065 tokens

siyuan AGENTS.md

AGENTS.md instructions for siyuan-note/siyuan, covering agents.md, 1. non-negotiable constraints, do not hand-edit, verification and prohibited operations and 2. project-specific rules.

siyuan-note/siyuan · 4,668 tokens

stashbase AGENTS.md

AGENTS.md instructions for liliu-z/stashbase, covering agent maintenance contract for this repo, github access for this repository, temporary worktrees, electron launch environment and documentation route.

liliu-z/stashbase · 1,893 tokens

Starcat AGENTS.md

AGENTS.md instructions for starcat-app/Starcat, covering agents.md, 🚨 硬性铁律(每次写代码前必读,违反即返工), 🌿 git 分支与 worktree(强制), 🧭 主进度索引(每次开工前必读) and 状态符号(与功能实现总览.md 同步).

starcat-app/Starcat · 7,439 tokens

llm-wiki-newsroom AGENTS.md

Instructions for alfadur7/llm-wiki-newsroom, covering llm wiki newsroom — schema & workflow instructions, how to use, directory layout, page format and ingest workflow.

alfadur7/llm-wiki-newsroom · 1,675 tokens

llm-wiki-newsroom GEMINI.md

Instructions for alfadur7/llm-wiki-newsroom, covering llm wiki newsroom — schema & workflow instructions, how to use, directory layout, page format and ingest workflow.

alfadur7/llm-wiki-newsroom · 1,282 tokens