Borrowing it
Nothing to install: this file belongs to maojiebc/majia-guanyuan. 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/maojiebc/majia-guanyuan/main/AGENTS.mdgit clone --depth 1 https://github.com/maojiebc/majia-guanyuanWrote 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/maojiebc/majia-guanyuan/agents-md)<a href="https://agentmods.dev/instructions/maojiebc/majia-guanyuan/agents-md"><img src="https://agentmods.dev/badge/instructions/maojiebc/majia-guanyuan/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/maojiebc/majia-guanyuan/agents-md"><img src="https://agentmods.dev/badge/instructions/maojiebc/majia-guanyuan/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 | $0.02368 | $0.02368 |
| Opus 5.5 | $0.00947 | $0.00947 |
| Sonnet 5.5 | $0.00474 | $0.00474 |
| Haiku 4.5 | $0.00237 | $0.00237 |
Grade A, and why
majia-guanyuan 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 14d 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.
How it starts
The opening of the file, as written. The whole thing — 114 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md — majia-guanyuan
This file is read by:
- OpenAI Codex as project-level instructions (when cwd is inside this repo)
- Hermes / gbrain as a resolver file (alternative to
RESOLVER.md) - Other AGENTS.md-aware tools (e.g., Cursor, Aider)
What this repo is
A Claude Code Skill for Guandata BI (观远 BI) — a tool-agnostic agent skill packaged so it works with Claude Code, OpenClaw, Hermes/gbrain, Codex, and any other agent that recognizes SKILL.md frontmatter.
V3.0.0 重定位 — 「马甲实战版」: after the official Guandata BI skill family went public on 2026-06-03 (@guandata/guanskill: guancli / guanvis / guanetl / guanwf / guands / guanmetric + per-skill AI skills; guanadmin / guanexport left the public family on 2026-06-04; guanmetric joined 2026-07-08, current family = 6), this skill was refactored ground-up from a self-built full-stack + fallback into a battle-tested gain-layer on top of the official family. The self-built HTTP client scripts/guandata.py (2789 lines) was retired and ~1600 lines of dead code removed. Standard query / card / ETL / dataset CRUD all route to the official family; this skill keeps only what the official DSL/commands can't reach.
Current structure — a router layer plus the hard-bone Parts:
- 🧭 Router layer — standard query/card/ETL/dataset CRUD routed to the official family (
guancli/guanvis/guanetl/guanwf/guands/guanmetric) - Restricted queries — SQL unavailable, aggregate provenance, counted serial chunks and unknown-request holds; see
references/restricted-query-playbook.mdandreferences/bounded-extraction.md. Normal calls still use official CLI. - Dashboard evidence — local draft definitions, official read-only scoped card samples, row/field assertions and definition-change detection; see
references/dashboard-evidence.md. - Part B — ETL governance, write, delete (incl. SmartETL full-chain rewrite methodology and ExecPlan workflow)
- Part C — Custom chart HTML/CSS/JS injection & debugging on existing pages
- Part C-12 — HTML application-style dashboard generation (descriptor patch linking selector → custom-chart dataView)
- Store mobile scorecard — franchise-owner phone scorecard (20 views, detectV, desensitized offline sample)
- Part D — V7 Page/Card publish pipeline (draft/release state-machine bypass + node-level silent traps + mobile phoneLayout ZIP-inject)
- Part E — SuperApp open-app development pipeline (reverse-engineering)
- AI-native ADS design methodology — philosophy-layer doc (governance vs rebuild judgment)
- Restaurant-chain BI formula playbook — 60+ SQL / RFM / Comp / DWD wide-table patterns
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.
- 14d ago Changed · +1 lines · +18 tokens per session 2711aef6f6c3
- 16d ago Changed · +7 lines · +154 tokens per session 22304204b838
- 28d ago Changed · +4 lines · +91 tokens per session 3a1827adc1d0
- 1mo ago Changed 4f166d5c2d8c
- 1mo ago Changed e33bd50178cd
- 1mo ago Changed 0a71e8c3cedc
- 1mo ago Changed · +5 lines · +103 tokens per session 7ba4d39894ab
- 1mo ago First seen · 97 lines · 2,002 tokens per session scan A d78b7aab4b59
majia-guanyuan AGENTS.md is an instructions file published in the GitHub repository maojiebc/majia-guanyuan (17 stars, last pushed 6d ago), licensed MIT. It adds 2,368 tokens to every session, about $0.0095 per session on Opus 5.5. 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 2026-08-30.
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).
deepseek-harness AGENTS.md
AGENTS.md instructions for deepseek-ai/deepseek-harness, covering agents.md, pre-stable apis and released session data, repository layout, commands and host sandbox failures.