Borrowing it
Nothing to install: this file belongs to thu-west/xiyan_mcp_server. 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/thu-west/xiyan_mcp_server/main/AGENTS.mdgit clone --depth 1 https://github.com/thu-west/xiyan_mcp_serverWrote 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/thu-west/xiyan_mcp_server/agents-md)<a href="https://agentmods.dev/instructions/thu-west/xiyan_mcp_server/agents-md"><img src="https://agentmods.dev/badge/instructions/thu-west/xiyan_mcp_server/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/thu-west/xiyan_mcp_server/agents-md"><img src="https://agentmods.dev/badge/instructions/thu-west/xiyan_mcp_server/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 | $0.00712 | $0.00712 |
| Opus 5.5 | $0.00285 | $0.00285 |
| Sonnet 5.5 | $0.00142 | $0.00142 |
| Haiku 4.5 | $0.00071 | $0.00071 |
Grade A, and why
xiyan_mcp_server 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 2mo 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 — 52 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Repository Guidelines
XiYan MCP Server converts natural-language questions into SQL and executes them against GreptimeDB/CockroachDB (Python 3.13).
Project Structure & Module Organization
src/xiyan_mcp_server/— package source.server.pyis the MCP entry point,runtime.pyholds the runtime contract, andutils/contains database, LLM, embedding, schema, HDFS, and logging modules.tests/— pytest suite split intounit/,integration/, ande2e/layers.scripts/— maintenance and experiment tools (knowledge indexing, judge/batch queries, parquet/HDFS uploads).json/— schema knowledge base;docs/— user and developer guides.dataset/,logs/, andquery_*output are gitignored runtime artifacts.
Build, Test, and Development Commands
pip install -e ".[dev]" # package + dev dependencies
python -m xiyan_mcp_server # run in stdio mode
python -m xiyan_mcp_server.server streamable-http --host 0.0.0.0 --port 8000
pytest # unit tests only (default)
pytest -m integration # requires MCP server on :8000
pytest -m e2e # end-to-end batch queries
pytest --cov=xiyan_mcp_server --cov-report=term-missing
docker build -t xiyan-mcp-server . # container build
docker compose up -d # local service stack
Include src/ in PYTHONPATH. Copy src/xiyan_mcp_server/config.example.yml to config.yml (or set YML) before running.
Coding Style & Naming Conventions
- Follow PEP 8; lint with
ruff, format withblack. - Use
snake_casefor functions and variables,PascalCasefor classes; add type annotations. - Log through
utils/logger_util.py; wrap database operations in try/except with repair logic. - Keep SQL-generation prompts in dedicated prompt modules rather than scattered through handlers.
Testing Guidelines
- Framework: pytest + pytest-asyncio. Unit tests run by default; integration/e2e are opt-in via markers.
- Name test files
test_<module>.pyunder the matchingtests/layer; put shared fixtures in that layer'sconftest.py. - Use
tmp_pathfor temp files instead of hardcoded paths. No coverage threshold is enforced; add tests for every new module and reviewpytest --covoutput.
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.
- 2mo ago First seen · 52 lines · 712 tokens per session scan A 23303819d187
xiyan_mcp_server AGENTS.md is an instructions file published in the GitHub repository thu-west/xiyan_mcp_server (2 stars, last pushed 3mo ago), licensed Apache-2.0. It adds 712 tokens to every session, about $0.0028 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 2026-08-31.
xiyan_mcp_server AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| xiyan_mcp_server AGENTS.mdthu-west/xiyan_mcp_server | Instructions file | 2 | 3mo ago | Apache-2.0 | A | 712 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |