Borrowing it
Nothing to install: this file belongs to kevynf/akshare-mcp-bridge. 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/kevynf/akshare-mcp-bridge/master/AGENTS.mdgit clone --depth 1 https://github.com/kevynf/akshare-mcp-bridgeWrote 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/kevynf/akshare-mcp-bridge/agents-md)<a href="https://agentmods.dev/instructions/kevynf/akshare-mcp-bridge/agents-md"><img src="https://agentmods.dev/badge/instructions/kevynf/akshare-mcp-bridge/agents-md.svg" alt="Measured on agentmods" 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 | $0.00639 | $0.00639 |
| Opus 5 | $0.00319 | $0.00319 |
| Sonnet 5 | $0.00128 | $0.00128 |
| Haiku 4.5 | $0.00064 | $0.00064 |
Grade A, and why
akshare-mcp-bridge 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 7d 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 — 31 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Repository Guidelines
Project Structure & Module Organization
AKBridge is a Python 3.11+ MCP adapter for AKShare. Runtime code lives in src/akbridge/: server.py defines transports and tools, catalog.py discovers APIs, router.py handles search and routing, and serialization.py normalizes provider results. Reliability, acceptance, maintenance, document indexing, and credential handling are kept in focused sibling modules. Tests live in tests/ and follow the runtime areas (test_router.py, test_reliability.py, and similar). Generated catalogs and acceptance reports belong under artifacts/; operational documentation is in docs/. GitHub automation is defined in .github/workflows/.
Build, Test, and Development Commands
uv sync --group devinstalls the pinned runtime and development dependencies.uv run akbridge --mode routerstarts the recommended stdio MCP server locally.uv run --no-sync python -m pytest -qruns the complete test suite.uv run --no-sync ruff check src testschecks imports and lint rules.uv run --no-sync ruff format --check src testsverifies formatting.uv run --no-sync akbridge-accept run --offline --workers 4validates every adapter contract without contacting providers.uv run --no-sync akbridge-maintain ci --strict --check-latestruns the strict maintenance gate.uv buildbuilds wheel and source distributions.
Run focused tests during development, for example uv run pytest tests/test_router.py -q, then run the full pre-commit sequence documented in CONTRIBUTING.en.md.
Coding Style & Naming Conventions
Use four-space indentation, type annotations, and concise docstrings. Ruff targets Python 3.11 with a 100-character line limit and enforces E, F, I, UP, B, and SIM rules. Use snake_case for modules, functions, fixtures, and variables; PascalCase for classes; and UPPER_SNAKE_CASE for constants. Keep modules narrowly scoped and preserve existing public CLI and MCP contracts.
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.
- 7d ago First seen · 31 lines · 639 tokens per session scan A d59f3ce9c709
akshare-mcp-bridge AGENTS.md is an instructions file published in the GitHub repository kevynf/akshare-mcp-bridge (0 stars, last pushed 6d ago), licensed MIT. It adds 639 tokens to every session, about $0.0032 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.
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