Emerging

89/100

3 days ago

AkShare

Item: AkShare
Rating: 89
Author: M8ven

Integrates with Chinese financial markets through akshare library to provide real-time and historical stock and cryptocurrency data with caching mechanisms for financial analysis, market research, and algorithmic trading development.

→ aahl/mcp-aktools· pypi: mcp-aktools· 5.7K installs· listed on pulsemcp

Emerging. No concerning findings. Grades remain capped until the project builds reputation through adoption. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

How we verified

Code Verified⚡ Live Monitored: not connected

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⚡ Connect GitHub → continuous verification on every push why connect →

Who stands behind it

aahl

Source: PulseMCP · also listed on github_topic, modelscope

Is this your MCP?

Claim it to get a verified publisher badge, a free copy of our full audit findings, and direct contact for any high-priority issues we find. Or connect your repo for our deepest verification, Live Monitored: read-only, revoke anytime. What we access →

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Install from

PulseMCP GitHub modelscope

M8ven verifies MCPs across every public registry — install directly from whichever one you prefer.

// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

// environment variables

To run this server yourself, you supply these values. They go in your own MCP client configuration and stay on your machine. The secret label means the value is sensitive, not that the server mishandles it.

configOKX_BASE_URL"": "https://okx.4url.cn", # OKX地址，如果你的网络环境无法访问okx.com，可通过此选项配置反代地址

configBINANCE_BASE_URL"": "https://bian.4url.cn", # 币安地址，默认: https://www.binance.com

configNEWSNOW_BASE_URL"": "https://newsnow.busiyi.world", # Newsnow接口地址

configNEWSNOW_CHANNELS"": "wallstreetcn-quick,cls-telegraph,jin10", # Newsnow资讯来源

configTRANSPORT

Deployment configuration, supplied by whoever hosts the server. Users are not asked for these.

deployPORT

// quality suggestions

Tool annotations

No tools have read-only/destructive annotations

Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.

All four hints declared on every tool

18/18 tools missing one or more hints — search (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); stock_info (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); stock_prices (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +15 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.

For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.

Tests exist

No test files found

Add tests that exercise each declared tool.

Claim the listing to review these findings one by one and send us a correction where you disagree, straight to the team. Claiming also means we tell you when the grade moves, and reach you first if we find anything urgent.

// full audit trail

The findings above are the summary. The full trail, every check we ran, each deduction, the network hosts observed and the dependency advisories, goes to verified publishers, along with an alert whenever a new one lands. Verified publishers can also review each finding and dispute it in one click. Publisher corrections have sharpened several of our checks this month, because the maintainer knows the codebase better than any scanner.

// improvement guidance — verified publishers only

We have 3 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/mcp-aktools-hrcrx5)](https://m8ven.ai/mcp/mcp-aktools-hrcrx5)

Shows your grade and updates automatically. Prefer no grade? Append ?variant=verified to the badge URL.

commit: 6c46a0613bdadbb50a27020274a908e33cb7c793

code hash: 5a7decfd245ca5335857b9333ac7980bb5a7c25bea0177508f6edc2b2b51e109

verified: 8/16/2026, 11:02:56 AM

view raw JSON →

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