ai-code-helper

MCP server · GitHub · ★ 762 · graded 2026-10-19Source linked

2025 年 AI 编程助手实战项目（作者：程序员鱼皮），基于 Spring Boot 3.5 + Java 21 + LangChain4j + AI 构建智能编程学习与求职辅导机器人，覆盖 AI 大模型接入、LangChain4j 核心特性、流式对话、Prompt 工程、RAG 检索增强、向量数据库、Tool Calling 工具调用、MCP 模型上下文协议、Web 爬虫、安全防护、Vue.js 前端开发、SSE 服务端推送等企业级 AI 应用开发技术。帮助开发者掌握 AI 时代必备技能，熟悉 LangChain 框架，提升编程学习效率和求职竞争力，成为企业需要的 AI 全栈开发人才。

No outside reports on file

ai-code-helper is distributed via GitHub (liyupi/ai-code-helper); review its source code, dependencies, and requested permissions before use.

Based on public adoption and transparency signals as of Oct 19, 2026. Our opinion, not a code audit or security guarantee.

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What it can access

Local filesNo local folder access notedLOW
Command executionRuns shell or system commandsREVIEW
Network reachConnects to outside service APINOTED
CredentialsNo API token requiredLOW
Package sourceGitHub (liyupi/ai-code-helper)PUBLIC

Inferred from this listing’s public package details and description. Check the project’s source before installing.

Install

No npm or PyPI package is listed. Install from source: github.com/liyupi/ai-code-helper ↗

All setup options ↓

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Everything known

We found nothing about this project in the sources we read (last checked 2026-10-30). That does not mean it has no problems.

0 incidents · 0 advisories · 0 news articles · 0 community threads · checked 2026-10-30

Popularity grade: C (from public signals such as stars and downloads, not a code review). Graded 2026-10-19.

Sources we read: OSV, GitHub Advisory Database, CISA Known Exploited Vulnerabilities, 44 security news feeds and our incident library. Last checked 2026-10-30.

Check a specific version →

About AI Code Helper

AI Code Helper is an MCP server focused on Developer tools and Web & browsing: 2025 年 AI 编程助手实战项目（作者：程序员鱼皮），基于 Spring Boot 3.5 + Java 21 + LangChain4j + AI 构建智能编程学习与求职辅导机器人，覆盖 AI 大模型接入、LangChain4j 核心特性、流式对话、Prompt 工程、RAG 检索增强、向量数据库、Tool Calling 工具调用、MCP 模型上下文协议、Web 爬虫、安全防护、Vue.js 前端开发、SSE 服务端推送等企业级 AI 应用开发技术。帮助开发者掌握 AI 时代必备技能，熟悉 LangChain 框架，提升编程学习效率和求职竞争力，成为企业需要的 AI 全栈开发人才。.

It is hosted on GitHub at liyupi/ai-code-helper (761 GitHub stars). Based on its public metadata, it operates with standard local or API scope without broad shell execution flags noted.

Setup

Check these steps against the project’s own instructions before running anything.

No standalone npm or PyPI package is listed for this MCP server. Clone and inspect the source repository directly:

bash

git clone https://github.com/liyupi/ai-code-helper.git

Review the README and source files in https://github.com/liyupi/ai-code-helper (opens external site) before running any setup commands.

Why this grade

CC — Moderate risk signals

Signal-based grade (3/7 points): well starred on GitHub, public source code. This reflects adoption and transparency, not a code review.

Popularity and upkeep

31/100

GitHub stars: 762
Listing last refreshed: 2026-10-29

These are public popularity signals, not a maintenance check. Look at the repository’s commit history and open issues.

Risks to watch for

Dependency & version pinning: Distributed via GitHub (liyupi/ai-code-helper). Pin an exact release version or commit SHA rather than floating tags so upstream updates are reviewed first.

How to lower the risk

Least-privilege permissions

Give it access only to the specific folders, accounts or projects it needs, never your whole drive or admin account.
Use a separate, limited API key or login just for this tool so you can switch it off without affecting anything else.

Network isolation

Run it on a work computer or sandbox account, not one holding personal or company-sensitive data.
If your IT team can, limit which websites and services it is allowed to contact.

Monitoring

Check its activity history or logs weekly at first, and look at what it changed or sent.
Turn on alerts for new logins or unusual usage on any account it connects to.

Red flags to watch for

It asks for more access than its job requires, or prompts you to paste passwords.
It suddenly updates with new owners, or starts contacting unfamiliar websites.

Questions

How do I install AI Code Helper?

AI Code Helper does not publish a standalone npm or PyPI package. Clone or follow the setup instructions in its source repository at github.com/liyupi/ai-code-helper.

Are there security reports about AI Code Helper?

No reports found for this package in our research (last checked 2026-10-30). AI Code Helper currently holds Grade C (Moderate risk signals) based on public adoption and transparency signals. Key risk areas to watch include dependency & version pinning:.

Is AI Code Helper actively maintained?

AI Code Helper has 762 GitHub stars. Our directory data was last refreshed on 2026-10-29. Check recent commit activity, release tags, and open issues at github.com/liyupi/ai-code-helper before pinning it in production.

What are alternatives to AI Code Helper?

Compare AI Code Helper side by side with similar MCP servers in the Related tools section on this page, or browse all MCP servers on AgentArmorHQ.

Maintain or use AI Code Helper? Show its live grade in your GitHub README, docs site, or run a check from the terminal before you install.

AgentArmorHQ Risk Grade C for AI Code Helper

GitHub README Markdown:

markdown

[![AgentArmorHQ Risk Grade for AI Code Helper](https://agentarmorhq.com/api/badge/liyupi-ai-code-helper)](https://agentarmorhq.com/skills/liyupi-ai-code-helper)

HTML embed:

html

<a href="https://agentarmorhq.com/skills/liyupi-ai-code-helper"><img src="https://agentarmorhq.com/api/badge/liyupi-ai-code-helper" alt="AgentArmorHQ Risk Grade for AI Code Helper" height="20" /></a>

Terminal check:

terminal

curl -fsSL https://agentarmorhq.com/api/cli | node --input-type=module - check "liyupi-ai-code-helper"

Share with your security lead

Need sign-off to use ai-code-helper? Copy this note for Slack, a ticket or a pull request.

### AgentArmorHQ Security Review Memo: ai-code-helper
- **Listing URL:** https://agentarmorhq.com/skills/liyupi-ai-code-helper
- **Type:** App connector
- **Risk Grade:** Grade C (Moderate risk signals)
- **Outside Security Advisories on File:** 0
- **Public Adoption:** 762 GitHub stars

#### Permission & Blast-Radius Signals
- **Local files:** No local folder access noted
- **Command execution:** Runs shell or system commands
- **Network reach:** Connects to outside service API
- **Credentials:** No API token required
- **Package source:** GitHub (liyupi/ai-code-helper)

#### Recommended Hardened Setup
- **Source Repo:** https://github.com/liyupi/ai-code-helper
- **Controls:** Pin an exact version in `.mcp.json`, scope access to a single workspace folder, and use a least-privilege read-only token where supported.

_Based on public adoption and transparency signals as of Oct 19, 2026. Our opinion, not a code audit or security guarantee._

Key facts

Type: App connector
Publisher: liyupi
Source code: github.com/liyupi/ai-code-helper
Est. context load: ~600 tokens / turn (~3 tool schemas, 0.3% of 200k context)
Popularity: 762 GitHub stars
Last updated: 2026-10-29
Last graded: 2026-10-19

Community

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