Hex Research
概览
作者提供的说明（英文原文）
Research graph MCP for hypotheses, goals, runs, source quality, audits, and generated maps.
PopNx MCP 的三大支柱
这三项永远不会合并成一个分数：意见、测量和人气是不同的东西。
- 用户评价i暂无评价评价功能将在后续阶段与账户功能一起开放
- 我们的基础检查i1 项中通过 1 项依据公开信息检查；尚未扫描代码
- 使用情况i非常新↓ 49/周 · ★ –
它能帮你做什么
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
- 连接方式: 在你的电脑上运行
- 传输方式: stdio
- 分类: 搜索与 AI 记忆
安装
选择你使用的 AI 应用，然后复制设置。
安装之前
- 基础检查：1 项中通过 1 项
- 在你的电脑上运行，拥有你的用户账户的权限（文件、网络、应用）。
- 注册中心没有列出需要填写的密钥。
你需要
- npm已安装 Node.js（用于 npx 命令）
你用的是哪个应用？
在上方选择你的应用。我们会记住它，下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config，把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"hex-research": {
"command": "npx",
"args": [
"-y",
"@levnikolaevich/hex-research-mcp"
]
}
}
}在终端中运行这条命令
claude mcp add hex-research -- npx -y @levnikolaevich/hex-research-mcp或者自己复制设置
粘贴到项目中的 .cursor/mcp.json，或 ~/.cursor/mcp.json
{
"mcpServers": {
"hex-research": {
"command": "npx",
"args": [
"-y",
"@levnikolaevich/hex-research-mcp"
]
}
}
}浏览器会先询问是否打开应用，然后应用会显示设置并请你确认。密钥的值会留空，由你自己填写。
或者自己复制设置
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"hex-research": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@levnikolaevich/hex-research-mcp"
]
}
}
}浏览器会先询问是否打开应用，然后应用会显示设置并请你确认。密钥的值会留空，由你自己填写。
这个服务器在你的电脑上运行，而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上，无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同，请以 README 为准。
它能做什么
它在你的电脑上运行；安装后，工具列表会显示在你的 AI 应用中。
基础检查i
我们检查的是任何人都能看到的信息；我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月8日
- ✓ 通过
作者与仓库一致
注册名称已通过 GitHub 账户 levnikolaevich 验证，该账户拥有此仓库
- … 尚未检查
仍在维护
我们还没有从 GitHub 读取这个仓库
- … 尚未检查
有许可证
我们还没有从 GitHub 读取这个仓库
- – 不适用
端点有响应
它在你的电脑上运行，没有互联网端点
- – 不适用
使用 OAuth 登录
在你的电脑上运行，改用本地设置
- … 尚未检查
工具描述中没有隐藏指令
它在你的电脑上运行；我们只能读取互联网端点的工具列表
与“搜索与 AI 记忆”中的其他服务器比较i
- 星标数多于此分类中其他 5696 个服务器的 0%
- 发布到注册中心的时间比此分类中其他 5696 个服务器的 12% 更新
- 基础检查结果等于或优于此分类中其他 5696 个服务器的 100%
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时，星标数才计入。
常见问题
Hex Research 安全吗？
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前，请先看看这个服务器要求哪些权限，并使用只具备所需权限的密钥。
它需要哪些密钥或代码？
注册中心没有列出必需的密钥，不过有些服务器会在首次使用时要求你登录。
它在我的电脑上运行还是在云端？
它在你的电脑上运行。你的 AI 应用会在需要时启动它，数据不会经过作者的服务器（除非它自己调用在线服务）。
它还在维护吗？
GitHub 仓库最后更新于–，最新版本（0.2.1）于6个月前进入注册中心。
哪些应用可以使用它？
支持 MCP 的应用，例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
有什么可以替代它？
同一分类中有：Context7, Codebase Memory, Exa
替代选择
同一分类中其他作者的服务器，按星标数排序。
如何看卡片：↓ 每周下载量i★ GitHub 星标i三大支柱：评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
Codebase Memory
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Exa
Connect AI agents to Exa for web search, content fetching, and multi-step research.
作者的 README
打开 README
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
Claude-Codex Skills
Open-source standalone agent skills, distributed as plugins for Claude Code and OpenAI Codex, help turn product ideas, code fixes, architecture reviews and deployments into scoped work with a verifiable result. Each workflow defines what to check, what it may change, and how to report evidence and remaining gaps.
Project page · Install · Full catalog
Choose a route
Choose by the result you need. Each skill works independently.
| Your task | Plugin | Result |
|---|---|---|
| Is this idea worth building? | product-discovery-suite | Opportunity assessment, requirements, or interaction design. |
| How should this system change? | architecture-suite | System map, design decision, or migration plan. |
| Is this plan ready to implement? | delivery-planning-suite | Reviewed plan, ordered work, and test strategy. |
| Fix, upgrade, simplify, or speed up this code. | implementation-suite | Scoped change with behavior and benefit checks. |
| Set up lint, type or architecture checks that enforce project rules. | implementation-suite | Verified quality gates, with project compliance reported separately. |
| What could go wrong with this delivery or codebase? | quality-assurance-suite | Evidence-backed findings or scoped acceptance tests. |
| Get this change published or deployed. | delivery-suite | Authorized publication or deployment, verified at its destination. |
| Why did this fail, or did the feature help? | operations-suite | Incident diagnosis or product outcome assessment. |
| Can I trust the instructions in this skill? | skill-maintenance-suite | Skill boundaries, consistency, and distribution review. |
| Prepare Docker containers, configuration, access control or recovery. | engineering-foundation-suite | Native technical contracts and verified changes. |
Install
For a feature or fix, start with implementation-suite. Replace it with another plugin from Choose a route for a different task.
Claude Code:
/plugin marketplace add levnikolaevich/claude-code-skills/plugin install implementation-suite@levnikolaevich-skills-marketplace /reload-plugins
Codex:
codex plugin marketplace add levnikolaevich/claude-code-skillscodex plugin add implementation-suite@levnikolaevich-skills-marketplace
Invoke a skill by its full name: /implementation-suite:ln-41-surgical-change-implementer in Claude Code or $ln-41-surgical-change-implementer in Codex, followed by your task. For example: “Fix the total calculation when an item has a discount. Preserve the current rounding rules.”
For personal defaults shared by Claude Code and Codex, use the optional user instructions template and connection guide. Personalize and merge it into your existing configuration; plugin installation does not change global instructions.
Lifecycle and plugins
Product Discovery Suite
Decide what is worth building, who it serves, and what a useful first version must do.
| Index | Skill | Purpose |
|---|---|---|
| 11 | Opportunity Evaluator | Evaluates new product opportunities through demand, channels and economics before committing to build. |
| 12 | Product Requirements Builder | Defines product requirements, business rules and acceptance criteria for a committed intent; edits product docs only. |
| 13 | Interaction Design Builder | Designs user flows, interaction states and mockups for a defined product scope; does not implement UI code. |
Architecture Suite
Understand the system you have and choose changes with clear boundaries, tradeoffs, and recovery paths.
| Index | Skill | Purpose |
|---|---|---|
| 21 | System Design Baseline Builder | Defines measurable architecture drivers and constraints before system design; edits architecture docs only. |
| 22 | Current Architecture Documenter | Documents current architecture from implementation evidence; does not propose a target or audit fitness. |
| 23 | System Design Proposal Builder | Designs target system boundaries, contracts and tradeoffs from requirements; does not plan tasks or implement. |
| 24 | Architecture Decision Recorder | Records one architecture decision with alternatives, consequences and status; does not design the whole system. |
| 25 | Architecture Diagram Builder | Creates evidence-backed current or target architecture diagrams; not UI design. |
| 26 | Architecture Migration Planner | Plans architecture migrations with compatibility, data safety, rollout and recovery; does not execute them. |
Delivery Planning Suite
Find missing decisions and risky dependencies before they become implementation rework.
| Index | Skill | Purpose |
|---|---|---|
| 31 | Delivery Plan Builder | Builds dependency-ordered delivery plans from requirements and repository evidence; read-only. |
| 32 | Test Strategy Planner | Plans risk-based test portfolios and acceptance evidence; does not write or execute tests. |
| 33 | Plan Reviewer | Reviews a concrete implementation plan for missing decisions, feasibility and risk before execution; read-only. |
Implementation Suite
Fix the cause, reuse what already works, and keep changes focused on a verified outcome.
| Index | Skill | Purpose |
|---|---|---|
| 41 | Surgical Change Implementer | Implements one scoped product feature or fix using existing contracts; not upgrades, performance tuning or establishing cross-cutting technical foundations. |
| 42 | Dependency Upgrader | Upgrades dependencies in reversible batches with version-specific compatibility and regression checks. |
| 43 | Code Modernizer | Modernizes a bounded capability to reduce demonstrated maintenance cost; not routine upgrades or performance tuning. |
| 44 | Performance Optimizer | Profiles and improves a measured performance bottleneck; retains only verified improvements. |
| 45 | Benchmark Comparator | Compares tools or implementations through controlled benchmarks and independent correctness checks. |
| 46 | Quality Gate Engineer | Configures and verifies lint, type, architecture and other engineering checks; not product cleanup, policy invention or deployment redesign. |
Quality Assurance Suite
Find gaps that could break a release, mislead a maintainer, or make a passing test meaningless.
| Index | Skill | Purpose |
|---|---|---|
| 51 | Acceptance Test Builder | Builds, updates or retires scoped acceptance tests and verifies execution; does not repair product code. |
| 52 | Delivery Reviewer | Reviews a completed change for acceptance, regressions and release risk; read-only, not a whole-codebase audit. |
| 53 | Documentation Auditor | Audits documentation and comments for trust, coverage, consistency and freshness; read-only. |
| 54 | Codebase Auditor | Audits cross-cutting codebase health, security and maintainability; not a single-change review or specialist audit. |
| 55 | Test Suite Auditor | Audits existing tests for risk coverage, reliable oracles and maintenance value; does not edit tests. |
| 56 | Architecture Auditor | Audits implemented architecture boundaries, dependencies and ownership; not target design or plan review. |
| 57 | Persistence Auditor | Audits queries, transactions, consistency and persistence resource lifetimes; read-only. |
Delivery Suite
Publish the intended changes and verify what reached the remote repository or target environment.
| Index | Skill | Purpose |
|---|---|---|
| 61 | Repository Publisher | Commits, pushes and remotely verifies authorized repository changes; does not create releases. |
| 62 | Release Publisher | Prepares and publishes an explicitly requested tagged GitHub release; does not deploy applications. |
| 63 | Deployment Engineer | Prepares delivery pipelines and remote infrastructure, then executes authorized rollouts; not standalone quality-gate setup or local container packaging. |
| 64 | Community Announcer | Drafts or publishes authorized, fact-checked GitHub Discussions announcements; does not create releases. |
Operations Suite
Turn incidents and product signals into evidence for the next recovery or product decision.
| Index | Skill | Purpose |
|---|---|---|
| 71 | Operations Investigator | Diagnoses incidents from operational evidence and proposes recovery; does not change live systems. |
| 72 | Product Outcome Evaluator | Evaluates observed product outcomes against a prior hypothesis; does not run experiments or change user treatment. |
Skill Maintenance Suite
Make skills easier to invoke correctly, follow consistently, and verify before distribution.
| Index | Skill | Purpose |
|---|---|---|
| 81 | Skill Reviewer | Reviews skill instructions, trigger boundaries and distribution contracts; not product code. |
Engineering Foundation Suite
Establish and verify project technical foundations using native stack mechanisms, explicit contracts and safe recovery.
| Index | Skill | Purpose |
|---|---|---|
| 91 | Engineering Baseline Builder | Creates project technical rules and recurring local procedures from the actual stack; edits guidance only, not architecture targets or application code. |
| 92 | Container Engineer | Builds, hardens or reviews container images and local runtime packaging with startup and
只显示了开头部分；其余内容请在仓库中阅读