SKILLS & AGENTS/Skill 与 Agent·MCP-SERVER

memstack

cwinvestments/memstack

Structured skill framework for Claude Code. 130 skills, persistent memory, TokenStack compression, localhost dashboard with 3-agent runner, real-time streaming, MCP tools.

打开仓库Open repository 官网Homepage

怎么装：Install: /plugin marketplace add cwinvestments/memstack

02 / 现在的位置02 / Why now

它现在处在什么位置Where it stands right now

首次发现FIRST SEEN

03 OCT 202603 OCT 2026

增长GROWTH

+0.0%+0.0%

422 → 422 stars · 2 个快照422 → 422 stars · 2 snapshots

状态STATUS

持续活跃Active

质量 B+Quality B+

03 / 它能帮你做什么03 / What it helps you do

它能帮你做成什么What it helps you do

04 / 安装04 / Install

怎么装How to install

CLAUDE-PLUGIN

$

README 里给出的安装方式。The installation method given in the README.

CLAUDE-PLUGIN

$

README 里给出的安装方式。The installation method given in the README.

两种装法选一个即可 —— 上面那条给命令行用户，下面那条给写代码的用户。Pick one of the two — the first is for command-line users, the second for people writing code.

05 / 限制与风险05 / Limits and risk

限制与风险Limits and risk

风险不是警告，是可信度的一部分。以下结论只基于文档静态扫描，我们不会执行项目里的任何代码。Risk here is evidence, not an alarm. These findings come from static scanning of the docs; we never execute a project’s code.

限制LIMITS

存在风险Risk found

01需要 API KeyREQUIRES API KEY: 是Yes
02需要本地环境NEEDS LOCAL RUNTIME: 未在文档中发现Not found in the docs
03需要 DockerNEEDS DOCKER: 未在文档中发现Not found in the docs
04难度DIFFICULTY: 需要 API KeyNeeds an API key

PROVENANCE · 这些结论的依据是什么Where these conclusions come from

来源 URLSource URL: https://github.com/cwinvestments/memstack
原始数据哈希Raw data hash: a3698af4c9e4aae2e242a8adf3cc56cb
解析时间Parsed at: 2026-10-03T23:16:31.035Z
最后一次验证Last verified: 2026-10-04T08:53:33.891Z
增长测量时间Growth measured: 2026-10-03T23:24:59.911Z
发现查询Discovery queries: focus:token:code:save-tokens
分类来源Category source: rules
焦点Focus: web · token (4)

静态扫描STATIC SCAN

01执行远程脚本Runs a remote scriptskills/deployment/hetzner-setup/SKILL.md
```
curl -fsSL https://get.docker.com | sh
```

02下载未知二进制Downloads an unknown binaryskills/deployment/hetzner-setup/SKILL.md

curl -1sLf 'https://dl.cloudsmith.io/public/caddy/stable/debian.deb.txt' | tee /etc/apt/sources.list.d/caddy-stable.list

03控制浏览器Controls a browserreadme

| `webapp-testing` | Produce Playwright end-to-end tests that verify real user flows in a browser for web application QA. |

04需要系统权限Needs system permissionsskills/deployment/hetzner-setup/SKILL.md
```
usermod -aG sudo deploy
```

05读取 API KeyReads an API keyskills/deployment/railway-deploy/SKILL.md

- **Port** reads from `process.env.PORT` or `os.environ["PORT"]`: Railway assigns this dynamically

06读取 API KeyReads an API keyskills/development/api-designer/SKILL.md
```
const stripe = new Stripe(process.env.STRIPE_SECRET_KEY!);
```

07控制浏览器Controls a browserskills/development/webapp-testing/SKILL.md

*Produces Playwright end-to-end tests that verify real user flows in a browser.*

这里只做静态扫描：读 README、SKILL.md 和依赖清单，不执行代码。没有命中不代表安全。This is static scanning only: we read the README, SKILL.md and dependency list, and never execute code. No findings does not mean safe.

完整解析证据 JSONFull parse evidence JSON

{
  "agents": [
    {
      "agent": "claude-code",
      "evidence": "tree: .claude/"
    },
    {
      "agent": "claude-desktop",
      "evidence": "skills/automation/hosted-mcp-catalog/SKILL.md: …om/mcp\" } } } ``` **In Claude Desktop**: add to `claude_desktop_con…"
    },
    {
      "agent": "vscode",
      "evidence": "skills/deployment/docker-setup/SKILL.md: …ntrol .git .gitignore # IDE .vscode/ .idea/ *.swp *.swo # OS fil…"
    }
  ],
  "apiKey": "for per-branch secrets - Use `GITHUB_TOKEN` for GitHub operations (auto-provided)",
  "docker": null,
  "taxonomy": {
    "scores": {
      "design": 0,
      "ai-tools": 0,
      "dev-tools": 4,
      "indie-web": 3,
      "skill-agent": 7,
      "productivity": 1
    },
    "primary": "skill-agent",
    "secondary": "mcp-server"
  },
  "localRuntime": null,
  "skillMdTotal": 87,
  "skillMdErrors": [],
  "treeTruncated": false,
  "categoryScores": {
    "data": 0,
    "agent": 0,
    "media": 0,
    "design": 0,
    "browser": 0,
    "devtool": 2,
    "security": 1,
    "marketing": 1,
    "productivity": 1
  },
  "classification": [
    {
      "signal": "60 SKILL.md with name + description",
      "weight": 0.95
    },
    {
      "signal": "skills/ directory with 91 markdown files",
      "weight": 0.75
    },
    {
      "signal": "Claude Code plugin manifest",
      "weight": 0.7
    },
    {
      "signal": "MCP topic + README",
      "weight": 0.6
    },
    {
      "signal": "description mentions AI",
      "weight": 0.2
    }
  ],
  "scannedSources": [
    "readme",
    "skills/automation/api-integration/SKILL.md",
    "skills/automation/content-pipeline/SKILL.md",
    "skills/automation/cron-scheduler/SKILL.md",
    "skills/automation/hosted-mcp-catalog/SKILL.md",
    "skills/automation/n8n-workflow-builder/SKILL.md",
    "skills/automation/webhook-designer/SKILL.md",
    "skills/business/client-onboarding/SKILL.md",
    "skills/business/contract-template/SKILL.md",
    "skills/business/financial-model/SKILL.md",
    "skills/business/freelancer-toolkit/SKILL.md",
    "skills/business/gdpr/SKILL.md",
    "skills/business/invoice-generator/SKILL.md",
    "skills/business/licensing/SKILL.md",
    "skills/business/proposal-writer/SKILL.md",
    "skills/business/scope-of-work/SKILL.md",
    "skills/business/sop-builder/SKILL.md",
    "skills/compress/SKILL.md",
    "skills/content/blog-post/SKILL.md",
    "skills/content/email-sequence/SKILL.md",
    "skills/content/landing-page-copy/SKILL.md",
    "skills/content/newsletter/SKILL.md",
    "skills/content/product-description/SKILL.md",
    "skills/content/tiktok-script/SKILL.md",
    "skills/content/twitter-thread/SKILL.md",
    "skills/content/youtube-script/SKILL.md",
    "skills/deployment/ci-cd-pipeline/SKILL.md",
    "skills/deployment/docker-setup/SKILL.md",
    "skills/deployment/domain-ssl/SKILL.md",
    "skills/deployment/hetzner-setup/SKILL.md",
    "skills/deployment/netlify-deploy/SKILL.md",
    "skills/deployment/railway-deploy/SKILL.md",
    "skills/development/api-designer/SKILL.md",
    "skills/development/changelog-generator/SKILL.md",
    "skills/development/code-reviewer/SKILL.md",
    "skills/development/mentor/SKILL.md",
    "skills/development/migration-planner/SKILL.md",
    "skills/development/performance-audit/SKILL.md",
    "skills/development/refactor-planner/SKILL.md",
    "skills/development/test-writer/SKILL.md",
    "skills/development/webapp-testing/SKILL.md",
    "skills/diary/SKILL.md",
    "skills/echo/SKILL.md",
    "skills/familiar/SKILL.md",
    "skills/forge/SKILL.md",
    "skills/goal/SKILL.md",
    "skills/governor/SKILL.md",
    "skills/grimoire/SKILL.md",
    "skills/humanize/SKILL.md",
    "skills/marketing/competitor-analysis/SKILL.md",
    "skills/marketing/facebook-ad/SKILL.md",
    "skills/marketing/google-ad/SKILL.md",
    "skills/marketing/launch-plan/SKILL.md",
    "skills/marketing/lead-magnet/SKILL.md",
    "skills/marketing/marketplace-submit/SKILL.md",
    "skills/marketing/pricing-strategy/SKILL.md",
    "skills/marketing/sales-funnel/SKILL.md",
    "skills/marketing/webinar-script/SKILL.md",
    "skills/product/feature-spec/SKILL.md",
    "skills/product/feedback-analyzer/SKILL.md",
    "skills/product/mvp-scoper/SKILL.md"
  ],
  "skillMdFetched": 60
}