cheat-on-content
给所有想把"感觉"变成可校准预测的内容创作者。**方法论通用**——打分 → 盲预测 → T+3d 复盘 → 进化 rubric 的循环适用任何能被量化(播放 / 阅读 / 收听 / 点击)的内容。**rubric 是循环的内容,不是循环本身**——当前内置一份观点视频 rubric(参考博主 25+…
Automate Amplitude tasks via Rube MCP (Composio): events, user activity, cohorts, user identification. Always search tools first for current schemas.
$ npx -y skills add LiHongwei-cn/lihongwei-cn --skill amplitude-automation --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/amplitude-automationContext preview
The summary Claude sees to decide when to auto-load this skill.
Automate Amplitude tasks via Rube MCP (Composio): events, user activity, cohorts, user identification. Always search tools first for current schemas.
name: amplitude-automation description: "Automate Amplitude tasks via Rube MCP (Composio): events, user activity, cohorts, user identification. Always search tools first for current schemas." risk: critical source: community date_added: "2026-02-27"
Automate Amplitude product analytics through Composio's Amplitude toolkit via Rube MCP.
**Get Rube MCP**: Add `https://rube.app/mcp` as an MCP server in your client configuration. No API keys needed — just add the endpoint and it works.
1. Verify Rube MCP is available by confirming `RUBE_SEARCH_TOOLS` responds 2. Call `RUBE_MANAGE_CONNECTIONS` with toolkit `amplitude` 3. If connection is not ACTIVE, follow the returned auth link to complete Amplitude authentication 4. Confirm connection status shows ACTIVE before running any workflows
**When to use**: User wants to track events or send event data to Amplitude
**Tool sequence**: 1. `AMPLITUDE_SEND_EVENTS` - Send one or more events to Amplitude [Required]
**Key parameters**:
**Pitfalls**:
**When to use**: User wants to view event history for a specific user
**Tool sequence**: 1. `AMPLITUDE_FIND_USER` - Find user by ID or property [Prerequisite] 2. `AMPLITUDE_GET_USER_ACTIVITY` - Retrieve user's event stream [Required]
**Key parameters**:
**Pitfalls**:
**When to use**: User wants to look up users or set user properties
**Tool sequence**: 1. `AMPLITUDE_FIND_USER` - Search for a user by various identifiers [Required] 2. `AMPLITUDE_IDENTIFY` - Set or update user properties [Optional]
**Key parameters**:
**Pitfalls**:
**When to use**: User wants to list cohorts, view cohort details, or update cohort membership
**Tool sequence**: 1. `AMPLITUDE_LIST_COHORTS` - List all saved cohorts [Required] 2. `AMPLITUDE_GET_COHORT` - Get detailed cohort information [Optional] 3. `AMPLITUDE_UPDATE_COHORT_MEMBERSHIP` - Add/remove users from a cohort [Optional] 4. `AMPLITUDE_CHECK_COHORT_STATUS` - Check async cohort operation status [Optional]
**Key parameters**:
**Pitfalls**:
**When to use**: User wants to discover available event types and categories in Amplitude
**Tool sequence**: 1. `AMPLITUDE_GET_EVENT_CATEGORIES` - List all event categories [Required]
**Key parameters**:
**Pitfalls**:
**Application user_id -> Amplitude internal ID**:
1. Call AMPLITUDE_FIND_USER with user=your_user_id 2. Extract Amplitude's internal user ID from response 3. Use internal ID for GET_USER_ACTIVITY
**Cohort name -> Cohort ID**:
1. Call AMPLITUDE_LIST_COHORTS 2. Find cohort by name in results 3. Extract id for cohort operations
Amplitude IDENTIFY supports these property operations:
MUNDO - THE EMPEROR. Complete AI orchestration system with 1208 skills, 25 capability modules, self-evolving, collective consciousness. GitHub Actions 24/7 automation.
Repo: LiHongwei-cn/lihongwei-cn
给所有想把"感觉"变成可校准预测的内容创作者。**方法论通用**——打分 → 盲预测 → T+3d 复盘 → 进化 rubric 的循环适用任何能被量化(播放 / 阅读 / 收听 / 点击)的内容。**rubric 是循环的内容,不是循环本身**——当前内置一份观点视频 rubric(参考博主 25+…
提议并执行 rubric 或 bucket 升级。两种模式:**完整 rubric bump**(最高风险动作,5 步强制 + 跨模型审核)和 **--bucket-only 轻量重校**(只换 bucket 边界,不动 rubric 公式)。**Phase 2 强制走 cheat-score-blind…
cheat-on-content 的首次 onboarding 与脚手架创建器。统一流程——所有用户都走相同 5 阶段闭环,唯一区别是"发过视频的人"会在 init 时多一步:抓取已有视频建立历史 context(用于后续 cheat-seed 给更贴合的选题、更准的…
从对标账号导入 script + 数据 → 拆 pattern + 派生 base rubric 信号 → 写到 benchmark.md / script_patterns.md / rubric_notes.md。**这是工具最早期信号的来源**——cold-start…
把老用户的 .cheat-state.json 升级到当前 schema_version。读 migrations/registry.md 算迁移链,按顺序应用每一步迁移文件。幂等:跑两次结果一样。失败停在中间版本不前进。触发词:"迁移"/"升级 state"/"migrate"/"我的 state…
从复盘评论数据派生 / 刷新账号的受众画像,写入 audience.md。这是和 rubric 平行的第二个派生物——rubric 答"怎么打分",persona 答"谁在看"。cheat-seed 选题 / 写稿时读它。**audience.md 含实绩信号,cheat-score-blind…