Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add wpsnote/wpsnote-skills --skill live-transcript-summarygit clone --depth 1 https://github.com/wpsnote/wpsnote-skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/wpsnote/wpsnote-skills/live-transcript-summary)<a href="https://agentmods.dev/skills/wpsnote/wpsnote-skills/live-transcript-summary"><img src="https://agentmods.dev/badge/skills/wpsnote/wpsnote-skills/live-transcript-summary/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/wpsnote/wpsnote-skills/live-transcript-summary"><img src="https://agentmods.dev/badge/skills/wpsnote/wpsnote-skills/live-transcript-summary.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00147 | $0.05579 |
| Opus 5.5 | $0.00059 | $0.02232 |
| Sonnet 5.5 | $0.00029 | $0.01116 |
| Haiku 4.5 | $0.00015 | $0.00558 |
Grade A, and why
live-transcript-summary scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 521 lines — stays where its author put it; the contents beside it link to each section on GitHub.
边听边总结 Skill
实时监听当前 WPS 笔记中的音频录音转写，每 60 秒轮询一次，只处理新增句子（增量模式），根据场景自动选择模板整理内容并写回笔记。
工具优先级
优先使用 wpsnote-cli（CLI），不支持时才退回 MCP 工具调用。
| 操作 | CLI 命令 | MCP 工具 |
|---|---|---|
| 获取当前笔记 | wpsnote-cli current --json |
get_current_note() |
| 获取大纲 | wpsnote-cli outline --note_id ID --json |
get_note_outline() |
| 获取转写 | wpsnote-cli audio --shorthand_id ID --json |
get_audio_transcript() |
| 搜索笔记 | wpsnote-cli find --keyword KW --json |
search_notes() |
| 搜索笔记内内容 | wpsnote-cli search --note_id ID --query Q --json |
search_note_content() |
| 插入内容 | wpsnote-cli edit --json-args '...' |
edit_block(op="insert") |
| 替换内容 | wpsnote-cli edit --json-args '...' |
edit_block(op="replace") |
| 批量编辑 | wpsnote-cli batch-edit --json-args '...' |
batch_edit() |
CLI 中 XML 含尖括号时，统一用
--json-args传 JSON 对象，避免 shell 转义问题。
⚠️ 写入笔记时的强制规则
content 参数必须是 XML 字符串，绝不能是数组或对象。
// ✅ 正确
{ "content": "<h2>标题</h2><p>内容</p>" }
// ❌ 禁止——数组
{ "content": [{"type": "text", "text": "<h2>标题</h2>"}] }
// ❌ 禁止——对象
{ "content": {"type": "text", "text": "<h2>标题</h2>"} }
遇到 BLOCK_NOT_FOUND 或写入反复失败时，第一步检查 content 是否为字符串，再用 outline 刷新 block_id 后重试。
核心工作流
启动（仅一次）:
1. 检查 CLI 可用性
2. 获取当前笔记 note_id
3. 风格学习（搜索 3-5 篇历史同类笔记）
4. 初始化状态文件
5. 输出启动告知
loop（每 60 秒）:
1. 扫描笔记大纲，找 NoteAudioCard
2. 全量拉取转写，过滤新增句子（start_time > last_end_time）
3. 若无新增 → 检测临时区用户输入 → 更新状态 → sleep 60 → continue
4. 首轮：场景识别 + 发言人推断
5. 人名联动：提取人名 → 搜索笔记库 → 注入背景上下文
6. 首轮：先输出内容地图，再开始写入
7. 用新增句子生成摘要 XML
8. 写回笔记（首轮在末尾插入；后续追加到 summary_anchor 之后，始终在临时区之前）
9. 回扫大纲：核查新内容是否落在正确章节，发现位置错误立即修正
10. 首轮：在笔记末尾创建临时区（hr + 提示块）
11. 检测临时区用户输入 → 合并到正文 → 清空用户 block
12. 检测 *** 补全请求
13. 更新状态文件（last_end_time、summary_anchor_id、temp_zone_anchor_id 等）
14. 输出本轮简报 → sleep 60 → loop
启动阶段
Step 1：检查 CLI 可用性
wpsnote-cli status
# 输出包含"连接中... 成功" → CLI 可用，否则退回 MCP 模式
Step 2：获取当前笔记
NOTE=$(wpsnote-cli current --json)
NOTE_ID=$(echo $NOTE | python3 -c "import sys,json; d=json.load(sys.stdin); print(d['data']['note_id'])")
What ships with it
2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 521 lines · 147 tokens per session scan A e19cb19d8c12
live-transcript-summary is a skill published in the GitHub repository wpsnote/wpsnote-skills (183 stars, last pushed today), licensed MIT. It adds 147 tokens to every session and 5,579 once invoked, about $0.0006 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
anywrite
Compiled CLI covering all 52 endpoints of the Anytype local API — objects, properties, tags, search, chat, files — one binary, no MCP server needed.
google-workspace-ops
Operate across Google Drive, Docs, Sheets, and Slides as one workflow surface for plans, trackers, decks, and shared documents. Use when the user needs to find, summarize, edit, migrate, or clean up Google Workspace assets without dropping to raw tool calls.
anywrite
Compiled CLI covering all 52 endpoints of the Anytype local API — objects, properties, tags, search, chat, files — one binary, no MCP server needed.
gws-drive
Google Drive: Manage files, folders, and shared drives.
feishu
Work with Feishu or Lark bots, docs, sheets, bitables, approval flows, and OpenAPI/MCP setup without hardcoding credentials.
recipe-save-email-attachments
Find Gmail messages with attachments and save them to a Google Drive folder.