Verifies factual claims in documents using web search and official sources, then proposes corrections with user confirmation. Use when the user asks to fact-check, verify information, validate claims, check accuracy, or update outdated information in documents. Supports AI model specs, technical documentation, statistics, and general factual statements.
インストールする前に、エージェントに与えられる指示の中身を確認できます。
Verify factual claims in documents and propose corrections backed by authoritative sources.
Trigger when users request:
Copy this checklist to track progress:
Fact-checking Progress:
- [ ] Step 1: Identify factual claims
- [ ] Step 2: Search authoritative sources
- [ ] Step 3: Compare claims against sources
- [ ] Step 4: Generate correction report
- [ ] Step 5: Apply corrections with user approval
Scan the document for verifiable statements:
Target claim types:
Skip subjective content:
For each claim, search official sources:
AI models:
Technical libraries:
General claims:
Search strategy:
Create a comparison table:
| Claim in Document | Source Information | Status | Authoritative Source |
|---|---|---|---|
| Claude 3.5 Sonnet: 200K tokens | Claude Sonnet 4.5: 200K tokens | ❌ Outdated model name | platform.claude.com/docs |
| GPT-4o: 128K tokens | GPT-5.2: 400K tokens | ❌ Incorrect version & spec | openai.com/index/gpt-5-2 |
Status codes:
Present findings in structured format:
## Fact-Check Report
### Summary
- Total claims checked: X
- Accurate: Y
- Issues found: Z
### Issues Requiring Correction
#### Issue 1: Outdated AI Model Reference
**Location:** Line 77-80 in docs/file.md
**Current claim:** "Claude 3.5 Sonnet: 200K tokens"
**Correction:** "Claude Sonnet 4.5: 200K tokens"
**Source:** https://platform.claude.com/docs/en/build-with-claude/context-windows
**Rationale:** Claude 3.5 Sonnet has been superseded by Claude Sonnet 4.5 (released Sept 2025)
#### Issue 2: Incorrect Context Window
**Location:** Line 79 in docs/file.md
**Current claim:** "GPT-4o: 128K tokens"
**Correction:** "GPT-5.2: 400K tokens"
**Source:** https://openai.com/index/introducing-gpt-5-2/
**Rationale:** 128K was output limit; context window is 400K. Model also updated to GPT-5.2
Before making changes:
When applying corrections:
# Use Edit tool to update document
# Example:
Edit(
file_path="docs/03-写作规范/AI辅助写书方法论.md",
old_string="- Claude 3.5 Sonnet: 200K tokens（约 15 万汉字）",
new_string="- Claude Sonnet 4.5: 200K tokens（约 15 万汉字）"
)
After corrections:
Good queries (specific, current):
Poor queries (vague, generic):
Prefer official sources:
Use with caution:
Avoid:
When sources conflict:
When no source found:
Always include temporal context:
Good corrections:
Poor corrections:
Match precision to source:
Source says: "approximately 1 million tokens" Write: "1M tokens (approximately)"
Source says: "200,000 token context window" Write: "200K tokens" (exact)
Include citations in corrections:
> **注**：具体上下文窗口以模型官方文档为准，本书写作时使用 Claude Sonnet 4.5 为主要工具。
Link to sources when possible.
User request: "Fact-check the AI model context windows in section 2.1"
Process:
User request: "Verify the benchmark scores in chapter 5"
Process:
User request: "Check if these library versions are still current"
Process:
Before completing fact-check:
This skill cannot:
For such cases:
After fact-checking, suggest exporting the verified document:
Fact-check complete: [N] claims verified, [M] corrections proposed.
Options:
A) Export as PDF — run /daymade-docs:pdf-creator (Recommended for formal documents)
B) Create slides — run /daymade-docs:ppt-creator from verified content
C) No thanks — I'll use the corrected document directly
まだレビューはありません。使ってみた感想をお寄せください。
概要と使いどころ
Fixes web search on an agent whose model backend can't run it: a relay/reseller proxying Claude or Codex returns empty instead of failing. Use when web search returns nothing, a model insists a shipped product doesn't exist, someone wants to give an agent internet access, or the user is on a third-party base URL, relay, or 中转站. Diagnoses which built-in tools are dead, removes them, and installs a working replacement.
日本語の概要は準備中です。原文の説明を表示しています。
抓取 A 股消息面情报：从财联社、华尔街见闻、金十、新浪 7x24、东财快讯、 证监会/央行/上交所/财政部政策公告、东方财富股吧等公开来源抓取与股票相关的 新闻、政策、情绪，输出结构化 JSON 或 Markdown。 当用户提到“A 股消息面”、“抓新闻”、“个股消息”、“政策监管”、“股吧情绪”、 “财联社”、“东财快讯”、“市场情绪”或需要把某只股票相关的公开情报聚合出来时 触发。也适用于“帮我看看 000001 最近有什么消息”这类口语化请求。
日本語の概要は準備中です。原文の説明を表示しています。
Transcribes audio or video to speaker-labeled, timestamped text, locally with MLX on Apple Silicon or remotely. Use for 转录 / 录音转文字 / 说话人分离 / 字幕, and also for preparing audio for ASR without transcribing: 转格式, 降采样到 16kHz, merging recorder segments, or compressing and speeding up audio before 飞书妙记 — even when it looks like a one-line ffmpeg job.
日本語の概要は準備中です。原文の説明を表示しています。
Routes audio: StepFun ASR/语音识别, StepFun TTS/配音, transcript/妙记→会议纪要, merge/review minutes. Reads one bundled specialist; generic ASR and correction stay direct.
日本語の概要は準備中です。原文の説明を表示しています。
Diagnoses and repairs repository setup and guarded Git workflows for Claude Code or Codex — environment repair, startup sync, hook auditing, collaborator handoff. Use when a repo won't run, a teammate onboards, hook output duplicates, or commit/push/conflict needs guarding. Not for lost-commit recovery (use git-safety-net), GitHub ops (use github-ops), or history scrubbing (use github-sensitive-data-cleanup).
日本語の概要は準備中です。原文の説明を表示しています。
Runs adversarial due-diligence on a benchmark the user envies — a founder, KOL, company, or product whose success looks inflated — splitting marketing bubble from real signal, then mapping the validated playbook onto the user's own resources. Use for 尽调/对标/拆解 a competitor, 抄/偷师 their playbook, or suspecting 水分/泡沫 in claims. Prefer over deep-research when debunking inflated claims, not a neutral briefing.
日本語の概要は準備中です。原文の説明を表示しています。