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 SearchCans/searchcans-skills-zh --skill searchcans-market-watch-zhgit clone --depth 1 https://github.com/SearchCans/searchcans-skills-zhWrote 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/searchcans/searchcans-skills-zh/searchcans-market-watch-zh)<a href="https://agentmods.dev/skills/searchcans/searchcans-skills-zh/searchcans-market-watch-zh"><img src="https://agentmods.dev/badge/skills/searchcans/searchcans-skills-zh/searchcans-market-watch-zh/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/searchcans/searchcans-skills-zh/searchcans-market-watch-zh"><img src="https://agentmods.dev/badge/skills/searchcans/searchcans-skills-zh/searchcans-market-watch-zh.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 | $0.00096 | $0.00872 |
| Opus 5 | $0.00048 | $0.00436 |
| Sonnet 5 | $0.00019 | $0.00174 |
| Haiku 4.5 | $0.00010 | $0.00087 |
Grade A, and why
searchcans-market-watch-zh 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 12d 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.
What it actually says
SearchCans 市场观察
为一个查询和一个市场建立可追溯的市场快照。默认获取 Google 网页、Google News 与 Bing 结果，再读取数量严格受限、域名尽量多样且可用的新闻页面。它是按需运行的快照，不是后台监测或告警服务。
先定义市场问题
确认查询、country、language、业务问题，以及是否需要与既有 JSON 快照比较。若市场选择会实质改变结论，不得擅自假设。
仅在执行环境中设置 SEARCHCANS_API_KEY；不得将 Key 写入提示词、源码、产物或提交。
python scripts/market_watch.py "AI 搜索 API" \
--country us --language zh --max-source-reads 3 \
--out market-watch.json
仅当 Google 双搜索面已足够时使用 --without-bing。使用 --baseline prior-market-watch.json 时，只报告新观察到或不再观察到的 URL；这不等同于页面新发布、删除或不可访问。
让账户决定安全范围
默认的 --account-mode auto 发起一次脱敏的 Account API 预检，估算三次 SERP 调用和所请求 Reader 调用，并在可行时只收缩 Reader 范围；并行数不超过账户报告的 Parallel Lane 数。
auto：按可用预算收缩 Reader 来源数。enforce：预算不足时在业务请求前停止。warn：保留范围，但记录预算警告。off：跳过预检。
输出仅保留安全的预算摘要，不写入账户身份或 Key。从 --proxy 0 开始；更高代理档位会改变 Reader 成本，只能用于已确认的访问问题。
正确解释证据
将 google_news.results 视为标题和发布时间元数据，将 news_source_quality 视为候选接受/拒绝状态，将 read_sources 视为更完整的页面证据。只有 Reader 成功返回内容的 URL 才会进入 claim_eligible_urls。
只有标题和发布者非空、URL 有效且不是 Google 占位页、并通过质量检查的候选才可交给 Reader。若 news_source_quality.status 为 no_usable_news_sources，应报告该市场和查询在 News 搜索面没有可用的新闻文章证据；不得重试被拒绝的占位 URL，也不得将其写成新闻事实。
使用 报告模板 输出：
- 市场/查询定义和准确检索时间。
- 按搜索面分开的网页与新闻观察。
- 每项确认发展及其 Reader URL。
- 跨引擎差异、未解决问题和下一次运行建议。
SERP 标题、摘要、日期和排名仅是发现线索，不能单独证明事实、品牌定位、新闻重要性或商业影响。
官网
资源
scripts/market_watch.py：生成有界 JSON 证据包。references/market-watch-report.md：报告结构和主张边界。
What ships with it
4 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.
- 12d ago First seen · 62 lines · 96 tokens per session scan A 8d00944e0b9d
searchcans-market-watch-zh is a skill published in the GitHub repository SearchCans/searchcans-skills-zh (3 stars, last pushed 18d ago), licensed Apache-2.0. It adds 96 tokens to every session and 872 once invoked, about $0.0005 per session on Opus 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 2026-08-31.
Other skills, from other repositories
session-deep-dive
Deep qualitative analysis of high-signal sessions. Spawns subagents with v2 template, synthesizes patterns, compares against known findings. Use after /session-scan.
brainstorm
Brainstorm Elixir/Phoenix features — explore ideas, compare approaches, gather requirements. Use when vague idea, not sure how to approach, or want to discuss before plan.
elixir-idioms
OTP/BEAM patterns and Elixir idioms — GenServer, Supervisor, Task, Registry, pattern matching, with chains, pipes. Use when designing processes or debugging BEAM issues.
tidewave-integration
Tidewave MCP runtime tools — debugging, smoke testing, live state inspection, SQL queries, hex docs. Use when evaluating code in a running Phoenix app.
plugin-dev-workflow
Guide plugin development workflow — editing skills, agents, hooks, or eval framework in this repo. Use when modifying files in plugins/elixir-phoenix/, lab/eval/, or lab/autoresearch/. Ensures changes pass eval, lint, and tests before committing.
ecto-patterns
Ecto patterns — schemas, changesets, queries, migrations, Multi, associations, preloads, upserts. Use when editing Repo calls, Ecto.Query, or schema fields. Skip for Ash.