Claude Skill

opencli-reader

Generic read-only fallback for sources opencli supports but no dedicated skill covers: finance sites (Yahoo Finance, Bloomberg, Reuters, Barchart, Eastmoney, Xueqiu, Sinafinance), communities (Reddit, HackerNews, Weibo, Zhihu, Xiaohongshu, Bilibili), newsletters and blogs (Substa

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Install

skills CLI npx skills add https://github.com/himself65/finance-skills/tree/main/plugins/social-readers/skills/opencli-reader
Claude Code claude plugin marketplace add https://llmmart.ai/marketplace.json && claude plugin install himself65-finance-skills@llmmart
Git git clone https://github.com/himself65/finance-skills.git

The skills CLI installs just this skill, for any of its supported agents. Claude Code installs the whole himself65/finance-skills collection as a plugin from our marketplace. Git is the plain clone.

README

opencli-reader

Generic read-only fallback skill for fetching data from any site opencli supports but this repo doesn't have a dedicated reader for. Use when none of the specialized readers (twitter-reader, linkedin-reader, discord-reader, telegram-reader, yc-reader) match the request.

What it does

Routes the user's request to the right opencli adapter by discovering commands at runtime (opencli list -f json, opencli <site> --help) instead of relying on a stale hand-maintained list. Covers 100+ sites including:

  • Market data — Yahoo Finance, Bloomberg, Reuters, Barchart, Eastmoney, Xueqiu, Sinafinance, TDX, THS
  • Community / sentiment — Reddit, HackerNews, Bluesky, Weibo, Jike, Xiaohongshu, Zhihu, 36kr
  • Long-form / newsletters — Substack, Medium, generic web read fallback
  • Research — arXiv, Google Scholar, Baidu Scholar, Wanfang, CNKI, gov-law, gov-policy
  • Podcasts / video — Apple Podcasts, Xiaoyuzhou, Spotify, YouTube, Bilibili
  • Commerce (supply-chain research) — Amazon, Taobao, JD, 1688, Coupang
  • AI chats — ChatGPT, Gemini, DeepSeek, Grok (read-only operations)

This skill is read-only. Write commands (post, like, comment, send, subscribe, save, upvote, follow, delete, reply-dm, create-draft, etc.) are never invoked.

When to use vs. a specialized skill

Request mentions… Use this skill?
Twitter / X No — use twitter-reader
LinkedIn No — use linkedin-reader
Discord No — use discord-reader
Telegram No — use telegram-reader
Y Combinator No — use yc-reader
Anything else opencli supports Yes

Triggers

  • "use opencli to read from
  • "grab the frontpage from hackernews"
  • "read reddit r/wallstreetbets"
  • "fetch Eastmoney hot stocks"
  • "pull Xueqiu feed"
  • "get Bloomberg markets headlines"
  • "search arXiv for
  • "list my Substack feed"
  • "browse Bilibili hot"
  • Any mention of a source that opencli covers but this repo doesn't have a dedicated skill for

Platform

Works on Claude Code and other CLI-based agents. Does not work on Claude.ai — the sandbox restricts network access and binaries required by opencli.

Setup

# Choose finance-social-readers when prompted.
npx plugins add himself65/finance-skills

# Or just this skill
npx skills add himself65/finance-skills --skill opencli-reader

See the main README for more installation options.

Prerequisites

  • Node.js >= 20 (for npm install -g @jackwener/opencli)
  • For browser-backed adapters (COOKIE / HEADER / INTERCEPT / UI strategies):
    • Chrome with the Browser Bridge extension loaded unpacked (Developer mode in chrome://extensions)
    • Logged into the target site in Chrome

PUBLIC and LOCAL adapters work without Chrome.

Reference files

  • references/discovery.md — How to navigate opencli list, <site> --help, and the registry JSON schema; how to distinguish read vs write commands
  • references/finance-sources.md — Curated notes on finance-relevant adapters (Yahoo Finance, Bloomberg, Eastmoney, Xueqiu, Barchart, Reuters, Reddit, HackerNews, Substack, arXiv, etc.) with the canonical read vs write split

Skill manifest

opencli Reader (Generic Fallback, Read-Only)

If your host has not already executed the shell probes below (for example, in Codex), run the commands inside the ! wrappers with its shell tool before choosing a setup path. Use the actual output; if shell access is unavailable, report that limitation.

Generic fallback for any source opencli supports via its adapter registry (100+ sites, growing). Use this skill only when no dedicated finance-skill covers the source — the specialized skills (twitter-reader, linkedin-reader, discord-reader, telegram-reader, yc-reader) are always preferred when the request matches one of them.

This skill is read-only. Write commands that opencli exposes (post, like, comment, send, save, upvote, subscribe, follow, delete, reply-dm, etc.) must not be invoked.


Step 1: Decide Whether to Use This Skill

Only use this skill if the request cannot be handled by a more specific skill.

If the user asks about… Use this skill instead
Twitter/X twitter-reader
LinkedIn linkedin-reader
Discord discord-reader
Telegram telegram-reader
Y Combinator yc-reader
Anything else opencli supports (Yahoo Finance, Bloomberg, Reuters, Reddit, HackerNews, Eastmoney, Xueqiu, Substack, arXiv, etc.) this skill

If the source is not in opencli's registry either, stop and tell the user the request isn't covered — don't fall back to ad-hoc scraping.


Step 2: Ensure opencli Is Ready

Current environment status:

!`(command -v opencli && opencli doctor 2>&1 | head -5 && echo "READY" || echo "SETUP_NEEDED") 2>/dev/null || echo "NOT_INSTALLED"`

If NOT_INSTALLED:

npm install -g @jackwener/opencli

If SETUP_NEEDED, guide the user through Browser Bridge setup (only required for adapters whose strategy is COOKIE, HEADER, INTERCEPT, or UI — PUBLIC and LOCAL adapters work without a browser):

  1. Download the latest opencli-extension-v{version}.zip from the GitHub Releases page
  2. Unzip it, open chrome://extensions in Chrome, enable Developer mode
  3. Click Load unpacked and select the unzipped folder
  4. Make sure Chrome is logged into the target site, then re-run opencli doctor

Requires Node.js >= 20 (or Bun >= 1.0).


Step 3: Discover the Right Command

Do not guess command names or flags — the registry has 500+ commands and changes weekly. Instead:

# Full registry (grouped by site), machine-readable JSON
opencli list -f json

# Filter to a site
opencli list | grep -i <site>

# Site-level help (all commands + flags)
opencli <site> --help

# Command-level help (positional args + flags + defaults)
opencli <site> <command> --help

The opencli list -f json entry for each command includes:

  • site — adapter namespace (e.g., yahoo-finance)
  • name — subcommand (e.g., quote)
  • strategy — PUBLIC / COOKIE / HEADER / INTERCEPT / UI / LOCAL — tells you if a browser login is needed
  • description, args, columns — canonical metadata

Use opencli list -f json as the source of truth. Never paste a site list into the plan from memory; adapters are added every week.

Quick map of the most common finance / research sources

The table below is a shortlist, not exhaustive — always confirm with opencli <site> --help.

Source Site slug Common commands
Yahoo Finance yahoo-finance quote
Bloomberg bloomberg markets, economics, industries, tech, politics, opinions, news, businessweek, feeds, main
Reuters reuters search
Eastmoney (东方财富) eastmoney quote, rank, kline, sectors, etf, holders, money-flow, northbound, longhu, kuaixun, convertible, index-board, announcement, hot-rank
Xueqiu (雪球) xueqiu stock, hot-stock, hot, feed, comments, watchlist, search, groups, fund-snapshot, fund-holdings, earnings-date, kline
Sinafinance sinafinance (see --help)
TDX / THS tdx, ths (see --help)
Barchart (options) barchart quote, options, flow, greeks
Reddit reddit hot, popular, frontpage, search, subreddit, read, user, user-posts, user-comments, saved
HackerNews hackernews top, best, new, ask, show, jobs, user, search
Substack substack feed, publication, search
Medium medium (see --help)
arXiv arxiv (see --help)
Google Scholar google-scholar (see --help)
Weibo weibo (see --help)
Bilibili bilibili hot, video + more
Xiaohongshu (小红书) xiaohongshu (see --help)
Rednote (小红书 international) rednote (see --help — mirrors xiaohongshu)
Zhihu zhihu (see --help)
Baidu Scholar baidu-scholar (see --help)
Wanfang wanfang (see --help)
36kr 36kr (see --help)
Jike jike (see --help)
Bluesky bluesky (see --help)
Apple Podcasts apple-podcasts (see --help)
Xiaoyuzhou (podcasts) xiaoyuzhou (see --help)
Spotify spotify (see --help)
YouTube youtube (see --help)
Weixin Official Account weixin (see --help — drafts is read; create-draft is write)
Toutiao toutiao articles
Government policy / law gov-policy, gov-law (see --help)
Web download / reader web read, download

For anything not listed, run opencli list -f json and filter.


Step 4: Check the Adapter's Strategy Before Running

Run opencli list -f json (or opencli <site> <command> --help) and read the strategy field:

Strategy What it means Preconditions
PUBLIC Pure HTTP; no browser needed None
LOCAL Talks to a local endpoint Local service running
COOKIE / HEADER Reuses your Chrome login for the site Chrome logged into the site + Browser Bridge extension loaded
INTERCEPT Opens an automation window to capture a signed request Same as COOKIE; be patient — may take several seconds
UI Full DOM interaction Same as COOKIE; slowest; results depend on the site's current layout

If the user doesn't have a login and the adapter's strategy is not PUBLIC / LOCAL, tell them they need to log into the site in Chrome before retrying.


Step 5: Execute the Command

General pattern

opencli <site> <command> [positional-args] [flags] -f json

Universal flags

Flag Effect
-f json Structured JSON — always prefer this for agent processing
-f yaml / -f csv / -f md / -f table / -f plain Other formats
-v Verbose logging (also sets OPENCLI_VERBOSE=1)
--live Keep the automation window open after the command (browser-backed adapters only)
--focus Open the automation window in the foreground (browser-backed adapters only)

Command-specific flags (--limit, --filter, --type, etc.) are not universal — always check opencli <site> <command> --help.

Examples

# Yahoo Finance quote (PUBLIC)
opencli yahoo-finance quote AAPL -f json

# Reddit hot posts in a subreddit (COOKIE or PUBLIC depending on subreddit)
opencli reddit subreddit wallstreetbets --limit 20 -f json
opencli reddit search "SPY options" --limit 15 -f json

# HackerNews top (PUBLIC)
opencli hackernews top --limit 20 -f json

# Eastmoney hot rank (PUBLIC)
opencli eastmoney hot-rank -f json

# Xueqiu hot stocks (PUBLIC or COOKIE)
opencli xueqiu hot-stock -f json
opencli xueqiu stock SH600519 -f json

# Bloomberg markets headlines (COOKIE)
opencli bloomberg markets -f json

# arXiv paper search (PUBLIC)
opencli arxiv search "volatility surface" --limit 10 -f json

# Substack feed
opencli substack feed --limit 20 -f json

# Web page → readable markdown (PUBLIC)
opencli web read "https://example.com/article" -f json

Key rules

  1. Always use opencli <site> <command> --help before constructing a command you haven't run this session — don't assume flag names.
  2. Use -f json for programmatic processing.
  3. Start with a small --limit (10–20) to validate the shape before pulling more.
  4. Check strategy before running a browser-backed adapter — if the user isn't logged in, a COOKIE / UI adapter will fail.
  5. Read-only — skip write commands. Common write command names across adapters: post, reply, comment, like, unlike, upvote, save, subscribe, unsubscribe, follow, unfollow, block, unblock, delete, bookmark, unbookmark, send, create-draft, reply-dm, accept. If you're unsure whether a command is read or write, check the description in opencli list -f json; if it suggests a mutation, skip it.

Step 6: Handle Failures

If a command returns empty or errors out, the site may have changed its selectors / API. opencli has a built-in self-repair loop:

# Re-run with diagnostic context
OPENCLI_DIAGNOSTIC=1 opencli <site> <command> <args>

This emits a structured RepairContext that identifies the failing adapter's source path. Possible responses:

  1. If the user has the opencli-autofix skill installed, tell them to run that skill.
  2. If not, suggest they file an issue at https://github.com/jackwener/opencli/issues with the RepairContext output.
  3. Don't silently fall back to hand-rolled scraping — that hides the bug from the upstream registry.

Rate limits on the target site can also cause empty results; wait and retry.


Step 7: Present the Results

  1. Summarize the data for the user's actual question, don't just dump the raw JSON.
  2. Include source attribution — site name + URL for each item where available.
  3. For market data, surface price / % change / volume / market cap and flag anomalies.
  4. For news/posts, highlight headlines, timestamps, and key quotes.
  5. For research (arXiv, Scholar), include title, authors, abstract, and link.
  6. Treat browser sessions as private — never echo CDP endpoints, cookies, or auth tokens.

Reference Files

  • references/discovery.md — How to navigate opencli list, opencli <site> --help, and the JSON schema of registry entries
  • references/finance-sources.md — Detailed notes on the finance-heavy adapters (Yahoo Finance, Bloomberg, Eastmoney, Xueqiu, Barchart, Reuters, Reddit, HackerNews) and which commands are read vs write

Read these reference files when you need concrete examples for a specific site, or when the user asks for a capability not covered by one of the dedicated readers.

Files (finance-skills)
  • references
    • discovery.md 5.1 KB
      Loading…
    • finance-sources.md 6.7 KB
      Loading…
  • README.md 3.3 KB
    # opencli-reader
    
    Generic read-only **fallback** skill for fetching data from any site opencli supports but this repo doesn't have a dedicated reader for. Use when none of the specialized readers (`twitter-reader`, `linkedin-reader`, `discord-reader`, `telegram-reader`, `yc-reader`) match the request.
    
    ## What it does
    
    Routes the user's request to the right [opencli](https://github.com/jackwener/opencli) adapter by discovering commands at runtime (`opencli list -f json`, `opencli <site> --help`) instead of relying on a stale hand-maintained list. Covers 100+ sites including:
    
    - **Market data** — Yahoo Finance, Bloomberg, Reuters, Barchart, Eastmoney, Xueqiu, Sinafinance, TDX, THS
    - **Community / sentiment** — Reddit, HackerNews, Bluesky, Weibo, Jike, Xiaohongshu, Zhihu, 36kr
    - **Long-form / newsletters** — Substack, Medium, generic `web read` fallback
    - **Research** — arXiv, Google Scholar, Baidu Scholar, Wanfang, CNKI, gov-law, gov-policy
    - **Podcasts / video** — Apple Podcasts, Xiaoyuzhou, Spotify, YouTube, Bilibili
    - **Commerce (supply-chain research)** — Amazon, Taobao, JD, 1688, Coupang
    - **AI chats** — ChatGPT, Gemini, DeepSeek, Grok (read-only operations)
    
    **This skill is read-only.** Write commands (`post`, `like`, `comment`, `send`, `subscribe`, `save`, `upvote`, `follow`, `delete`, `reply-dm`, `create-draft`, etc.) are never invoked.
    
    ## When to use vs. a specialized skill
    
    | Request mentions… | Use this skill? |
    |---|---|
    | Twitter / X | **No** — use `twitter-reader` |
    | LinkedIn | **No** — use `linkedin-reader` |
    | Discord | **No** — use `discord-reader` |
    | Telegram | **No** — use `telegram-reader` |
    | Y Combinator | **No** — use `yc-reader` |
    | Anything else opencli supports | **Yes** |
    
    ## Triggers
    
    - "use opencli to read from <site>"
    - "grab the frontpage from hackernews"
    - "read reddit r/wallstreetbets"
    - "fetch Eastmoney hot stocks"
    - "pull Xueqiu feed"
    - "get Bloomberg markets headlines"
    - "search arXiv for <topic>"
    - "list my Substack feed"
    - "browse Bilibili hot"
    - Any mention of a source that opencli covers but this repo doesn't have a dedicated skill for
    
    ## Platform
    
    Works on **Claude Code** and other CLI-based agents. Does **not** work on Claude.ai — the sandbox restricts network access and binaries required by opencli.
    
    ## Setup
    
    ```bash
    # Choose finance-social-readers when prompted.
    npx plugins add himself65/finance-skills
    
    # Or just this skill
    npx skills add himself65/finance-skills --skill opencli-reader
    ```
    
    See the [main README](../../../../README.md) for more installation options.
    
    ## Prerequisites
    
    - Node.js >= 20 (for `npm install -g @jackwener/opencli`)
    - For browser-backed adapters (`COOKIE` / `HEADER` / `INTERCEPT` / `UI` strategies):
      - Chrome with the [Browser Bridge extension](https://github.com/jackwener/opencli/releases) loaded unpacked (Developer mode in `chrome://extensions`)
      - Logged into the target site in Chrome
    
    `PUBLIC` and `LOCAL` adapters work without Chrome.
    
    ## Reference files
    
    - `references/discovery.md` — How to navigate `opencli list`, `<site> --help`, and the registry JSON schema; how to distinguish read vs write commands
    - `references/finance-sources.md` — Curated notes on finance-relevant adapters (Yahoo Finance, Bloomberg, Eastmoney, Xueqiu, Barchart, Reuters, Reddit, HackerNews, Substack, arXiv, etc.) with the canonical read vs write split
    
  • SKILL.md 11.5 KB
    ---
    name: opencli-reader
    description: >
      Generic read-only fallback for sources opencli supports but no dedicated skill
      covers: finance sites (Yahoo Finance, Bloomberg, Reuters, Barchart, Eastmoney,
      Xueqiu, Sinafinance), communities (Reddit, HackerNews, Weibo, Zhihu, Xiaohongshu,
      Bilibili), newsletters and blogs (Substack, Medium), research (arXiv, Google
      Scholar), podcasts and video (Apple Podcasts, Xiaoyuzhou, Spotify, YouTube), Weixin,
      Amazon, and more. Use it when the user asks to read or fetch from such a site — for
      example r/wallstreetbets, the HackerNews front page, Eastmoney hot stocks, the
      Xueqiu feed, Bloomberg markets headlines, or an arXiv search — or says "use opencli
      to read". Prefer twitter-reader, linkedin-reader, discord-reader, telegram-reader,
      or yc-reader when the source matches. Read-only: never runs write commands.
    ---
    
    # opencli Reader (Generic Fallback, Read-Only)
    
    If your host has not already executed the shell probes below (for example, in Codex), run the commands inside the `!` wrappers with its shell tool before choosing a setup path. Use the actual output; if shell access is unavailable, report that limitation.
    
    Generic fallback for any source opencli supports via its [adapter registry](https://github.com/jackwener/opencli) (100+ sites, growing). Use this skill only when **no dedicated finance-skill covers the source** — the specialized skills (`twitter-reader`, `linkedin-reader`, `discord-reader`, `telegram-reader`, `yc-reader`) are always preferred when the request matches one of them.
    
    **This skill is read-only.** Write commands that opencli exposes (post, like, comment, send, save, upvote, subscribe, follow, delete, reply-dm, etc.) must not be invoked.
    
    ---
    
    ## Step 1: Decide Whether to Use This Skill
    
    Only use this skill if the request **cannot** be handled by a more specific skill.
    
    | If the user asks about… | Use this skill instead |
    |---|---|
    | Twitter/X | `twitter-reader` |
    | LinkedIn | `linkedin-reader` |
    | Discord | `discord-reader` |
    | Telegram | `telegram-reader` |
    | Y Combinator | `yc-reader` |
    | Anything else opencli supports (Yahoo Finance, Bloomberg, Reuters, Reddit, HackerNews, Eastmoney, Xueqiu, Substack, arXiv, etc.) | **this skill** |
    
    If the source is not in opencli's registry either, stop and tell the user the request isn't covered — don't fall back to ad-hoc scraping.
    
    ---
    
    ## Step 2: Ensure opencli Is Ready
    
    **Current environment status:**
    
    ```
    !`(command -v opencli && opencli doctor 2>&1 | head -5 && echo "READY" || echo "SETUP_NEEDED") 2>/dev/null || echo "NOT_INSTALLED"`
    ```
    
    If `NOT_INSTALLED`:
    
    ```bash
    npm install -g @jackwener/opencli
    ```
    
    If `SETUP_NEEDED`, guide the user through Browser Bridge setup (only required for adapters whose strategy is `COOKIE`, `HEADER`, `INTERCEPT`, or `UI` — `PUBLIC` and `LOCAL` adapters work without a browser):
    
    1. Download the latest `opencli-extension-v{version}.zip` from the [GitHub Releases page](https://github.com/jackwener/opencli/releases)
    2. Unzip it, open `chrome://extensions` in Chrome, enable **Developer mode**
    3. Click **Load unpacked** and select the unzipped folder
    4. Make sure Chrome is logged into the target site, then re-run `opencli doctor`
    
    Requires Node.js >= 20 (or Bun >= 1.0).
    
    ---
    
    ## Step 3: Discover the Right Command
    
    **Do not guess command names or flags** — the registry has 500+ commands and changes weekly. Instead:
    
    ```bash
    # Full registry (grouped by site), machine-readable JSON
    opencli list -f json
    
    # Filter to a site
    opencli list | grep -i <site>
    
    # Site-level help (all commands + flags)
    opencli <site> --help
    
    # Command-level help (positional args + flags + defaults)
    opencli <site> <command> --help
    ```
    
    The `opencli list -f json` entry for each command includes:
    - `site` — adapter namespace (e.g., `yahoo-finance`)
    - `name` — subcommand (e.g., `quote`)
    - `strategy` — `PUBLIC` / `COOKIE` / `HEADER` / `INTERCEPT` / `UI` / `LOCAL` — tells you if a browser login is needed
    - `description`, `args`, `columns` — canonical metadata
    
    Use `opencli list -f json` as the source of truth. Never paste a site list into the plan from memory; adapters are added every week.
    
    ### Quick map of the most common finance / research sources
    
    The table below is a **shortlist**, not exhaustive — always confirm with `opencli <site> --help`.
    
    | Source | Site slug | Common commands |
    |---|---|---|
    | Yahoo Finance | `yahoo-finance` | `quote` |
    | Bloomberg | `bloomberg` | `markets`, `economics`, `industries`, `tech`, `politics`, `opinions`, `news`, `businessweek`, `feeds`, `main` |
    | Reuters | `reuters` | `search` |
    | Eastmoney (东方财富) | `eastmoney` | `quote`, `rank`, `kline`, `sectors`, `etf`, `holders`, `money-flow`, `northbound`, `longhu`, `kuaixun`, `convertible`, `index-board`, `announcement`, `hot-rank` |
    | Xueqiu (雪球) | `xueqiu` | `stock`, `hot-stock`, `hot`, `feed`, `comments`, `watchlist`, `search`, `groups`, `fund-snapshot`, `fund-holdings`, `earnings-date`, `kline` |
    | Sinafinance | `sinafinance` | (see `--help`) |
    | TDX / THS | `tdx`, `ths` | (see `--help`) |
    | Barchart (options) | `barchart` | `quote`, `options`, `flow`, `greeks` |
    | Reddit | `reddit` | `hot`, `popular`, `frontpage`, `search`, `subreddit`, `read`, `user`, `user-posts`, `user-comments`, `saved` |
    | HackerNews | `hackernews` | `top`, `best`, `new`, `ask`, `show`, `jobs`, `user`, `search` |
    | Substack | `substack` | `feed`, `publication`, `search` |
    | Medium | `medium` | (see `--help`) |
    | arXiv | `arxiv` | (see `--help`) |
    | Google Scholar | `google-scholar` | (see `--help`) |
    | Weibo | `weibo` | (see `--help`) |
    | Bilibili | `bilibili` | `hot`, `video` + more |
    | Xiaohongshu (小红书) | `xiaohongshu` | (see `--help`) |
    | Rednote (小红书 international) | `rednote` | (see `--help` — mirrors `xiaohongshu`) |
    | Zhihu | `zhihu` | (see `--help`) |
    | Baidu Scholar | `baidu-scholar` | (see `--help`) |
    | Wanfang | `wanfang` | (see `--help`) |
    | 36kr | `36kr` | (see `--help`) |
    | Jike | `jike` | (see `--help`) |
    | Bluesky | `bluesky` | (see `--help`) |
    | Apple Podcasts | `apple-podcasts` | (see `--help`) |
    | Xiaoyuzhou (podcasts) | `xiaoyuzhou` | (see `--help`) |
    | Spotify | `spotify` | (see `--help`) |
    | YouTube | `youtube` | (see `--help`) |
    | Weixin Official Account | `weixin` | (see `--help` — `drafts` is read; `create-draft` is write) |
    | Toutiao | `toutiao` | `articles` |
    | Government policy / law | `gov-policy`, `gov-law` | (see `--help`) |
    | Web download / reader | `web` | `read`, `download` |
    
    For anything not listed, run `opencli list -f json` and filter.
    
    ---
    
    ## Step 4: Check the Adapter's Strategy Before Running
    
    Run `opencli list -f json` (or `opencli <site> <command> --help`) and read the `strategy` field:
    
    | Strategy | What it means | Preconditions |
    |---|---|---|
    | `PUBLIC` | Pure HTTP; no browser needed | None |
    | `LOCAL` | Talks to a local endpoint | Local service running |
    | `COOKIE` / `HEADER` | Reuses your Chrome login for the site | Chrome logged into the site + Browser Bridge extension loaded |
    | `INTERCEPT` | Opens an automation window to capture a signed request | Same as COOKIE; be patient — may take several seconds |
    | `UI` | Full DOM interaction | Same as COOKIE; slowest; results depend on the site's current layout |
    
    If the user doesn't have a login and the adapter's strategy is not `PUBLIC` / `LOCAL`, tell them they need to log into the site in Chrome before retrying.
    
    ---
    
    ## Step 5: Execute the Command
    
    ### General pattern
    
    ```bash
    opencli <site> <command> [positional-args] [flags] -f json
    ```
    
    ### Universal flags
    
    | Flag | Effect |
    |---|---|
    | `-f json` | Structured JSON — always prefer this for agent processing |
    | `-f yaml` / `-f csv` / `-f md` / `-f table` / `-f plain` | Other formats |
    | `-v` | Verbose logging (also sets `OPENCLI_VERBOSE=1`) |
    | `--live` | Keep the automation window open after the command (browser-backed adapters only) |
    | `--focus` | Open the automation window in the foreground (browser-backed adapters only) |
    
    Command-specific flags (`--limit`, `--filter`, `--type`, etc.) are **not** universal — always check `opencli <site> <command> --help`.
    
    ### Examples
    
    ```bash
    # Yahoo Finance quote (PUBLIC)
    opencli yahoo-finance quote AAPL -f json
    
    # Reddit hot posts in a subreddit (COOKIE or PUBLIC depending on subreddit)
    opencli reddit subreddit wallstreetbets --limit 20 -f json
    opencli reddit search "SPY options" --limit 15 -f json
    
    # HackerNews top (PUBLIC)
    opencli hackernews top --limit 20 -f json
    
    # Eastmoney hot rank (PUBLIC)
    opencli eastmoney hot-rank -f json
    
    # Xueqiu hot stocks (PUBLIC or COOKIE)
    opencli xueqiu hot-stock -f json
    opencli xueqiu stock SH600519 -f json
    
    # Bloomberg markets headlines (COOKIE)
    opencli bloomberg markets -f json
    
    # arXiv paper search (PUBLIC)
    opencli arxiv search "volatility surface" --limit 10 -f json
    
    # Substack feed
    opencli substack feed --limit 20 -f json
    
    # Web page → readable markdown (PUBLIC)
    opencli web read "https://example.com/article" -f json
    ```
    
    ### Key rules
    
    1. **Always use `opencli <site> <command> --help`** before constructing a command you haven't run this session — don't assume flag names.
    2. **Use `-f json`** for programmatic processing.
    3. **Start with a small `--limit`** (10–20) to validate the shape before pulling more.
    4. **Check `strategy` before running a browser-backed adapter** — if the user isn't logged in, a `COOKIE` / `UI` adapter will fail.
    5. **Read-only — skip write commands.** Common write command names across adapters: `post`, `reply`, `comment`, `like`, `unlike`, `upvote`, `save`, `subscribe`, `unsubscribe`, `follow`, `unfollow`, `block`, `unblock`, `delete`, `bookmark`, `unbookmark`, `send`, `create-draft`, `reply-dm`, `accept`. If you're unsure whether a command is read or write, check the `description` in `opencli list -f json`; if it suggests a mutation, skip it.
    
    ---
    
    ## Step 6: Handle Failures
    
    If a command returns empty or errors out, the site may have changed its selectors / API. opencli has a built-in self-repair loop:
    
    ```bash
    # Re-run with diagnostic context
    OPENCLI_DIAGNOSTIC=1 opencli <site> <command> <args>
    ```
    
    This emits a structured `RepairContext` that identifies the failing adapter's source path. Possible responses:
    
    1. If the user has the `opencli-autofix` skill installed, tell them to run that skill.
    2. If not, suggest they file an issue at https://github.com/jackwener/opencli/issues with the `RepairContext` output.
    3. Don't silently fall back to hand-rolled scraping — that hides the bug from the upstream registry.
    
    Rate limits on the target site can also cause empty results; wait and retry.
    
    ---
    
    ## Step 7: Present the Results
    
    1. **Summarize the data** for the user's actual question, don't just dump the raw JSON.
    2. **Include source attribution** — site name + URL for each item where available.
    3. **For market data**, surface price / % change / volume / market cap and flag anomalies.
    4. **For news/posts**, highlight headlines, timestamps, and key quotes.
    5. **For research (arXiv, Scholar)**, include title, authors, abstract, and link.
    6. **Treat browser sessions as private** — never echo CDP endpoints, cookies, or auth tokens.
    
    ---
    
    ## Reference Files
    
    - `references/discovery.md` — How to navigate `opencli list`, `opencli <site> --help`, and the JSON schema of registry entries
    - `references/finance-sources.md` — Detailed notes on the finance-heavy adapters (Yahoo Finance, Bloomberg, Eastmoney, Xueqiu, Barchart, Reuters, Reddit, HackerNews) and which commands are read vs write
    
    Read these reference files when you need concrete examples for a specific site, or when the user asks for a capability not covered by one of the dedicated readers.
    

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