opencli Reader (Generic Fallback, Read-Only)

Generic read-only fallback for any source opencli covers but this repo has no dedicated reader for — Yahoo Finance, Bloomberg, Reuters, Barchart, Eastmoney, Xueqiu, Sinafinance, Reddit, HackerNews, Substack, Medium, Weibo, Bilibili, Xiaohongshu, Zhihu, arXiv, Google Scholar, Apple Podcasts, Xiaoyuzhou, Spotify, YouTube, Weixin, Amazon, and more.

How to use it

Claude Code
  1. Run the line below. It pulls the whole folder into ~/.claude/skills/opencli-reader, including the files SKILL.md points to.
  2. Describe your job in plain words. Claude Code follows the skill from there.
Claude Code — installs the whole folder, not just SKILL.md
npx degit himself65/finance-skills/plugins/social-readers/skills/opencli-reader#main ~/.claude/skills/opencli-reader

For one project only, change the path to .claude/skills/opencli-reader. This skill also uses Node.js — copying SKILL.md alone won't be enough. See the folder on GitHub.

Claude (web or desktop app)
  1. On this page open ⋯ → Download .md.
  2. Save it as SKILL.md in a folder, zip the folder, then Customize → Skills → + → Create skill → Upload a skill.
  3. Pick the file and Save. Claude shows the name and description and runs a security scan.
  4. Check the skill is switched on.
  5. Start a new chat and describe your job in plain words. The AI follows the skill from there.
ChatGPT or another app
  1. ChatGPT: make a Project and paste it into Instructions.
  2. Neither? Paste it at the top of a new chat — it works for that chat.
Not working?
  • Check which app you pasted it into — the steps above name the right one.
  • Some skills need the paid tier of Claude or ChatGPT.
Step-by-step guide with screenshots · Ask in the forum

Paste into Claude, ChatGPT or Cursor.

Source of opencli Reader (Generic Fallback, Read-Only)

Show the full text262 lines
namedescription
opencli-reader> Generic read-only fallback for any source opencli covers but this repo has no dedicated reader for — Yahoo Finance, Bloomberg, Reuters, Barchart, Eastmoney, Xueqiu, Sinafinance, Reddit, HackerNews, Substack, Medium, Weibo, Bilibili, Xiaohongshu, Zhihu, arXiv, Google Scholar, Apple Podcasts, Xiaoyuzhou, Spotify, YouTube, Weixin, Amazon, and more. Triggers: "use opencli to read", "grab the frontpage from hackernews", read reddit r/wallstreetbets", "fetch Eastmoney hot stocks", "pull Xueqiu feed", get Bloomberg markets headlines", "search arXiv for", any request to read from a site where a specialized skill does not exist but opencli does. FALLBACK — prefer twitter-reader, linkedin-reader, discord-reader, telegram-reader, or yc-reader when the source matches. READ-ONLY — never invoke write operations.

opencli Reader (Generic Fallback, Read-Only)

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)
Tieba (百度贴吧) tieba (see --help)
Hupu (虎扑) hupu (see --help)
Xianyu (闲鱼) xianyu (see --help)
1688 1688 (see --help)
Gitee gitee (see --help)
Quark quark (see --help)
Baidu Scholar baidu-scholar (see --help)
Nowcoder nowcoder (see --help)
Wanfang wanfang (see --help)
Doubao (豆包) doubao (see --help)
Yuanbao (腾讯元宝) yuanbao (see --help)
Google Gemini gemini (see --help)
NotebookLM notebooklm (see --help)
Claude claude (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. NEVER execute write operations. Common write command names to avoid 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.

1---
2name: opencli-reader
3description: >
4 Generic read-only fallback for any source opencli covers but this repo has no dedicated
5 reader for — Yahoo Finance, Bloomberg, Reuters, Barchart, Eastmoney, Xueqiu, Sinafinance,
6 Reddit, HackerNews, Substack, Medium, Weibo, Bilibili, Xiaohongshu, Zhihu, arXiv,
7 Google Scholar, Apple Podcasts, Xiaoyuzhou, Spotify, YouTube, Weixin, Amazon, and more.
8 Triggers: "use opencli to read", "grab the frontpage from hackernews",
9 "read reddit r/wallstreetbets", "fetch Eastmoney hot stocks", "pull Xueqiu feed",
10 "get Bloomberg markets headlines", "search arXiv for", any request to read from a site
11 where a specialized skill does not exist but opencli does.
12 FALLBACK — prefer twitter-reader, linkedin-reader, discord-reader, telegram-reader, or
13 yc-reader when the source matches. READ-ONLY — never invoke write operations.
14---
15 
16# opencli Reader (Generic Fallback, Read-Only)
17 
18Generic 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.
19 
20**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.
21 
22---
23 
24## Step 1: Decide Whether to Use This Skill
25 
26Only use this skill if the request **cannot** be handled by a more specific skill.
27 
28| If the user asks about… | Use this skill instead |
29|---|---|
30| Twitter/X | `twitter-reader` |
31| LinkedIn | `linkedin-reader` |
32| Discord | `discord-reader` |
33| Telegram | `telegram-reader` |
34| Y Combinator | `yc-reader` |
35| Anything else opencli supports (Yahoo Finance, Bloomberg, Reuters, Reddit, HackerNews, Eastmoney, Xueqiu, Substack, arXiv, etc.) | **this skill** |
36 
37If 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.
38 
39---
40 
41## Step 2: Ensure opencli Is Ready
42 
43**Current environment status:**
44 
45```
46!`(command -v opencli && opencli doctor 2>&1 | head -5 && echo "READY" || echo "SETUP_NEEDED") 2>/dev/null || echo "NOT_INSTALLED"`
47```
48 
49If `NOT_INSTALLED`:
50 
51```bash
52npm install -g @jackwener/opencli
53```
54 
55If `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):
56 
571. Download the latest `opencli-extension-v{version}.zip` from the [GitHub Releases page](https://github.com/jackwener/opencli/releases)
582. Unzip it, open `chrome://extensions` in Chrome, enable **Developer mode**
593. Click **Load unpacked** and select the unzipped folder
604. Make sure Chrome is logged into the target site, then re-run `opencli doctor`
61 
62Requires Node.js >= 20 (or Bun >= 1.0).
63 
64---
65 
66## Step 3: Discover the Right Command
67 
68**Do not guess command names or flags** — the registry has 500+ commands and changes weekly. Instead:
69 
70```bash
71# Full registry (grouped by site), machine-readable JSON
72opencli list -f json
73 
74# Filter to a site
75opencli list | grep -i <site>
76 
77# Site-level help (all commands + flags)
78opencli <site> --help
79 
80# Command-level help (positional args + flags + defaults)
81opencli <site> <command> --help
82```
83 
84The `opencli list -f json` entry for each command includes:
85- `site` — adapter namespace (e.g., `yahoo-finance`)
86- `name` — subcommand (e.g., `quote`)
87- `strategy` — `PUBLIC` / `COOKIE` / `HEADER` / `INTERCEPT` / `UI` / `LOCAL` — tells you if a browser login is needed
88- `description`, `args`, `columns` — canonical metadata
89 
90Use `opencli list -f json` as the source of truth. Never paste a site list into the plan from memory; adapters are added every week.
91 
92### Quick map of the most common finance / research sources
93 
94The table below is a **shortlist**, not exhaustive — always confirm with `opencli <site> --help`.
95 
96| Source | Site slug | Common commands |
97|---|---|---|
98| Yahoo Finance | `yahoo-finance` | `quote` |
99| Bloomberg | `bloomberg` | `markets`, `economics`, `industries`, `tech`, `politics`, `opinions`, `news`, `businessweek`, `feeds`, `main` |
100| Reuters | `reuters` | `search` |
101| Eastmoney (东方财富) | `eastmoney` | `quote`, `rank`, `kline`, `sectors`, `etf`, `holders`, `money-flow`, `northbound`, `longhu`, `kuaixun`, `convertible`, `index-board`, `announcement`, `hot-rank` |
102| Xueqiu (雪球) | `xueqiu` | `stock`, `hot-stock`, `hot`, `feed`, `comments`, `watchlist`, `search`, `groups`, `fund-snapshot`, `fund-holdings`, `earnings-date`, `kline` |
103| Sinafinance | `sinafinance` | (see `--help`) |
104| TDX / THS | `tdx`, `ths` | (see `--help`) |
105| Barchart (options) | `barchart` | `quote`, `options`, `flow`, `greeks` |
106| Reddit | `reddit` | `hot`, `popular`, `frontpage`, `search`, `subreddit`, `read`, `user`, `user-posts`, `user-comments`, `saved` |
107| HackerNews | `hackernews` | `top`, `best`, `new`, `ask`, `show`, `jobs`, `user`, `search` |
108| Substack | `substack` | `feed`, `publication`, `search` |
109| Medium | `medium` | (see `--help`) |
110| arXiv | `arxiv` | (see `--help`) |
111| Google Scholar | `google-scholar` | (see `--help`) |
112| Weibo | `weibo` | (see `--help`) |
113| Bilibili | `bilibili` | `hot`, `video` + more |
114| Xiaohongshu (小红书) | `xiaohongshu` | (see `--help`) |
115| Rednote (小红书 international) | `rednote` | (see `--help` — mirrors `xiaohongshu`) |
116| Zhihu | `zhihu` | (see `--help`) |
117| Tieba (百度贴吧) | `tieba` | (see `--help`) |
118| Hupu (虎扑) | `hupu` | (see `--help`) |
119| Xianyu (闲鱼) | `xianyu` | (see `--help`) |
120| 1688 | `1688` | (see `--help`) |
121| Gitee | `gitee` | (see `--help`) |
122| Quark | `quark` | (see `--help`) |
123| Baidu Scholar | `baidu-scholar` | (see `--help`) |
124| Nowcoder | `nowcoder` | (see `--help`) |
125| Wanfang | `wanfang` | (see `--help`) |
126| Doubao (豆包) | `doubao` | (see `--help`) |
127| Yuanbao (腾讯元宝) | `yuanbao` | (see `--help`) |
128| Google Gemini | `gemini` | (see `--help`) |
129| NotebookLM | `notebooklm` | (see `--help`) |
130| Claude | `claude` | (see `--help`) |
131| 36kr | `36kr` | (see `--help`) |
132| Jike | `jike` | (see `--help`) |
133| Bluesky | `bluesky` | (see `--help`) |
134| Apple Podcasts | `apple-podcasts` | (see `--help`) |
135| Xiaoyuzhou (podcasts) | `xiaoyuzhou` | (see `--help`) |
136| Spotify | `spotify` | (see `--help`) |
137| YouTube | `youtube` | (see `--help`) |
138| Weixin Official Account | `weixin` | (see `--help` — `drafts` is read; `create-draft` is write) |
139| Toutiao | `toutiao` | `articles` |
140| Government policy / law | `gov-policy`, `gov-law` | (see `--help`) |
141| Web download / reader | `web` | `read`, `download` |
142 
143For anything not listed, run `opencli list -f json` and filter.
144 
145---
146 
147## Step 4: Check the Adapter's Strategy Before Running
148 
149Run `opencli list -f json` (or `opencli <site> <command> --help`) and read the `strategy` field:
150 
151| Strategy | What it means | Preconditions |
152|---|---|---|
153| `PUBLIC` | Pure HTTP; no browser needed | None |
154| `LOCAL` | Talks to a local endpoint | Local service running |
155| `COOKIE` / `HEADER` | Reuses your Chrome login for the site | Chrome logged into the site + Browser Bridge extension loaded |
156| `INTERCEPT` | Opens an automation window to capture a signed request | Same as COOKIE; be patient — may take several seconds |
157| `UI` | Full DOM interaction | Same as COOKIE; slowest; results depend on the site's current layout |
158 
159If 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.
160 
161---
162 
163## Step 5: Execute the Command
164 
165### General pattern
166 
167```bash
168opencli <site> <command> [positional-args] [flags] -f json
169```
170 
171### Universal flags
172 
173| Flag | Effect |
174|---|---|
175| `-f json` | Structured JSON — always prefer this for agent processing |
176| `-f yaml` / `-f csv` / `-f md` / `-f table` / `-f plain` | Other formats |
177| `-v` | Verbose logging (also sets `OPENCLI_VERBOSE=1`) |
178| `--live` | Keep the automation window open after the command (browser-backed adapters only) |
179| `--focus` | Open the automation window in the foreground (browser-backed adapters only) |
180 
181Command-specific flags (`--limit`, `--filter`, `--type`, etc.) are **not** universal — always check `opencli <site> <command> --help`.
182 
183### Examples
184 
185```bash
186# Yahoo Finance quote (PUBLIC)
187opencli yahoo-finance quote AAPL -f json
188 
189# Reddit hot posts in a subreddit (COOKIE or PUBLIC depending on subreddit)
190opencli reddit subreddit wallstreetbets --limit 20 -f json
191opencli reddit search "SPY options" --limit 15 -f json
192 
193# HackerNews top (PUBLIC)
194opencli hackernews top --limit 20 -f json
195 
196# Eastmoney hot rank (PUBLIC)
197opencli eastmoney hot-rank -f json
198 
199# Xueqiu hot stocks (PUBLIC or COOKIE)
200opencli xueqiu hot-stock -f json
201opencli xueqiu stock SH600519 -f json
202 
203# Bloomberg markets headlines (COOKIE)
204opencli bloomberg markets -f json
205 
206# arXiv paper search (PUBLIC)
207opencli arxiv search "volatility surface" --limit 10 -f json
208 
209# Substack feed
210opencli substack feed --limit 20 -f json
211 
212# Web page → readable markdown (PUBLIC)
213opencli web read "https://example.com/article" -f json
214```
215 
216### Key rules
217 
2181. **Always use `opencli <site> <command> --help`** before constructing a command you haven't run this session — don't assume flag names.
2192. **Use `-f json`** for programmatic processing.
2203. **Start with a small `--limit`** (10–20) to validate the shape before pulling more.
2214. **Check `strategy` before running a browser-backed adapter** — if the user isn't logged in, a `COOKIE` / `UI` adapter will fail.
2225. **NEVER execute write operations.** Common write command names to avoid 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.
223 
224---
225 
226## Step 6: Handle Failures
227 
228If a command returns empty or errors out, the site may have changed its selectors / API. opencli has a built-in self-repair loop:
229 
230```bash
231# Re-run with diagnostic context
232OPENCLI_DIAGNOSTIC=1 opencli <site> <command> <args>
233```
234 
235This emits a structured `RepairContext` that identifies the failing adapter's source path. Possible responses:
236 
2371. If the user has the `opencli-autofix` skill installed, tell them to run that skill.
2382. If not, suggest they file an issue at https://github.com/jackwener/opencli/issues with the `RepairContext` output.
2393. Don't silently fall back to hand-rolled scraping — that hides the bug from the upstream registry.
240 
241Rate limits on the target site can also cause empty results; wait and retry.
242 
243---
244 
245## Step 7: Present the Results
246 
2471. **Summarize the data** for the user's actual question, don't just dump the raw JSON.
2482. **Include source attribution** — site name + URL for each item where available.
2493. **For market data**, surface price / % change / volume / market cap and flag anomalies.
2504. **For news/posts**, highlight headlines, timestamps, and key quotes.
2515. **For research (arXiv, Scholar)**, include title, authors, abstract, and link.
2526. **Treat browser sessions as private** — never echo CDP endpoints, cookies, or auth tokens.
253 
254---
255 
256## Reference Files
257 
258- `references/discovery.md` — How to navigate `opencli list`, `opencli <site> --help`, and the JSON schema of registry entries
259- `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
260 
261Read 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.
262 

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Linkedin comment drafterDraft a LinkedIn comment on someone else's post from its URL, or reshare (repost) it to your feed with optional commentary. Use when the user pastes a post URL and asks to comment, engage, be first commenter, or repost with their thoughts. Produces 1-3 variants in the user's voice, picks a reaction, and publishes via Publora on approval. Not for replying to existing comments (use linkedin-reply-handler).Marketing · MITLinkedin content plannerGenerate a 7-day LinkedIn content plan from a theme, audience, and pillars. Produces per-day post pillar, format, hook type, CTA, posting time, daily comment targets, and a weekly inbound-readiness check. Use when the user wants to plan a week or month of content, not draft a single post (use linkedin-post-writer).Marketing · MITLinkedin employee advocacyStand up and run a LinkedIn employee advocacy program for a marketing or sales team. Covers 14-day launch playbook, brand-guideline governance, per-post time budget, cadence benchmarks, and team ROI (reach, engagement, pipeline). Triggers on "employee advocacy", "get the team posting", "scale LinkedIn across team", "advocacy ROI". Not for planning one person's own calendar (use linkedin-content-planner).Marketing · MITInstagram Audience InsightsRead your Instagram niche and profile from real data via Apify, no login. Scan a hashtag for the posts traveling now (likes, comments, owner) to see the format and hook that works. Pull profile stats for any handle, yours or a competitor's: followers, posts, bio, category. Instagram hides who liked or commented on other accounts, so this is discovery plus profiles, not engagers. Triggers on "what works in my niche", "scan the hashtag", "competitor stats". Not for writing captions (use ig-caption-writer).Marketing · MIT