A skill your agent uses when the user wants to discover trending social topics, hashtags, sounds, posts, reels, shorts, creators, or formats in a niche.

MITAuto-check: notesMarketing & SEO

Install Trend Discovery

skills CLI
$ npx skills add ScrapeCreators/social-media-research-skills --skill trend-discovery -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install ScrapeCreators/social-media-research-skills trend-discovery --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/ScrapeCreators/social-media-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/trend-discovery .claude/skills/trend-discovery && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
trend-discovery
GitHub stars
3.3k
Token cost
~789 tokens
SKILL.md length
233 words
Files
1
Skills in repo
13
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when the user wants to discover trending social topics, hashtags, sounds, posts, reels, shorts, creators, or formats in a niche.

  • Works in 6 steps: Define niche, country/region, platform,… → Pull trend/discovery/search results from… → Normalize evidence: post URL, creator,… → …
  • The user wants to discover trending social topics
  • SKILL.md covers Overview, When to Use, Useful Sources and Workflow, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Trend Discovery is an agent skill from ScrapeCreators/social-media-research-skills. Use when the user wants to discover trending social topics, hashtags, sounds, posts, reels, shorts, creators, or formats in a niche. Searches public trend and discovery endpoints, ranks evidence, and turns trends into practical content angles.

Its SKILL.md is about 790 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Marketing & SEO, covering Market research and Video scripts and shorts. It works with Reddit, Instagram, TikTok and YouTube. The repository describes itself as: AI agent skills for social media research. Outlier posts, comment mining, competitor teardowns, ad libraries & trends across TikTok, Instagram, YouTube, Reddit, X, LinkedIn &… The licence is MIT.

When your agent uses it

  • The user wants to discover trending social topics
  • Formats in a niche

Example prompts

  • “/trend-discovery”

Requirements

  • A credential in SCRAPECREATORS_API_KEY
  • Pre-approved tools (allowed-tools): Bash, Read, Write, WebFetch

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. Define niche, country/region, platform, and time sensitivity.
  2. Pull trend/discovery/search results from 2-4 relevant sources.
  3. Normalize evidence: post URL, creator, metric, date, topic, sound/hashtag if present.
  4. Cluster into trends by topic, format, hook, sound, meme, or audience problem.
  5. Rank trends by evidence strength and relevance, not raw views alone.
  6. Translate each trend into content ideas the user can actually make.

What it can do on your machine

Read from SKILL.md and the folder at commit 64ba7b4. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Bash
    • Read
    • Write
    • WebFetch

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Trend Discovery loads about 789 tokens when it runs. Until then it costs about 65 tokens; SKILL.md has 233 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~65
When it runs · the whole SKILL.md, loaded when a task matches
~789

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: Bash, Read, Write, WebFetch

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from ScrapeCreators/social-media-research-skills at commit 64ba7b4, republished under its MIT licence (© ScrapeCreators). 233 words, ~789 tokens.

Download SKILL.mdSave it as .claude/skills/trend-discovery/SKILL.md (or your agent's skills folder).
name
trend-discovery
description
Use when the user wants to discover trending social topics, hashtags, sounds, posts, reels, shorts, creators, or formats in a niche. Searches public trend and discovery endpoints, ranks evidence, and turns trends into practical content angles.
allowed-tools
Bash, Read, Write, WebFetch
version
1.0.0
author
ScrapeCreators
license
MIT
homepage
https://scrapecreators.com
repository
https://github.com/ScrapeCreators/social-media-research-skills

Trend Discovery

Overview

Find trends worth acting on. This skill is for social media trend research across TikTok, Instagram, YouTube, Reddit, Pinterest, and other public sources. The output should separate real evidence from vague "this is trending" claims.

When to Use

Use this skill when the user asks to:

  • find trends in a niche or category
  • discover trending TikTok sounds, hashtags, creators, or videos
  • find trending Instagram Reels or YouTube Shorts ideas
  • build a weekly trend brief
  • decide what content formats or angles to jump on

Useful Sources

SignalEndpoint examples
TikTok trending feed/v1/tiktok/get-trending-feed
TikTok popular hashtags/songs/videos/creators/v1/tiktok/hashtags/popular, /v1/tiktok/songs/popular, /v1/tiktok/videos/popular, /v1/tiktok/creators/popular
TikTok search/v1/tiktok/search/top, /v1/tiktok/search/keyword, /v1/tiktok/search/hashtag
Instagram trends/search/v1/instagram/reels/trending, /v2/instagram/reels/search, /v1/instagram/search/hashtag
YouTube/v1/youtube/shorts/trending, /v1/youtube/search, /v1/youtube/search/hashtag
Reddit/v1/reddit/search, /v1/reddit/subreddit, /v1/reddit/subreddit/search
Pinterest/v1/pinterest/search

Workflow

  1. Define niche, country/region, platform, and time sensitivity.
  2. Pull trend/discovery/search results from 2-4 relevant sources.
  3. Normalize evidence: post URL, creator, metric, date, topic, sound/hashtag if present.
  4. Cluster into trends by topic, format, hook, sound, meme, or audience problem.
  5. Rank trends by evidence strength and relevance, not raw views alone.
  6. Translate each trend into content ideas the user can actually make.

Output Format

markdown
# Trend Discovery Brief: {niche}

## Trends Worth Acting On
| Trend | Platforms | Evidence | Why it matters | Content angle |
|---|---|---|---|---|

## Sounds / Hashtags / Formats
- ...

## Example Posts to Study
- [title/hook](url) — why it matters

## Content Ideas
1. ...
2. ...

## Caveats
- Public data only.
- Trend evidence is directional unless repeated across sources.

Common Pitfalls

  • Do not call something a trend from one post unless the user only asked for examples.
  • Do not ignore region. TikTok trends can be highly country-specific.
  • Do not recommend jumping on trends that do not fit the user's brand or audience.

© ScrapeCreators, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/trend-discovery of ScrapeCreators/social-media-research-skills.

Open the folder on GitHubat commit 64ba7b4

Compare with similar skills

Trend Discovery next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Trend Discovery compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Trend Discovery this skillScrapeCreators/social-media-research-skills3.3k—~789Automated safety check: NotesMIT
Google Social Media Finderbrowser-act/skills6.1k—~1.7kAutomated safety check: PassMIT
Paid Ads AuditAgriciDaniel/claude-ads9.8k—~1.5kAutomated safety check: PassMIT
Influencer Discoverytigerless-labs/influencer-discovery211—~2.5kAutomated safety check: NotesNone
Bulkpublish Social Schedulingdavepoon/buildwithclaude3.6k—~1.3kAutomated safety check: PassMIT
Caption Writersocial-media-skills/skills125—~1.7kAutomated safety check: PassMIT

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Categories

Questions about Trend Discovery

What does Trend Discovery do?

A skill your agent uses when the user wants to discover trending social topics, hashtags, sounds, posts, reels, shorts, creators, or formats in a niche. Trend Discovery is an agent skill from ScrapeCreators/social-media-research-skills. Use when the user wants to discover trending social topics, hashtags, sounds, posts, reels, shorts, creators, or formats in a niche.

When should I use Trend Discovery?

Trend Discovery fits situations like: the user wants to discover trending social topics; formats in a niche.

How do I install Trend Discovery in Claude Code?

Run `npx skills add ScrapeCreators/social-media-research-skills --skill trend-discovery -a claude-code`. Or copy the skill folder (skills/trend-discovery in ScrapeCreators/social-media-research-skills) into .claude/skills/trend-discovery in your project. Claude Code loads it when a task matches its description.

How do I install Trend Discovery in Codex?

Run `npx skills add ScrapeCreators/social-media-research-skills --skill trend-discovery -a codex`. Or copy the skill folder (skills/trend-discovery in ScrapeCreators/social-media-research-skills) into .agents/skills/trend-discovery in your project. Codex loads it when a task matches its description.

Can I use Trend Discovery in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ScrapeCreators/social-media-research-skills --skill trend-discovery -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/trend-discovery, .gemini/skills/trend-discovery, .github/skills/trend-discovery and .opencode/skills/trend-discovery in your project.

What does Trend Discovery need to run?

SKILL.md names no scripts, command-line tools or credentials: Trend Discovery is instructions for the agent only. Our summary lists: A credential in SCRAPECREATORS_API_KEY. Its frontmatter pre-approves these tools: Bash, Read, Write, WebFetch.

Does Trend Discovery access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Trend Discovery safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Trend Discovery use?

Trend Discovery is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Trend Discovery use?

About 789 tokens (SKILL.md is roughly 3.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Trend Discovery?

Skills that share tags, products or a category with Trend Discovery: Google Social Media Finder (browser-act/skills, 6.1k stars), Paid Ads Audit (AgriciDaniel/claude-ads, 9.8k stars), Influencer Discovery (tigerless-labs/influencer-discovery, 211 stars) and Bulkpublish Social Scheduling (davepoon/buildwithclaude, 3.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Trend Discovery?

ScrapeCreators (a GitHub organization) maintains it in ScrapeCreators/social-media-research-skills, which has 3,306 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on August 26, 2026.

Source: ScrapeCreators/social-media-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.