{
 "schema_version": 1,
 "generated": "2026-10-23",
 "id": "tigerless-labs-influencer-discovery--build-creator-shortlist-for-topic",
 "repo": "tigerless-labs/influencer-discovery",
 "repo_url": "https://github.com/tigerless-labs/influencer-discovery",
 "repo_slug": "tigerless-labs-influencer-discovery",
 "title": "Build a creator shortlist for a topic in one run",
 "page_title": "How to build a creator shortlist for a topic in one run with Influencer Discovery",
 "summary": "Search Tier 1 social channels for creators on a topic and append contactable ones to a Sheet.",
 "who": "A marketing lead planning a campaign who needs creators with their own audience on a specific subject this week.",
 "problem": "Finding creators by hand across many platforms is slow, and founders building their own products clutter the results.",
 "outcome": "A run report with planned vs actual counts, a verdict breakdown, and a contactable list, with new rows appended to the Google Sheet.",
 "steps": [
  "Clone the repo with `git clone https://github.com/tigerless-labs/influencer-discovery && cd influencer-discovery`",
  "Confirm the CLI loads with `python3 skills/influencer-discovery/scripts/run.py --help`",
  "Put any required credentials in `~/.config/influencer-discovery/.env`, never in the repo",
  "Run a first pass with `python3 skills/influencer-discovery/scripts/run.py --tiers 1 --per-channel 10` and add `--subject <topic>` to set the topic gate (inferred, check the README)",
  "Read the printed report and review the contactable list before using any contact"
 ],
 "agent_prompt": "Using the repo tigerless-labs/influencer-discovery, run the pipeline with --tiers 1 --per-channel 10 and --subject <topic>, then report planned vs actual counts, the verdict distribution, and the contactable list. Verify that the report shows contactable creators and that no row was edited in the Sheet, only appended.",
 "agents": [
  "claude-code"
 ],
 "difficulty": "Intermediate",
 "time": "30 minutes",
 "basis": "readme",
 "caveat": "Per-channel requirements and costs are in the datalayer reference, so check which channels work with zero credentials before a run.",
 "category": "Sales and marketing",
 "tags": [
  "Sales and marketing"
 ],
 "lang": "python",
 "requirements": [
  "Python 3.11 or newer",
  "A clone of the repo or a copy of skills/influencer-discovery/ into your agent's skills folder",
  "Credentials for any channel that needs an API key or logged-in session (see the datalayer credentials section)",
  "For Google Sheets output: a Google Cloud project with the sheets, iam, and iamcredentials APIs enabled, and a service account that can edit the target Sheet"
 ],
 "risk": "sensitive",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [
  {
   "tag": "credentials",
   "notice": "Some channels need an API key or logged-in session, so store them only in ~/.config/influencer-discovery/.env and never paste them into an agent prompt."
  }
 ],
 "best": true,
 "score": 1.0,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/tigerless-labs-influencer-discovery/build-creator-shortlist-for-topic/",
 "md": "https://dedupedai.com/use-cases/tigerless-labs-influencer-discovery/build-creator-shortlist-for-topic/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/tigerless-labs-influencer-discovery--build-creator-shortlist-for-topic.json",
 "api_version": "v1"
}