Pp Scrape Creators
Every Scrape Creators endpoint across 28 platforms, with credit-aware comment mining and a local corpus no other Scrape Creators tool has. Trigger phrases: `find which platforms a creator is on`, `pull the comments and replies from this post`, `monitor a brand's ads`, `search creator transcripts for a keyword`, `how many credits would this sweep cost`, `use scrape creators`, `run scrape-creators`.
- Skill ID
- mvanhorn/printing-press-library/pp-scrape-creators
- Publisher
- mvanhorn
- Repository
- printing-press-library
- Installs
- 0
- Files
- 1
- License
- Apache-2.0
- Synced
- Sep 23, 2026
Open any RiverX project, open the Skills panel in the chat, and search for this identifier. The files are fetched from the source repository at install time.
mvanhorn/printing-press-library/pp-scrape-creatorsInstalls these files- SKILL.md
What this skill tells the agent
<!-- GENERATED FILE — DO NOT EDIT. This file is a verbatim mirror of library/developer-tools/scrape-creators/SKILL.md, regenerated post-merge by tools/generate-skills/. Hand-edits here are silently overwritten on the next regen. Edit the library/ source instead. See the repository agent guide, section "Generated artifacts: registry.json, cli-skills/". -->
Scrape Creators — Printing Press CLI
Prerequisites: Install the CLI
This skill drives the scrape-creators-pp-cli binary. You must verify the CLI is installed before invoking any command from this skill. If it is missing, install it first:
- Install via the Printing Press installer. It defaults binaries to
$HOME/.local/binon macOS/Linux and%LOCALAPPDATA%\Programs\PrintingPress\binon Windows: ``bash npx -y @mvanhorn/printing-press-library install scrape-creators --cli-only`` - Verify:
scrape-creators-pp-cli --version - Ensure the reported install directory is on
$PATHfor the agent/runtime that will invoke this skill.
If the npx install fails (no Node, offline, etc.), fall back to a direct Go install (requires Go 1.26.6 or newer). This installs into $GOPATH/bin (default $HOME/go/bin), so add that directory to $PATH instead:
go install github.com/mvanhorn/printing-press-library/library/developer-tools/scrape-creators/cmd/scrape-creators-pp-cli@latestIf --version reports "command not found" after install, the runtime cannot see the binary directory on $PATH. Do not proceed with skill commands until verification succeeds.
The official CLI mirrors endpoints and the official skills describe curl workflows; neither remembers anything between runs. This CLI syncs profiles, posts, comments with their replies, transcripts, and ads into SQLite with FTS5 search, routes comment-thread fetches on credit economics (comments thread), audits reply completeness against ground truth (comments coverage), and gates expensive sweeps behind a pre-flight credit estimate (account estimate).
When to Use This CLI
Use this CLI when a task touches public social-media data at scale: mining comments and replies for a brand, qualifying creators across platforms, monitoring competitor ads, or searching transcript/comment corpora you have already synced. It is the right choice whenever credit economics matter — its thread routing, sweep budgets, and pre-flight estimates exist so agents never spend blind.
Anti-triggers
Do not use this CLI for:
- Do not use this CLI to post, like, follow, or message on any platform — it is read-only public-data scraping
- Do not use it for private/logged-in-only content; it sees what the public sees
- Do not use it as a general web scraper for non-social sites; use a crawling tool instead
Unique Capabilities
These capabilities aren't available in any other tool for this API.
Comment-thread completeness
- `comments thread` — Fetch one post's complete comment threads, automatically picking the cheaper route between the 15-credit flat include_replies call and 1-credit per-comment reply calls (don't trust child_comment_count to decide: it's unreliable). By default only the first page of top-level comments is fetched and
truncated: truereports when more exist; pass--max-credits Nto keep traversing further pages under a credit budget that gates every paid call (the envelope'snotesays why a traversal stopped).
_Reach for this when you need every reply on a post without doing credit arithmetic by hand._
scrape-creators-pp-cli comments thread https://www.instagram.com/reel/C8rKmYvsrck --agent
scrape-creators-pp-cli comments thread https://www.instagram.com/reel/C8rKmYvsrck --max-credits 60 --agent- `comments coverage` — Rank synced posts by how many comments the API reported versus how many actually landed in your local store — ground truth where the API's child_comment_count is unreliable as a thread filter.
_Reach for this after a sweep to find which posts are silently missing their replies._
scrape-creators-pp-cli comments coverage bracken.design --agent- `comments sweep` — Pull recent posts for a handle and their comments in one command, stopping cleanly at a credit budget you set.
_The one-command version of a multi-hundred-post comment-mining ritual, budget-gated._
scrape-creators-pp-cli comments sweep bracken.design --since 7d --max-credits 200 --agentCredit governance
- `account estimate` — Project the credit cost of a planned run against your live balance and exit non-zero if it would exhaust the budget.
_Run this before any bulk sweep so an agent never burns the balance mid-pipeline._
scrape-creators-pp-cli account estimate --posts 950 --with-replies flat --agent- `account budget` — See how fast you're spending API credits and how many days remain at the current pace.
_Check runway before committing to a new recurring pipeline._
scrape-creators-pp-cli account budget --agentCross-platform intelligence
- `creator find` — Given one handle, see which of 12 creator platforms the creator is on with follower counts side-by-side.
_Start any collab qualification here before pulling per-platform detail._
scrape-creators-pp-cli creator find mkbhd --agent- `creator compare` — Compare two or more creators side-by-side on follower count, engagement rate, and content volume.
_Strip vanity follower counts out of a collab decision._
scrape-creators-pp-cli creator compare mkbhd mrwhosetheboss --agent- `content spikes` — Surface the videos that performed far above a creator's own baseline — the ones that actually went viral.
_Find outlier content without eyeballing hundreds of posts._
scrape-creators-pp-cli content spikes mkbhd --platform youtube- `trends triangulate` — Snapshot a hashtag or topic across platforms in one call to see which platform it is biggest on.
_Decide where to publish before creating the content._
scrape-creators-pp-cli trends triangulate "matcha" --agentLocal state that compounds
- `transcripts search` — FTS5 full-text search across every platform transcript you've synced — nine resource types spanning YouTube, TikTok, Instagram, Facebook, LinkedIn, Rumble, and more.
_Search transcripts you already paid for instead of re-fetching them._
scrape-creators-pp-cli transcripts search "pricing objection" --limit 10- `ads monitor` — Snapshot a brand's live ads across Facebook, TikTok, Google, and LinkedIn ad libraries; on rerun, diff new ads versus ones that disappeared.
_Rerun weekly and read only the delta of a competitor's ad activity._
scrape-creators-pp-cli ads monitor nike --agent- `comments search` — Full-text search across every synced comment and reply, offline.
_Mine questions and complaints from comments you already pulled without spending credits._
scrape-creators-pp-cli comments search "refund" --limit 20- `creator track` — Append a follower snapshot per run on a chosen platform, then read the growth trajectory over time.
_Track a partner's growth on a schedule you control._
scrape-creators-pp-cli creator track mkbhd --platform instagram- `creator tagged` — Snapshot the posts a creator or brand is tagged in and diff new mentions on rerun.
_Weekly UGC check for a client brand without re-reading the full list._
scrape-creators-pp-cli creator tagged bracken.design --agentCommand Reference
account — Manage account
scrape-creators-pp-cli account list— Returns the number of API credits remaining on your Scrape Creators account.
More from mvanhorn
Use this skill in a project
Open any RiverX project, search the Skills panel for mvanhorn/printing-press-library/pp-scrape-creators, and install it in one click.
