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Public data intelligence, sold as source

Structure public data.
You own the source.

Three production-grade tools for public-data research and owned workflows: Meta Ad Library research, professional-network operations, and Etsy listing operations. Buy the code, run it on your infrastructure, and keep the logs.

Get the source See the tools
Fields per ad
60+
Workflow actions
103+
Etsy pipeline
4 stages

Three tools. One standard of craft.

Each is sold as source you own outright, built for structured exports, authorized workflows, and auditable logs. Buy one, or all three.

FB public ad research

Meta Ad Library research console

A Python engine for working with public Meta Ad Library data: structured ad records, creative references, advertiser details, run dates, platform signals, and transparency fields where available. Every export is designed for research workflows and provenance review.

  • Research throughput ~1,000 public ad records in about 3 minutes in local tests. Larger runs can be split into controlled date windows.
  • 60+ fields per ad IDs, advertiser, creative copy, CTA, media references, platforms, run dates, plus public political and EU transparency data when available.
  • Structured output + provenance JSON, CSV, JSONL, or ZIP, with a SQLite or Postgres query store. Every row carries its source and capture time.
1,000 public ad records in ~3 min
Get the source
output.json 5 of 1,000 · streaming
archive_id page_name platforms active cta_type
72044…931 Northwind Co. fb · ig ✓ SHOP_NOW
88120…204 Lumen Labs fb ✓ SIGN_UP
41992…087 Atlas Outdoor ig · fb ✗ LEARN_MORE
50713…556 Pry Coffee fb · ig ✓ ORDER_NOW
63388…712 Vela Studio ig ✓ BOOK_NOW
✓ 1,000 public ad records · ~3m18s 60+ fields · source + captured_at
WF authorized workflows · mcp

Professional-network workflow kit

A CLI and MCP interface for teams that want programmable, human-governed workflows inside accounts they control. The tool is designed for internal operations, reviewable execution, and conservative usage limits.

  • Agent-native (MCP) 11 MCP tools wrap the same runner the CLI uses, so Claude, Cursor, Windsurf, or your own stdio client can request reviewed workflow steps.
  • 103 actions, 11 categories Operational categories include jobs, profile maintenance, feed review, notifications, organization, and network administration.
  • Governed by design Warm-up ramps, daily limits, and backoff keep usage conservative. Buyers are responsible for platform terms, account permissions, and local rules.
103 workflow actions · 11 MCP tools
Get the source
mcp · workflows client connected

11 MCP tools · 103 actions

  • jobs 30 actions
  • inbox 21 actions
  • profile 14 actions
  • settings 8 actions
  • feed 7 actions
  • notifications 5 actions
  • + 5 more categories 18 actions
usage controls · warm-up ramp built in daily limits · backoff
ET listings · operations

Etsy operations kit

A Python CLI for Etsy digital-download sellers: pull your shop and listing analytics from your logged-in session, assemble a complete listing from JSON and local assets, and publish it behind a human-review gate.

  • Your seller analytics Shop summary, traffic, per-listing stats, Etsy Ads history, and keyword facets, straight from your authenticated session.
  • Draft to published Validates a listing JSON, uploads images, files, and video, builds the editor payload, and creates the draft.
  • Human-gated publish Creates drafts by default; going live takes an explicit command, so nothing publishes without your review.
4 stages analyze · build · publish · track
Get the source
etsy · pipeline running
  1. 01
    Analyze seller data

    shop, traffic, per-listing & ad stats from your session

  2. 02
    Build draft full listing

    validate JSON, upload images, files, video

  3. 03
    Publish human-gated

    create draft, human-review gate, then go live

  4. 04
    Track ads + stats

    Etsy Ads stats and listing performance

analyze → build → publish → track human-gated

You own it, not rent it

These tools ship as source. No subscription gate between you and the capability, no vendor deciding your limits.

  1. Buy

    Get the source

    Purchase the tool. You receive the full repository, setup docs, and update access.

  2. Run

    Run it yourself

    Drop in your credentials and run locally or on your own infra. No platform lock-in, no per-row billing.

  3. Extend

    Make it yours

    Read it, fork it, wire it into your stack. Schema, rate limits, and outputs are yours to change.

Data you can stand behind

You hold the keys and the logs

Many data tools make provenance hard to explain. These log it. Compliance posture you can hand to legal, security, and procurement.

Ask about compliance & licensing
Public sources, authorized sessions
The Ad Library tool works with public, login-free transparency data. Workflow tools act only through accounts and sessions the buyer is authorized to use. No bundled credentials, no resold access.
Provenance on every export
Ad records carry their source and capture timestamp, and each run writes a manifest, so an export holds up when procurement or legal asks where it came from.
Conservative usage controls
Workflow tools ship with warm-up ramps, daily limits, and backoff built in. Buyers set their own policies and must follow applicable platform terms and local rules.
Yours to govern
You run the code on your own infrastructure, with accounts and keys you are authorized to use. Nothing phones home. Platform terms, permissions, and legal review remain buyer responsibilities.

Get the source

Own the tools your competitors rent

A one-time license for a single buyer or business. You own the source, modify it, and run it internally. You bring the authorized accounts, platform permissions, and API keys.

Flagship

Meta Ad Library research console

Public ad data, structured for research.

$3,000

  • Full Python + React source
  • 60+ public ad fields; JSON, CSV, SQL out
  • FastAPI job API + React console included
  • 3–5 days of handoff support
Get the source

Professional-network workflow kit

103 governed workflow actions.

$1,499

  • CLI + MCP server source
  • 103 workflow actions · 11 MCP tools
  • License gate + conservative usage limits
  • Setup call + 6 months of updates
Get the source

Etsy operations kit

Seller analytics to published listings.

$699

  • Full Python CLI source
  • Analyze, build, publish, human-gated
  • Runs on your own seller session
  • 7 days setup help + 30 days of fixes
Get the source

Beyond the source

Keep it running

Platforms change without notice. A maintenance retainer keeps your copy working: source updates, regression checks, and usage-policy reviews.

Talk to us

Or have us run it

Managed public-data research feeds, team licensing for workflow tools, or done-for-you listings and SEO for Etsy. Priced per engagement.

Talk to us

You get a private repo or zip with code, docs, and tests. Agency and white-label licensing available on request. Source resale and redistribution are not included by default.