SIGNALTALLY / AGENT KITS / 03
Bring theme fit, payment evidence and popularity into your agent’s next account brief. Start with a real public observation and a reason your team can inspect.
Free starter code · Bring your own runtime · Licensed data when you scale
APP SALES & REVENUE TEAMS
Replace a generic introduction with a clear compatibility question, dated merchant context and a source your team can verify.
Inspect the starter →Real public observation · Nanit · replay: 13 Sep 2026
Preliminary evidence review · A technical audit requires additional validation.
Match a premium theme with Apple Pay detected in the supplied evidence.
Keep the observed rank and its separate date. Open the report to investigate its history.
Prepare an account brief with evidence, unknowns and a specific point for discovery.
FROM DOWNLOAD TO FIRST OUTPUT
Unzip the kit. Open a terminal beside the extracted folder.
Python 3.10+ must already be installed.
Python 3.10+ installed. Run the included case with no dependencies or network calls. The five-minute guide covers this local run.
cd signaltally-merchant-opportunity-brief
python3 run.py
# Open output/brief.md and output/evidence.jsonPython 3.10–3.13, a configured model and your Anthropic API key. The runner sends the selected evidence to your model provider; usage is billed by that provider.
cd signaltally-merchant-opportunity-brief
python3 -m venv .venv-langchain
.venv-langchain/bin/python -m pip install -r requirements-langchain.txt
# Set ANTHROPIC_API_KEY and SIGNALTALLY_MODEL in your environment.
.venv-langchain/bin/python run.py --runtime langchain --output output-langchainPython 3.10–3.13 and your configured Anthropic model. An analyst and a reviewer prepare a draft in sequence. Provider usage is separate.
cd signaltally-merchant-opportunity-brief
python3 -m venv .venv-crewai
.venv-crewai/bin/python -m pip install -r requirements-crewai.txt
# Set ANTHROPIC_API_KEY and SIGNALTALLY_MODEL in your environment.
.venv-crewai/bin/python run.py --runtime crewai --output output-crewaiGenerate a task prompt locally. Paste it into your own Viktor conversation for review. A Viktor account is required for execution; this is a task template, not an installed connector.
cd signaltally-merchant-opportunity-brief
python3 run.py --runtime viktor --output output-viktor
# Paste output-viktor/viktor-task.md into your Viktor conversation.Commands shown for macOS/Linux. On Windows use the virtual environment’s Scripts/python.exe. Run each framework in its own environment. The README covers credentials, current-date checks and replaying the included case. Generated drafts stay separate from the original evidence.
The local runner reads the included evidence and writes a JSON record and Markdown brief on your device. Optional LangChain and CrewAI runs request a model-written draft. The Viktor option writes a prompt for you to paste into your own conversation.
Yes. Supply a JSON file matching the included schema with --input. Dated observations and freshness checks stay attached. Licensed SignalTally delivery is scoped separately; the kit’s input format is not a commercial API contract.
It prepares research for review. The runners have no email, merchant-editing or browsing tools. Your team decides what to validate and how to act on the brief.
The starter code, case data and setup guide. Full merchant audiences, refreshed intelligence and delivery are scoped under a paid plan. Model provider usage and Viktor access are separate.
THE KIT IS YOUR STARTING POINT
Put licensed commerce intelligence behind your workflow.
Agency · $2,000/month. Audience, refresh and delivery agreed before activation.