Niche Signal Tracker
A real-time monitoring agent that watches a single hyper-specific topic, source, or signal stream and pushes only genuinely new items to your messaging channel of choice. On every run it queries the configured data source for items inside a rolling lookback window, deduplicates against a persistent seen-items table, applies a relevance filter against the topic description, formats matches into a compact summary, and delivers them to the destination channel. When no new signals exist, the agent finishes silently rather than flooding the channel with empty status pings. Best for narrow, jargon-heavy beats where mainstream feeds are too noisy and missing a signal has a real cost.
Agent snapshot
Built for other work, not a generic template.
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runs observed
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community clones
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integrations used
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labels matched
Sample input
Build an agent to niche Signal Tracker. Use Gmail and Google Sheets. Focus on watch things. Return a ready-to-review result after each run.
Sample output
Every 15 minutes, scans the open web for new AI industry news and product launches, dedupes against the past 7 days, and posts a tight bullet summary to your Slack channel — silent when nothing new appears.
What this agent automates
This run includes 7 concrete steps from the published agent data.
Load run_state, seen_items (last 500), and compute the lookback cutoff from current time
Fetch candidate items from the chosen data source within the lookback window
Filter by topic relevance using an LLM judge with the topic description
Drop any items whose stable id already exists in seen_items
Format surviving items into the chosen output format with the configured header
Send the message to the chosen delivery channel; if no items survived, finish silently
Integrations used
Niche Signal Tracker connects Gmail and Google Sheets.
Gmail
Connected in this agent
Google Sheets
Connected in this agent
Clone Niche Signal Tracker
Start from the exact agent behind this page, then adapt the prompt, apps, and review steps to your other workflow.
Plans start at €20/mo