Replace SubSignal?
NOT REALLY · don't botherDo not mistake the loop for the product. Polling subreddits and asking a model "is this a buying signal?" is an evening, and it is also the part that does not matter. What makes this useful is the accumulated archive behind it: years of threads at a scale you cannot backfill, which is what lets it tell a recurring complaint from a one-off and rank a lead against everything already seen. Your build starts empty on day one and stays empty, because Reddit will not sell you the past. That is a data problem, not a code problem.
Build a Reddit buying-signal monitor inspired by SubSignal. Use exactly this stack: Node.js 22 + TypeScript + SQLite. Primary job: on a schedule, fetch new posts and comments from a configured list of subreddits, ask one language model whether each one describes a problem the user's product solves, and deliver the matches to Slack or email with a link and a one-line reason. Start from an empty folder and create the complete working project. Use the official Reddit API with credentials from .env and respect its rate limits and terms of use; never scrape around them. Store every item you have seen in SQLite so the same thread is never delivered twice, including across restarts. Let the user describe their product in plain language in a config file, and build the classification prompt from that rather than from a hardcoded keyword list. Score each match and let the user set a threshold, so the digest can be tightened without code changes. Send a digest rather than one alert per hit, and make the schedule configurable. Alert the user when a run fails or returns nothing for several consecutive runs - a silent crawler is the main failure mode of this kind of tool. Put every secret in .env and provide .env.example. Deliberately exclude these paid-product advantages: a curated subreddit and keyword set, accumulated cross-customer history, managed uptime. Do not fake integrations, deliverability or data you do not have. Write unit tests for deduplication and scoring, and one end-to-end smoke test against recorded fixtures rather than the live API. Create a README with setup, Reddit API terms, cost estimate, architecture and limitations. Run the tests and build before finishing, then fix what fails.
$ open in your agent (prompt prefilled, you press enter) or copy it raw
Because relevance comes from history. Judging a single post in isolation is what a prompt does; knowing that this complaint has surfaced eleven times this quarter and twice from the same team requires an archive. You can start collecting today and be useful in a year, or pay for the year someone else already spent.
xa historical archive you cannot backfill from the live API
xranking a lead against everything seen before, instead of judging it alone
xa curated subreddit and keyword set you did not have to discover
xdeduplication and history across runs
xsomeone tracking Reddit API terms and rate-limit changes for you
What does the SubSignal verdict mean?
The directory does not recommend replacing this one from a prompt. The moat is a years-deep Reddit archive you cannot backfill from the live API. Read the breakdown above.
What price does this directory record show for SubSignal?
SubSignal's pricing is usage-based or varies by plan. the product advertises a paid plan but published no pricing page when checked on 2026-08-03 · recheck before quoting a number.
What do I lose by replacing SubSignal?
Honestly: a historical archive you cannot backfill from the live API; ranking a lead against everything seen before, instead of judging it alone; a curated subreddit and keyword set you did not have to discover; deduplication and history across runs; someone tracking Reddit API terms and rate-limit changes for you. If any of those are load-bearing for you, keep paying.
Is there an open-source alternative to SubSignal?
The listed prior art includes PRAW (Python Reddit API wrapper; the standard way to poll subreddits.), Huginn (Self-hosted agents that watch feeds and act on events.), changedetection.io (Self-hosted change monitoring with notifications.). Inspect those projects before starting from a blank prompt.