Read the product, lock this round's traffic goal
Pulls positioning, target users, pain points and differentiators from your site and your own notes, then turns them into one measurable Reddit campaign.
PRODUCT TRUTHFROM PRODUCT TO DISTRIBUTION8TRAFFIC
Give it a web app.
Run a self-improving Reddit GTM.
Find the right communities, write posts that land, track real traffic — then let the next round get smarter on its own.
SUBREDDIT DISCOVERYPOST + COMMENTATTRIBUTIONADAPTIVE LOOP
CAMPAIGN OUTPUT
ONE INPUT / LEARNING LOOPPRODUCT INPUThttps://yourproduct.com
Goal: find the first people who genuinely need this product
01PRODUCTPositioning · ICP · Core valueBRIEF
02REDDITSubreddits · Live threads · Comment openingsLIVE
03WRITEPosts · Comments · RepliesDRAFT
04PUBLISHPublic receipt · Clicks · EngagementLIVE
05LEARNWinners · Avoid list · Next roundADAPT
DISCOVER → WRITE → PUBLISH → LEARN8TRAFFIC TRAFFIC BRAIN
ONE CAMPAIGNFrom opening to next-round strategy
01Web app as the input
06Every candidate community scored
03Reddit content types
01One Traffic Brain that keeps learning
REDDIT GTM LOOP
More than a tool that writes you a Reddit post
8traffic puts openings, content, traffic and review
into one learning loop.
Every public post leaves a result you can verify. Traffic Brain reads those results to decide where to go next, what to say, and which content format to use.
WHAT IT DOES
Find the subreddits and the discussions happening now
Not just a list of subreddits. It locates the actual threads and comment sections, decides whether a post, a comment or a reply fits, and hands you the angle.
LIVE OPPORTUNITIESWrite posts, comments and replies that read like a person
Every piece is bound to a specific community and conversation, goes through its own de-AI rewrite, then enters a publishing queue you can review.
POST · COMMENT · REPLYConfirm it really went public, then follow the traffic
Records the public link, the author and the final body, keeps re-reading post status, and attributes clicks, comments and vote changes back to the original campaign.
PUBLIC RECEIPT · CLICKSTraffic Brain lets results decide the next round
Compares how communities and content types actually performed, keeps the winners, avoids the dead ends, and generates the next Reddit round automatically.
LEARN · ADAPT · REPEATThe pages you will actually use
From finding openings to reviewing growth,
three screens run a full Reddit GTM round.
REDDIT OPPORTUNITY RADAR
First, find the conversation worth joining.
Communities, specific discussions, suggested actions and drafts on one page. Not vague subreddit suggestions — openings you can act on immediately.
- Candidate subreddits with community context
- Exact thread / comment-section URLs
- Post, comment and reply drafts
- Final versions after the de-AI rewrite
PRODUCT / AI WORKFLOW TOOLHigh-intent conversations first
Ranked by relevance, thread freshness and how much you can add
01
r/SaaSHow are you getting the first 100 users?
COMMENT9202
r/SideProjectWhat did you ship this week?
POST8603
r/startupsTools that actually save founders time
REPLY79OPEN DISCUSSION URLSGENERATE DRAFT →
REDDIT CONTENT STUDIO
A different move for every context.
Posts, comments and replies never share one template. Each is bound to a specific goal, product fact and angle, then rewritten separately to strip AI tells.
- Posts that read as community-native
- High-value comments under specific discussions
- Replies written for the asker's context
- De-AI checks and a final-version receipt
POSTWhat changed after
we stopped guessing
where users hang out
we stopped guessing
where users hang out
r/SideProject · FINAL
COMMUNITY POSTTITLE · BODY · TRACKED LINK
01CONTEXT
02VALUE
03PROOF
04QUESTION
COMMENT STRUCTURERELEVANT · SPECIFIC · HUMAN
DE-AI REWRITE PASSEDREADY FOR REVIEW →
TRAFFIC BRAIN
Let real results change the next round.
The system keeps re-reading public status, clicks and engagement, compares communities against content types, and produces a strategy the next round can execute directly.
- Public link and publishing identity re-verified
- Snapshots of clicks, votes and comment performance
- Winning communities and content types
- Avoid list and next-round recommendations
01
r/SaaSProblem-led comment
6 CLICKSEXPLOIT ↗02
r/SideProjectFounder story post
3 CLICKSKEEP ↗03
r/startupsTool-list reply
REMOVEDAVOID ↗04
NEXT ROUNDWinner: r/SaaS comment
READYCREATE ↗RESULTS BECOME STRATEGYCREATE NEXT ROUND →
WHY 8TRAFFICOrdinary tools hand you a block of copy.
Ordinary tools hand you a block of copy.
8traffic hands you a growth loop.
It wires “where to go, what to say, where the traffic came from, what to change next” into a single Reddit GTM workflow.
DimensionGeneric content generator8traffic
Starting point
One prompt
Product URL + this round's traffic goalOpenings
A list of popular subreddits
Community + specific discussion + suggested actionContent
One generic block of copy
Posts, comments and replies each adaptedAttribution
Ends the moment you publish
Public receipt + clicks + engagement snapshotsIteration
Guess again every round
Traffic Brain consumes results and adjusts the next roundONE INPUT, FIVE MOVES
From product URL to published results.
01INPUT
Submit your product URL and GTM goal
02DISCOVER
Find subreddits and specific discussion openings
03WRITE
Generate and de-AI the posts, comments and replies
04PUBLISH
Publish, then verify the public link and real traffic
05LEARN
Let Traffic Brain generate the next round
The loop is the product; the steps that make it up are installable skills
Every stage of the loop
ships as an open-source Agent Skill.
Install one, read the source, run it against your own account. The badge states evidence, not ambition: PROVEN LIVE means one real write to the real platform, with a receipt. DRY RUN means the write path is real code with real tests and no byte has ever reached the platform.
- 01PRODUCT
NOT SHIPPEDNo skill published for this stage. Reading the product and locking the round's traffic goal happens inside 8traffic only; this page will not list a repo that does not exist.
- 02REDDIT
reddit-scoutPROVEN LIVERanks candidate subreddits for a topic, then reads each community's own rules before recommending one. A promotion ban outranks a perfect topical fit — the verdict reads DO NOT POST. Research only; it never posts.
reddit-subreddit-personaDRY RUN ONLYMeasures a subreddit's aggregate register from top posts and comments, then lints a draft for copied phrasing with a salted 5-gram guard. It refuses to profile a named author, and has never made a live Reddit call.
- 03WRITE
reddit-voicePROVEN LIVESamples what a subreddit actually upvotes and reports the register — first-person rate, header rate, title length — with the raw samples attached. It will not compute an average for you to imitate.
- 04PUBLISH
reddit-postPROVEN LIVEPosts and comments through your own logged-in Chrome, then re-reads the thread to check AutoMod did not swallow it. An HTTP 200 is never mistaken for a post anyone can see. Every write is a dry run until --yes.
reddit-seoPROVEN LIVEClassifies a post as live, automod_filtered, not_indexable or removed, and reads the subreddit's gates before you spend a post on it. Anything other than live is treated as unpublished.
- 05LEARN
reddit-archivePROVEN LIVEDownloads a post with its whole comment tree, galleries and video with the audio merged back in, and emits a sha256 manifest recording per-file success so a partial capture is visible rather than silent.
skills-sh-growth-loopPROVEN LIVEPolls the public skills.sh API for index status, rank and observed installs, then renders a scorecard gated on the evidence behind it. Install telemetry is walled off from real user counts in code, not just in prose.
Adjacent channels — not part of the Reddit loop
youtube-shorts-publishDRY RUN ONLYInspects a local video, plans an exact upload, and publishes private-by-default through the official API. A real write needs --yes plus the plan ID you already read; a changed plan throws before OAuth is loaded.
tiktok-content-postingDRY RUN ONLYSends a video or photo carousel to your own authorized account through the official Content Posting API, draft by default. Inbox delivery is reported as action-required, never as publication.
reference-video-directorMEASUREMENT PROVENMeasures a local reference video with FFmpeg — duration, cut candidates, silence ratio — then schema-validates an agent's shot plan against that evidence, rejecting any finding that cites nothing.
START A CAMPAIGNHand your web app to 8traffic
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