Engagement booster
SocialForge — 17 open-source Claude skills that turn any capable model into an AI social-media growth agency: competitor analysis, hooks, viral scripts, repurposing, trends, engagement, and an orchestrator. MIT.
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What its author says it does
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Engineers the engagement signal algorithms reward — comments, replies, saves, shares, and DMs — instead of chasing raw reach. Produces a per-post engagement playbook plus reusable reply and DM templates covering first-hour tactics, reply strategies that grow reach, low-friction CTAs, and community rituals. Use when the user wants more comments, a reply strategy, a DM flow, or community-building. Trigger on engagement, comments, replies, DMs, community, "boost engagement", "get more comments", "reply strategy". Works with any capable model.
SKILL.md
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Engagement Booster
Algorithms rank content by the engagement it provokes in the first minutes, and every reply, save, and DM is a vote that widens distribution — so treat each post as the opening move of a conversation, not a broadcast. The highest-leverage work happens AFTER you hit publish: the first hour of replies, the discussion you deliberately seed, and the follow-up in DMs. Optimize for comments and saves (the strongest signals) over likes, engineer low-friction ways for people to participate, and turn one-time engagers into a community through repeatable rituals.
1. First-hour tactics (the golden window)
- Be present at publish. Post when your audience is active, then stay for 60 minutes. Early velocity of comments is what triggers the algorithm to expand reach.
- Reply to every comment within minutes, and make replies substantive — a question back, not just "thanks." Each reply is a fresh comment that boosts the count and pulls the commenter back for a second interaction.
- Seed a discussion-starter comment yourself in the first minute: pin a spicy question, a "hot take: ___, agree?", or the #1 objection people will have. This gives lurkers a low-stakes entry point.
- Bake comment-bait into the post. End with a specific, easy question ("A or B?", "what's your #1 ___?") or a fill-in-the-blank. Vague "thoughts?" underperforms concrete binary/list prompts.
2. Reply strategies that grow reach
- Add value, don't just acknowledge. Answer with a bonus tip or resource so the reply is worth reading — screenshotting-worthy replies get shared.
- Always end with a follow-up question to keep the thread alive; longer threads = more signal.
- Pin your best comment (a great question or your seeded starter) to steer the conversation and lift its visibility.
- Reward good comments publicly — heart them, reply with genuine praise, or feature them. This trains your audience that commenting gets noticed, so they do it more.
- Turn objections into content. A recurring question in replies is your next post; tell them so ("great Q — full post coming").
3. DM flows & low-friction CTAs
- Welcome DM: thank new followers, give one piece of value, ask one light question. NO pitch. Goal is a reply, which opens the messaging relationship.
- Keyword-to-DM: "Comment WORD and I'll send you the [guide]." This spikes comments AND opens DMs at scale. Deliver value first; soft offer only after 2–3 friendly exchanges.
- Participation mechanics: polls, "this or that", quizzes, and "rate 1–10" ask for a tap, not an essay — the lowest-friction engagement. Rotate them in weekly.
- CTA ladder by effort: like → save → poll tap → comment a word → thoughtful comment → share → DM. Ask for one rung, not the whole ladder.
Output template
POST: <topic/link>
IN-POST COMMENT-BAIT: "<specific question or fill-in-the-blank>"
SEEDED FIRST COMMENT (post yourself, minute 1): "<hot take / question>"
FIRST-HOUR CHECKLIST:
- [ ] Reply to every comment <5 min, each ends with a question
- [ ] Pin best comment: "<which>"
- [ ] Heart + reply to top 3 commenters
CTA THIS POST: "<one ask — e.g. Comment 'GROW' for the checklist>"
REPLY TEMPLATES:
- Value add: "Great point — plus [bonus tip]. Have you tried [X]?"
- Objection: "Fair! The reason is [why]. What's stopped you so far?"
- Praise: "This comment is gold 🙌 [restate their insight]."
DM FLOW:
- Welcome: "Thanks for following! [one tip]. What are you working on right now?"
- Keyword: "Sent! While you're here — what's your biggest struggle with [topic]?"
COMMUNITY RITUAL: <weekly series / recurring format / shout-out day>
Platform variants
- Instagram/Threads: keyword-to-DM automation, polls/questions in Stories, reply to comments with a Reel.
- LinkedIn: thoughtful questions + reply to every comment in the first hour; dwell time and comments drive reach. Avoid outbound links in-post.
- X/Twitter: reply speed and quote-replies; ask binary questions; the reply guy strategy under bigger accounts.
- YouTube: pin a question comment, heart early comments, reply to build a thread under the video.
- TikTok: reply to comments WITH a video (huge reach unlock); ask a question in the caption.
Rules
- Engineer for comments, saves, and shares — not likes. They are the signals that move distribution.
- Show up in the first hour or don't post; the golden window is non-negotiable.
- Reply to every early comment, and every reply ends with a question. No dead-end "thanks."
- Give value in DMs before any ask — never pitch on the first message.
- One clear CTA per post, matched to the lowest-friction rung the audience will actually do.
- Build rituals (series, recurring formats, shout-outs) so engagement compounds instead of resetting each post.