Requirements
- Target platform
- OpenClaw
- Install method
- Manual import
- Extraction
- Extract archive
- Prerequisites
- OpenClaw
- Primary doc
- SKILL.md
Search and analyze Reddit content using semantic AI search via reddit-insights.com MCP server. Use when you need to: (1) Find user pain points and frustrations for product ideas, (2) Discover niche markets or underserved needs, (3) Research what people really think about products/topics, (4) Find content inspiration from real discussions, (5) Analyze sentiment and trends on Reddit, (6) Validate business ideas with real user feedback. Triggers: reddit search, find pain points, market research, user feedback, what do people think about, reddit trends, niche discovery, product validation.
Search and analyze Reddit content using semantic AI search via reddit-insights.com MCP server. Use when you need to: (1) Find user pain points and frustrations for product ideas, (2) Discover niche markets or underserved needs, (3) Research what people really think about products/topics, (4) Find content inspiration from real discussions, (5) Analyze sentiment and trends on Reddit, (6) Validate business ideas with real user feedback. Triggers: reddit search, find pain points, market research, user feedback, what do people think about, reddit trends, niche discovery, product validation.
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.
I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.
Semantic search across millions of Reddit posts. Unlike keyword search, this understands intent and meaning.
Sign up at https://reddit-insights.com Go to Settings → API Copy your API key
For Claude Desktop - add to claude_desktop_config.json: { "mcpServers": { "reddit-insights": { "command": "npx", "args": ["-y", "reddit-insights-mcp"], "env": { "REDDIT_INSIGHTS_API_KEY": "your_api_key_here" } } } } For Clawdbot - add to config/mcporter.json: { "mcpServers": { "reddit-insights": { "command": "npx reddit-insights-mcp", "env": { "REDDIT_INSIGHTS_API_KEY": "your_api_key_here" } } } } Verify installation: mcporter list reddit-insights
ToolPurposeKey Paramsreddit_searchSemantic search across postsquery (natural language), limit (1-100)reddit_list_subredditsBrowse available subredditspage, limit, searchreddit_get_subredditGet subreddit details + recent postssubreddit (without r/)reddit_get_trendsGet trending topicsfilter (latest/today/week/month), category
Response time: 12-25 seconds (varies by query complexity) Simple queries: ~12-15s Complex semantic queries: ~17-20s Heavy load periods: up to 25s Best results: Specific products, emotional language, comparison questions Weaker results: Abstract concepts, non-English queries, generic business terms Sweet spot: Questions a real person would ask on Reddit
Use CaseEffectivenessWhyProduct comparisons (A vs B)⭐⭐⭐⭐⭐Reddit loves debatesTool/app recommendations⭐⭐⭐⭐⭐High-intent discussionsSide hustle/money topics⭐⭐⭐⭐⭐Engaged communitiesPain point discovery⭐⭐⭐⭐Emotional posts rank wellHealth questions⭐⭐⭐⭐Active health subredditsTechnical how-to⭐⭐⭐Better to search specific subredditsAbstract market research⭐⭐Too vague for semantic searchNon-English queries⭐Reddit is English-dominant
Product Comparisons (best results!): "Notion vs Obsidian for note taking which one should I use" → Relevance: 0.72-0.81 | Found: Detailed comparison discussions, user experiences "why I switched from Salesforce to HubSpot honest experience" → Relevance: 0.70-0.73 | Found: Migration stories, feature comparisons Side Hustle/Money Topics: "side hustle ideas that actually make money not scams" → Relevance: 0.70-0.77 | Found: Real experiences, specific suggestions Niche App Research: "daily horoscope apps which one is accurate and why" → Relevance: 0.67-0.72 | Found: App recommendations, feature requests
Pain Point Discovery: "I hate my current CRM it is so frustrating" → Relevance: 0.60-0.64 | Found: Specific CRM complaints, feature wishlists "cant sleep at night tried everything what actually works" → Relevance: 0.60-0.63 | Found: Sleep remedies discussions, medical advice seeking Tool Evaluation: "AI tools that actually save time not just hype" → Relevance: 0.64-0.65 | Found: Real productivity gains, tool recommendations
Too Abstract: "business opportunity growth potential" → Relevance: 0.52-0.58 | Returns unrelated generic posts Non-English: "学习编程最好的方法" (Chinese) → Relevance: 0.45-0.51 | Reddit is English-dominant, poor cross-lingual results
GoalPatternRelevanceCompare products"[Product A] vs [Product B] which should I use"0.70-0.81Find switchers"why I switched from [A] to [B]"0.70-0.73Money/hustle topics"[topic] that actually [works/makes money] not [scam/hype]"0.70-0.77App recommendations"[category] apps which one is [accurate/best] and why"0.67-0.72Pain points"I hate my current [tool] it is so [frustrating/slow]"0.60-0.64Solutions seeking"[problem] tried everything what actually works"0.60-0.63
Each result includes: title, content - Post text subreddit - Source community upvotes, comments - Engagement metrics relevance (0-1) - Semantic match score (0.5+ is good, 0.6+ is strong) sentiment - Discussion/Q&A/Story Sharing/Original Content/News url - Direct Reddit link Example response: { "id": "1oecf5e", "title": "Trying to solve the productivity stack problem", "content": "The perfect productivity app doesn't exist. No single app can do everything well, so we use a stack of apps. But this creates another problem: multi app fragmentation...", "subreddit": "productivityapps", "upvotes": 1, "comments": 0, "relevance": 0.631, "sentiment": "Discussion", "url": "https://reddit.com/r/productivityapps/comments/1oecf5e" }
Natural language works best - Ask questions like a human would Include context - "for small business" or "as a developer" improves results Combine emotion words - "frustrated", "love", "hate", "wish" find stronger opinions Filter by engagement - High upvotes/comments = validated pain points Check multiple subreddits - Same topic discussed differently in r/startups vs r/smallbusiness
Find SaaS opportunity: reddit_search: "frustrated with project management tools for remote teams" Filter results with high engagement Identify recurring complaints → product opportunity Validate idea: reddit_search: "[your product category] recommendations" See what alternatives people mention Note gaps in existing solutions Content research: reddit_get_subreddit: Get posts from target community reddit_search: Find specific questions/discussions Create content answering real user questions
Code helpers, APIs, CLIs, browser automation, testing, and developer operations.
Largest current source with strong distribution and engagement signals.