# Send Reddit Insights to your agent
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
## Fast path
- Download the package from Yavira.
- Extract it into a folder your agent can access.
- Paste one of the prompts below and point your agent at the extracted folder.
## Suggested prompts
### New install

```text
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.
```
### Upgrade existing

```text
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.
```
## Machine-readable fields
```json
{
  "schemaVersion": "1.0",
  "item": {
    "slug": "reddit-insights",
    "name": "Reddit Insights",
    "source": "tencent",
    "type": "skill",
    "category": "开发工具",
    "sourceUrl": "https://clawhub.ai/dowands/reddit-insights",
    "canonicalUrl": "https://clawhub.ai/dowands/reddit-insights",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadUrl": "/downloads/reddit-insights",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=reddit-insights",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "SKILL.md"
    ],
    "downloadMode": "redirect",
    "sourceHealth": {
      "source": "tencent",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-05-07T17:22:31.273Z",
      "expiresAt": "2026-05-14T17:22:31.273Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=afrexai-annual-report",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=afrexai-annual-report",
        "contentDisposition": "attachment; filename=\"afrexai-annual-report-1.0.0.zip\"",
        "redirectLocation": null,
        "bodySnippet": null
      },
      "scope": "source",
      "summary": "Source download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this source.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/reddit-insights"
    },
    "validation": {
      "installChecklist": [
        "Use the Yavira download entry.",
        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
      "postInstallChecks": [
        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
      ]
    }
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/reddit-insights",
    "downloadUrl": "https://openagent3.xyz/downloads/reddit-insights",
    "agentUrl": "https://openagent3.xyz/skills/reddit-insights/agent",
    "manifestUrl": "https://openagent3.xyz/skills/reddit-insights/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/reddit-insights/agent.md"
  }
}
```
## Documentation

### Reddit Insights MCP

Semantic search across millions of Reddit posts. Unlike keyword search, this understands intent and meaning.

### 1. Get API Key (free tier available)

Sign up at https://reddit-insights.com
Go to Settings → API
Copy your API key

### 2. Install MCP Server

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

### Available Tools

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

### Performance Notes

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

### Best Use Cases (Tested)

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

### ✅ Excellent Queries (relevance 0.70+)

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

### ✅ Good Queries (relevance 0.60-0.69)

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

### ❌ Weak Queries (avoid these patterns)

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

### Query Formula Cheat Sheet

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

### Response Fields

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"
}

### Tips

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

### Example Workflows

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
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: dowands
- Version: 1.2.0
## Source health
- Status: healthy
- Source download looks usable.
- Yavira can redirect you to the upstream package for this source.
- Health scope: source
- Reason: direct_download_ok
- Checked at: 2026-05-07T17:22:31.273Z
- Expires at: 2026-05-14T17:22:31.273Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/reddit-insights)
- [Send to Agent page](https://openagent3.xyz/skills/reddit-insights/agent)
- [JSON manifest](https://openagent3.xyz/skills/reddit-insights/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/reddit-insights/agent.md)
- [Download page](https://openagent3.xyz/downloads/reddit-insights)