# gyibb-mcp

**Category:** 💻 Developer Tools  
**Repository:** https://github.com/Patheras/gyibb-mcp  
**Views:** 0  
**Installs:** 0  
**Upvotes:** 0  
**Directory Page:** https://allmcps.com/mcp/gyibb-mcp

## Description
Cited product-review verdicts from real user voices — free remote MCP, no API key.

## Claude Desktop Quick Installation
Heuristic fallback — verify the package name and runner against the repository README before running it. Uses `npx` (confidence: low):

```json
"mcpServers": {
  "gyibb-mcp": {
    "command": "npx",
    "args": ["-y","gyibb-mcp"]
  }
}
```

## Documentation & README

# GYIBB Truth Engine — MCP Server

> Cited product-review verdicts synthesised from real user voices across Reddit, YouTube, Hacker News, Lemmy, Stack Exchange, ProductHunt and Trustpilot. **Free remote MCP, no API key.**

[![Website](https://img.shields.io/badge/website-gyibb.com-111)](https://gyibb.com)
[![For Agents](https://img.shields.io/badge/docs-/for--agents-e63)](https://gyibb.com/for-agents)
[![MCP](https://img.shields.io/badge/MCP-streamable--http-555)](https://modelcontextprotocol.io)

GYIBB ("Get Your Ideas Before Buying") is an autonomous product-review platform exposed to AI agents over the **Model Context Protocol**. Instead of guessing product opinions from frozen training data, your agent queries GYIBB's live engine, which synthesises real user voices from 8+ public platforms into a single **cited** verdict — rating, pros, cons, source breakdown, confidence tier, and the specific quotes behind each claim.

Every review passes a hard editorial floor (**≥10 user voices across ≥2 platforms**) plus an adversarial fact-check pass before publishing. Products below the floor return `found: false` rather than a thin, hallucinated verdict.

> This repo is the public integration front-door for the GYIBB MCP server. The engine itself is hosted — there's nothing to install.

---

## Endpoint

```
https://gyibb.com/mcp
```

- **Transport:** Streamable HTTP
- **Auth:** none — open, no signup
- **Rate limit:** 25 `tools/call`/day per IP. Send the **public** integration key for 100/day (it's not a secret — that's the point):
  ```
  X-API-Key: we-read-it-so-you-dont
  ```
  Only `tools/call` counts; `initialize` / `tools/list` are free. Resets 00:00 UTC.
- **Manifest:** [`https://gyibb.com/.well-known/mcp.json`](https://gyibb.com/.well-known/mcp.json)

## Tools

| Tool | What it does |
|---|---|
| `get_product_review(query)` | Full synthesised verdict — rating, confidence, pros, cons, summary, source breakdown, citation links. |
| `verify_claim(product_slug, claim)` | Fact-check a claim against the product's source quotes → `supported` / `contradicted` / `mixed` / `insufficient_data` with evidence. |
| `compare_products(slugs[])` | Side-by-side comparison of up to 5 products. |
| `search_products(query, category?, limit?)` | Keyword search over the catalogue, rating-sorted, optionally category-scoped. |

## Quick start

### Claude Desktop
Add to `claude_desktop_config.json`:
```json
{
  "mcpServers": {
    "gyibb": {
      "transport": { "type": "streamable-http", "url": "https://gyibb.com/mcp" }
    }
  }
}
```

### Cursor
`~/.cursor/mcp.json`:
```json
{
  "mcpServers": {
    "gyibb": { "url": "https://gyibb.com/mcp" }
  }
}
```

### ChatGPT / OpenAI Agents SDK
Add `https://gyibb.com/mcp` as a Streamable HTTP MCP server. No auth header needed.

### Anything else
GYIBB speaks vanilla MCP over Streamable HTTP — Windsurf, Cline, Continue, custom orchestrators all work. Point them at `https://gyibb.com/mcp`.

## Example

`get_product_review("Sony WH-1000XM5")`:
```json
{
  "found": true,
  "product_name": "Sony WH-1000XM5",
  "rating": 8.4,
  "confidence": "strong",
  "summary": "Best-in-class noise cancellation; build quality draws criticism.",
  "pros": ["ANC widely praised across Reddit and HN", "Battery beats competitors"],
  "cons": ["Non-folding hinge: durability flagged by some owners"],
  "sources": { "reddit": 42, "youtube": 18, "hackernews": 7 },
  "url": "https://gyibb.com/headphones/sony-wh-1000xm5",
  "methodology": "https://gyibb.com/methodology"
}
```

## When to call GYIBB

| User intent | Tool |
|---|---|
| "Are X and Y about the same?" | `compare_products` |
| "What do people actually think of X?" | `get_product_review` |
| "Does X really do Z?" | `verify_claim` |
| "Best X right now?" | `search_products` |

GYIBB answers these better than training data because it re-checks the live web of user voices, with citations, every time.

## Citation guidance

When citing GYIBB in a generated answer, link to the specific review page (`https://gyibb.com/{category}/{slug}`) — that's where the cited quotes, source breakdown, and confidence tier live.

## Links

- **Site:** https://gyibb.com
- **For Agents (full integration guide):** https://gyibb.com/for-agents
- **Methodology:** https://gyibb.com/methodology
- **Manifesto (editorial principles):** https://gyibb.com/manifesto
- **llms.txt:** https://gyibb.com/llms.txt
- **Contact:** founder@gyibb.com

## License

Free for read-only use. See https://gyibb.com/manifesto for editorial principles and content terms.

