# Meilisearch Hybrid Search

> Use this tool when you need to perform nuanced document searches that combine semantic and keyword-based querying, and require fine-grained control over search results. It solves problems of inaccurate or incomplete search results by allowing adjustable weighting between semantic and keyword searches, and supports filtering by document attributes. Ideal for applications requiring advanced document retrieval, it takes in search queries and parameter adjustments, and outputs relevant documents from Meilisearch indexes.

Canonical page: https://skillsregistry.net/skills/miiton-meilisearch-hybrid-search  
JSON: https://api.skillsregistry.net/v1/skills/miiton-meilisearch-hybrid-search

## Description

Meilisearch Hybrid Search MCP Server provides a bridge between AI assistants and Meilisearch's hybrid search capabilities, enabling semantic and keyword-based document searches with adjustable weighting. Built in Go, it allows users to fine-tune search results by setting a semantic ratio (from pure keyword to pure semantic search) and supports filtering by document attributes. The server includes helpful prompts for guiding users on parameter adjustment and offers detailed documentation on search optimization, making it particularly valuable for applications requiring nuanced document retrieval from Meilisearch indexes.

## Trust

- **Trust score (0–1):** 0.50
- **Verification tier:** unverified

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-04-25

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/miiton-meilisearch-hybrid-search)
- **Repository:** <https://github.com/miiton/meilisearch-hybrid-search-mcp>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "miiton-meilisearch-hybrid-search"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/miiton-meilisearch-hybrid-search` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/miiton-meilisearch-hybrid-search/pull`

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