# mcp-semantic-search

> mcp-semantic-search — lemuelflores-spec-search-mcp. Use this tool when you need to find relevant information in markdown specs, RFCs, and docs based on meaning rather than exact keywords. It solves problems of inefficient information retrieval and knowledge discovery by enabling semantic search over local documents. The tool takes in natural language queries as input and outputs relevant documents or excerpts, making it ideal for use cases where AI agents require accurate and contextual information retrieval.

Canonical page: https://skillsregistry.net/skills/lemuelflores-spec-search-mcp  
JSON: https://api.skillsregistry.net/v1/skills/lemuelflores-spec-search-mcp

## Description

Enables semantic search over local markdown specs, RFCs, and docs using Ollama and LanceDB, allowing AI agents to find relevant information by meaning rather than exact keywords.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-08-29

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-08-29

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/yl77gc0r9s)
- **Repository:** <https://github.com/lemuelflores/spec-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": "lemuelflores-spec-search-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/lemuelflores-spec-search-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/lemuelflores-spec-search-mcp/pull`

---
SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt