# Document Retrieval MCP Server

> Use this tool when you need to efficiently search and retrieve relevant document content based on semantic similarity. It solves problems of information retrieval and document analysis by providing fast and accurate search capabilities without requiring new embedding generation. The tool takes in query text as input and outputs relevant document chunks from a Supabase vector database.

Canonical page: https://skillsregistry.net/skills/pramod-potti-krishnan-retriever-mcp  
JSON: https://api.skillsregistry.net/v1/skills/pramod-potti-krishnan-retriever-mcp

## Description

Enables AI agents to search and retrieve relevant document content from existing embeddings stored in Supabase vector database. Provides semantic search capabilities to find document chunks based on similarity to query text without generating new embeddings.

## Trust

- **Trust score (0–1):** 0.68
- **Verification tier:** scanned
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** database
- **Updated:** 2026-09-28

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/cqq8z4l5ee)
- **Repository:** <https://github.com/Pramod-Potti-Krishnan/retriever_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": "pramod-potti-krishnan-retriever-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/pramod-potti-krishnan-retriever-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/pramod-potti-krishnan-retriever-mcp/pull`

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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