# Entity Enricher

> Entity Enricher — ai-entityenricher-enricher. Use this tool when you need to enhance and expand entity data with relevant information, solving problems of incomplete or inaccurate data. It provides multi-LLM entity enrichment capabilities, accepting single or batch inputs and generating enriched outputs through schema-based fusion and model benchmarking. Ideal for use cases requiring comprehensive and accurate entity data, such as data integration, knowledge graph construction, and entity recognition tasks.

Canonical page: https://skillsregistry.net/skills/ai-entityenricher-enricher  
JSON: https://api.skillsregistry.net/v1/skills/ai-entityenricher-enricher

## Description

Multi-LLM entity enrichment: schemas, single/batch enrichment, fusion, model benchmarks.

## Trust

- **Trust score (0–1):** 0.80
- **Verification tier:** scanned
- **Last scanned:** 2026-09-03

## Facts

- **Version:** 2.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-03

## Source

- **Source listing:** [MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/ai.entityenricher%2Fenricher)
- **Repository:** <https://github.com/TOT-Concept/mcp-server-entity-enricher>

## Use it

MCP endpoint published by the skill: `https://entityenricher.ai/api/mcp/`

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": "ai-entityenricher-enricher"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/ai-entityenricher-enricher` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/ai-entityenricher-enricher/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