# TheMCPCompany

> Use this tool when you need to benchmark and evaluate the performance of AI agents in complex enterprise workflows, or to compare the capabilities of browser-based and tool-based agents. It provides a comprehensive research environment with over 18,000 tools, transforming REST APIs into MCP servers for services like GitLab and Azure. Ideal for academic research, it enables the assessment of agent reasoning, tool retrieval effectiveness, and LLM tool-calling performance in real-world scenarios.

Canonical page: https://skillsregistry.net/skills/reza-esfandiarpoor-themcpcompany  
JSON: https://api.skillsregistry.net/v1/skills/reza-esfandiarpoor-themcpcompany

## Description

TheMCPCompany is a research benchmark implementation that creates MCP servers for real-world enterprise services including GitLab, Plane, RocketChat, ownCloud, and Azure, providing over 18,000 tools for evaluating tool-calling agents. Built by researchers at BatsResearch, it transforms REST APIs into MCP servers using FastMCP and includes both oracle tool selection and retrieval-based tool discovery mechanisms. The implementation features Docker containerization, dynamic authentication handling, OpenAPI spec processing with regex fixes and schema validation, and specialized wrappers for Azure services that dynamically update base URLs. Designed for academic research on agent capabilities, it enables comparison between browser-based and tool-based agents across complex enterprise workflows, making it useful for benchmarking LLM tool-calling performance, studying tool retrieval effectiveness, and evaluating agent reasoning in multi-service environments.

## 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:** database
- **Updated:** 2026-04-25

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/reza-esfandiarpoor-themcpcompany)
- **Repository:** <https://github.com/reza-esfandiarpoor/the-mcp-company>

## 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": "reza-esfandiarpoor-themcpcompany"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/reza-esfandiarpoor-themcpcompany` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/reza-esfandiarpoor-themcpcompany/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