Is the ironharness MCP server actively maintained?

The ironharness MCP server was last committed 1mo ago and has 0 contributors. Issue health: 50% of issues resolved. AgentRank freshness score reflects real-time maintenance activity.

ironharness MCP Server

Name: cezman/ironharness
Rating: 3.1 (1 reviews)
Author: cezman

cezman/ironharness

Score: 51.8 Rank #15827 MCP Server

[![AgentRank](https://agentrank-ai.com/api/v1/badge/cezman--ironharness)](https://agentrank-ai.com/tool/cezman--ironharness/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge)

Are you the maintainer of cezman/ironharness? Claim this listing →

Safe I/O harness for LLM agents: serial, Modbus TCP, MQTT, file sandbox and ESP32 flashing behind an MCP server, with a JSONL audit journal - plus ironbench, a pass@k benchmark for firmware agents on Wokwi/Renode/real hardware.

Add AgentRank to Claude Code Discover and compare tools like cezman/ironharness — your AI finds the right one automatically

Get API Access →

claude mcp add agentrank -- npx -y agentrank-mcp-server

Overview

cezman/ironharness is a Python MCP server licensed under MIT. Safe I/O harness for LLM agents: serial, Modbus TCP, MQTT, file sandbox and ESP32 flashing behind an MCP server, with a JSONL audit journal - plus ironbench, a pass@k benchmark for firmware agents on Wokwi/Renode/real hardware.

Ranked #15827 out of 24846 indexed tools.

Ecosystem

Python MIT

Score Breakdown

Stars 15% 2

2 stars → early stage

Freshness 25% 1mo ago

Last commit 1mo ago → moderate activity

Issue Health 25% 50%

No issues filed → no history to score

Contributors 10% 0

0 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A

PyPI Downloads N/A

Forks 0

Description Detailed

License MIT

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

Freshness high impact

Last commit was 47 days ago — a recent commit would boost your freshness score

Contributors medium impact

Single-contributor projects carry bus-factor risk — welcoming contributors boosts confidence

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

Badge all embed codes →

Markdown

[![AgentRank](https://agentrank-ai.com/api/v1/badge/cezman--ironharness)](https://agentrank-ai.com/tool/cezman--ironharness/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge)

HTML

<a href="https://agentrank-ai.com/tool/cezman--ironharness/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge"><img src="https://agentrank-ai.com/api/v1/badge/cezman--ironharness" alt="AgentRank"></a>

Embed Widget docs →

HTML

<script src="https://agentrank-ai.com/embed.js" data-tool="cezman/ironharness"></script>

Details

Stars: 2
Forks: 0
Open Issues: 0
Closed Issues: 0
Contributors: 0
Dependents: —
Language: Python
License: MIT
Last Commit: 1mo ago

Matched Queries

"mcp server""mcp-server"topic:mcptopic:mcp-server

See alternatives to cezman/ironharness → Browse mcp-server category → Best MCP Server MCP servers → Compare cezman/ironharness → How to Build an MCP Server in 2026 →MCP Server Comparison: Top 10 Head-to-Head →

View on GitHub →