Google PageRank for AI agents. 25,000+ tools indexed.

perception-triage-agent MCP Server

knh4abt/perception-triage-agent

Score: 55.1 Rank #10045 MCP Server
[![AgentRank](https://agentrank-ai.com/api/v1/badge/knh4abt--perception-triage-agent)](https://agentrank-ai.com/tool/knh4abt--perception-triage-agent/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge)
Are you the maintainer of knh4abt/perception-triage-agent? Claim this listing →

Can an LLM agent correctly report where an object detector fails? YOLOv8n on 200 COCO street images, LangGraph agents read the metrics through MCP tools and write a failure report, and a Reviewer checks every claim against the numbers. Local Llama 3.1 8B via Ollama.

Add AgentRank to Claude Code Discover and compare tools like knh4abt/perception-triage-agent — your AI finds the right one automatically
Get API Access →
claude mcp add agentrank -- npx -y agentrank-mcp-server

Overview

knh4abt/perception-triage-agent is a Python tool licensed under MIT. Can an LLM agent correctly report where an object detector fails? YOLOv8n on 200 COCO street images, LangGraph agents read the metrics through MCP tools and write a failure report, and a Reviewer checks every claim against the numbers. Local Llama 3.1 8B via Ollama.

Ranked #10045 out of 24846 indexed tools.

Ecosystem

Python MIT

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 1

1 stars → early stage

Freshness 25% 8d ago

Last commit 8d ago → recently updated

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

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 →

AgentRank score for knh4abt/perception-triage-agent
[![AgentRank](https://agentrank-ai.com/api/v1/badge/knh4abt--perception-triage-agent)](https://agentrank-ai.com/tool/knh4abt--perception-triage-agent/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge)
<a href="https://agentrank-ai.com/tool/knh4abt--perception-triage-agent/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge"><img src="https://agentrank-ai.com/api/v1/badge/knh4abt--perception-triage-agent" alt="AgentRank"></a>

Embed Widget docs →

Embed a rich score widget on your site or blog.

<script src="https://agentrank-ai.com/embed.js" data-tool="knh4abt/perception-triage-agent"></script>

Matched Queries

topic:mcp

Get the weekly AgentRank digest

Top movers, new tools, ecosystem insights — straight to your inbox.