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MCP service that gives AI agents self-awareness about their cognitive state.
Every long-running AI agent suffers from context rot — measurable performance degradation as the context window fills up. Research from Chroma, Stanford ("lost-in-the-middle"), and Redis confirms this is the #1 practical failure mode in production agent systems.
An agent experiencing context rot doesn't know it's degrading — it just starts making worse decisions. This tool gives agents real-time visibility into their own cognitive health.
- Health score (0–100) based on token utilization, retrieval accuracy, and session fatigue
- Model-specific degradation curves for 15+ curated models (Claude, GPT, Gemini, o-series)
- Auto-resolves any HuggingFace model — pass a repo ID like
meta-llama/Llama-3.1-70Band the context window is detected automatically, with results cached in SQLite - Lost-in-the-middle risk scoring based on Stanford research
- Tool-call burden and session fatigue analysis
- Actionable recovery recommendations — compact context, offload to memory, checkpoint, break into subtasks
- Per-agent health history tracking (SQLite)
- Service-wide utilization statistics
Works with Claude (desktop and mobile), Cursor, Windsurf, VS Code, and any MCP-compatible AI app.
Category: Developer Tools
Don't lose this
Three weeks from now, you'll want context-rot-detection again. Will you remember where to find it?
Save it to your library and the next time you need context-rot-detection, it’s one tap away — from any AI app you use. Group it into a bench with the rest of the team for that kind of task and you can pull the whole stack at once.
⚡ Pro tip for geeks: add a-gnt 🤵🏻♂️ as a custom connector in Claude or a custom GPT in ChatGPT — one click and your library is right there in the chat. Or, if you’re in an editor, install the a-gnt MCP server and say “use my [bench name]” in Claude Code, Cursor, VS Code, or Windsurf.
a-gnt's Take
Our honest review
This plugs directly into your AI and gives it new abilities it didn't have before. context-rot-detection. Once connected, just ask your AI to use it. It's completely free and works across most major AI apps. This one just landed in the catalog — worth trying while it's fresh.
Tips for getting started
Tap "Get" above, pick your AI app, and follow the steps. Most installs take under 30 seconds.
What's New
Imported from awesome:punkpeye/awesome-mcp-servers
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