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ai Productivity
High-speed intake for shaping vague prompts, triaging complex tasks, and compressing context for efficient execution.
Free
ai-productivity
Example session with this skill installed
I'm seeing some weird intermittent timeouts on the API. Can you look through these logs and help me find out why the auth-service might be failing?
- Read your context and instructions
- Compiled the ai-productivity
Rewritten Prompt
Context: Debugging intermittent API timeout.
Goal: Identify root cause in logs.
Constraints: Focus on 'auth-service' headers.
Success Criteria: List of 3 likely failure points with timestamps.
Output format: Technical bulleted list.
Connects securely to your tools. The creator never sees your data.
About this skill
What it does
The AI Productivity skill acts as a high-performance intake layer for your agentic workflows. It identifies and resolves common execution bottlenecks before they waste tokens or time: vague prompts, overwhelming context "bloat," and high-risk ambiguous requests. Instead of diving blindly into a task, this skill triages the work, compresses relevant data, or rewrites instructions into actionable prompts.
Why use this skill
Prompting an AI is easy; getting a complex agent to execute a multi-step task without drifting is hard. This skill is better than manual prompting because it applies consistent logic to "shape" a request. It prevents the "walls of text" problem by extracting only pertinent facts and decisions, and it stops execution errors by forcing success criteria on vague goals. It ensures that when a task is handed off to specialized tools or other agents, they receive a high-signal, low-noise brief.
Supported workflows
- Request Triage: Scopes risky or broad tasks before execution starts.
- Context Compression: Distills long session logs into facts, decisions, and next steps.
- Lightweight Rewriting: Converts "fuzzy" ideas into structured prompts with clear constraints.
- Agent Handoffs: Generates standardized briefs for multi-agent systems via the multi-agent-coordinator.
The Output
Depending on the input, you receive a direct answer, a structured internal brief (Summary, Decisions, Open Questions), or a refined prompt ready for immediate execution, complete with success criteria and formatting rules.
- Not a replacement for complex project management or deep prompt engineering.
- May overlook subtle nuances if context compression is applied too aggressively to technical data.
How to use
- 1
Connect your agent to the Agensi MCP
Copy the prompt and paste it into Claude, ChatGPT, Cursor or any agent that supports MCP. It sets up the connection for you. Manual setup
- 2
Sign in to Agensi
Your agent shows a sign-in link. Sign in and click Allow.
- 3
Ask for what you need
Your agent loads this skill and uses it on your task. It always asks before any payment.
Reviews
This skill has been used 177 times.
Trust & safety
Security scan
Security scan passed 7 months ago
- Free with an Agensi account
Permissions
No special permissions declared or detected