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Delegate complex, long-running tasks to Manus AI agent for autonomous execution.
Passed 22 of 23 test cases with the skill, and 6 of 23 without it.
and 20 more in the full report
17 fixed6 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 17 test cases the skill fixed. Same model, same prompt, with and without the skill.
What environment variable must be set to authenticate requests against the Manus API, and what is the base URL for API requests?
| Checked | Without skill | With skill |
|---|---|---|
| Identifies MANUS_API_KEY as required environment variable | Passed | Passed |
| Identifies https://api.manus.ai as base URL | Missed | Passed |
The instructions your model reads when the skill loads.
Manus is an autonomous AI agent that handles complex tasks asynchronously. Particularly strong at deep research with parallel processing, web browsing, and generating comprehensive reports with data visualizations.
Effective research prompts are specific about scope, sources, and desired output:
Product comparison:
Find the best 4K monitors for Mac with Thunderbolt connectivity and 120Hz+ refresh rate.
Focus on BenQ, Samsung, Dell, LG. Only include models released in the last year.
Compare specs, prices, and Mac-specific features. Output a comparison table.
Stock/company analysis:
Analyze [TICKER] stock: company profile, recent performance, technical indicators,
valuation metrics, and insider activity. Include a price chart for the past year.
Market research:
Research the [industry] market: key players, market size, growth trends,
recent developments, and competitive landscape. Focus on [region/segment].
Competitive analysis:
Compare [Product A] vs [Product B] vs [Product C]: features, pricing,
user reviews, pros/cons. Create a decision matrix for [use case].
test cases passed, vs 6 / 23 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.