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- Message ID
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Explore
Find agent skills by outcome
120,664 skills indexed with the new KISS metadata standard.
Showing 24 of 120,664Categories: Productivity, General, Coding & Debugging, Creative, Data
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- User ID
user name
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- Examples: Use YYYY/MM/DD.
Respond True or False.
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- If the answer can be re-written in many formats
clearly specify the output format in the QUESTION
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- Questions may require specific output formats (datetime vs. epoch time
JSON vs. MARKDOWN)
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- Ensure that despite AMBIGUITY
there is STILL A SINGLE VERIFIABLE ANSWER
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- For example
do not count:
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- URLs
GIDs
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- File IDs
names
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- Timestamps and datetimes (months
days
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- Use synonyms
related concepts
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- May elicit tools returning large JSON objects or lists
overwhelming the LLM
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- Require multiple searches
analyzing multiple related items
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- Complex
requiring potentially dozens of tool calls or steps
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3. **Questions must be REALISTIC
CLEAR
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- Answerable with a single
verifiable value that you identify in advance
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The measure of quality of an MCP server is NOT how well or comprehensively the server implements tools
but how well these implementations (input/output schemas
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Create 10 human-readable questions requiring ONLY READ-ONLY
INDEPENDENT
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- Answers must be single
verifiable values
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This document provides guidance on creating comprehensive evaluations for MCP servers. Evaluations test whether LLMs can effectively use your MCP server to answer realistic
complex questions using only the tools provided.
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- Questions must be READ-ONLY
INDEPENDENT
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- **Performance testing**: Check behavior under load
timeouts
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- **Security testing**: Validate auth
input sanitization
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- Provide helpful
specific error messages with suggested next steps
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