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Research networking protocols, standards history, and technology context via Wikipedia - OSPF, BGP, MPLS, 802.1X, VXLAN, and more.
Passed 16 of 18 test cases with the skill, and 3 of 18 without it.
and 18 more in the full report
15 fixed4 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.
Write the command string to query the summary of the 'IPsec' page through $WIKIPEDIA_MCP_SCRIPT.
| Checked | Without skill | With skill |
|---|---|---|
| Invokes get_summary for protocol context. | Missed | Passed |
| Passes IPsec as the target page argument. | Passed | Passed |
The instructions your model reads when the skill loads.
The Wikipedia MCP server uses FastMCP with typed input objects. All arguments must use the {"input": {...}} format. Call them via mcp-call:
python3 $MCP_CALL "python3 -u $WIKIPEDIA_MCP_SCRIPT" search_pages '{"input": {"query": "OSPF routing protocol"}}'
Search Wikipedia for pages matching a keyword or phrase. Returns a list of matching page titles.
python3 $MCP_CALL "python3 -u $WIKIPEDIA_MCP_SCRIPT" get_summary '{"input": {"page": "Open Shortest Path First"}}'
Returns a concise summary of the page -- useful for quick context without reading the full article.
python3 $MCP_CALL "python3 -u $WIKIPEDIA_MCP_SCRIPT" get_content '{"input": {"page": "Open Shortest Path First"}}'
Returns the complete page content. Use this when you need detailed technical information, history, or implementation specifics.
python3 $MCP_CALL "python3 -u $WIKIPEDIA_MCP_SCRIPT" get_references '{"input": {"page": "Open Shortest Path First"}}'
Returns external links and references cited on the page. Useful for finding RFCs, vendor documentation, and academic papers.
test cases passed, vs 3 / 18 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.