{"type":"post","id":"not-obvious-open-source-mcp-maps-llm-cliche-1bd8e5","slug":"not-obvious-open-source-mcp-maps-llm-cliche-1bd8e5","title":"Not Obvious open-source MCP maps LLM cliché clouds and originality scores","description":"Not Obvious is an open-source MCP server that builds a cloud of typical model answers for a prompt, then helps users generate and score ideas that move away from it.","retrieval_nugget":"Not Obvious is an open-source MCP server that builds a cloud of typical model answers for a prompt, then helps users generate and score ideas that move away from it. Its practical proposition is a repeatable way to inspect whether brainstorming outputs are generic, but its originality measure is still an early, model-calibrated metric rather than a validated human judgement.","published_at":"2026-11-07","updated_at":"2026-11-07","record_date":"2026-11-07","date_kind":"published_at","topics":["mcp"],"entities":["Not Obvious","Model Context Protocol","Vladislav Popov"],"related_patterns":["agent-protocols-become-interoperability-layer"],"novelty_label":"new_fact","what_changed":"Not Obvious is an open-source MCP server that maps cliché patterns in LLM answers and scores originality to help prompts avoid generic responses.","prior_refs":[],"source_url":"https://github.com/devladpopov/not-obvious","source_urls":["https://github.com/devladpopov/not-obvious"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:not-obvious-open-source-mcp-maps-llm-cliche-1bd8e5","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/not-obvious-open-source-mcp-maps-llm-cliche-1bd8e5/","markdown":"https://newruntime.com/posts/not-obvious-open-source-mcp-maps-llm-cliche-1bd8e5.md","json":"https://newruntime.com/posts/not-obvious-open-source-mcp-maps-llm-cliche-1bd8e5.json"},"markdown_url":"https://newruntime.com/posts/not-obvious-open-source-mcp-maps-llm-cliche-1bd8e5.md","next_reads":[{"type":"topic","path":"/topics/mcp/","url":"https://newruntime.com/topics/mcp/","title":"Mcp","reason":"Explore the mcp topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/mcp.md","json_url":"https://newruntime.com/topics/mcp.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}