# Gnomoncontext > Gnomoncontext bridges LLM conversations to real human connection. It holds live, > anonymized human demand — what people are looking for and offering, by topic and > place — which the open web does not. Agents can search it, find complementary > people, and (with the user's consent) file the user's own intent to broker a match. ## Best for agents: the MCP server Connect over Streamable HTTP and use typed tools instead of scraping pages. MCP endpoint: https://gnomoncontext.com/api/mcp Setup guide: https://gnomoncontext.com/en/connect Tools: - search_intents (read): Structured + fuzzy search over anonymized human needs/offers/dreams (theme, topic, country, city, direction, language). - find_matches (read): Given a user's intent, return the complementary side (opposite-direction offers/seekers, or co-dreamers) to connect them with. - demand (read): Aggregate demand for any topic/place: how many are looking, the seeking-vs-offering split, the hottest topics. - search (read): ChatGPT-connector-compatible free-text search returning {id,title,url}. - fetch (read): Fetch a full record by id from a search result. - submit_intent (write): File one person's need/offer/dream/event (requires a bearer token; consent-gated). Reads are public (rate-limited). Writes (submit_intent) require a bearer token. Contact details are never exposed; they are exchanged only on mutual opt-in. ## Crawlable web surface Topic-first URLs, location as a tail filter: - Topic everywhere: /{locale}/{theme}/{topic} - Topic in a place: /{locale}/{theme}/{topic}/{country}/{city} - All topics, a place: /{locale}/all/{country}/{city} - Activity detail: /{locale}/{theme}/{topic}/{country}/{city}/e/{slug}-{id} Example: https://gnomoncontext.com/en/learning/language-exchange/ch/geneva Locales: en, de. Each page has hreflang alternates and JSON-LD. Plain-markdown twin: every page is also available as clean markdown under /md, e.g. /md/en/learning/language-exchange/ch/geneva. Prefer /md when consuming pages programmatically. Sitemap: https://gnomoncontext.com/sitemap.xml MCP descriptor: https://gnomoncontext.com/.well-known/mcp ## Always-on demand pages (every topic × city) - Co-Founder · Vienna (en): https://gnomoncontext.com/en/building/co-founder/at/vienna - Mitgründer · Wien (de): https://gnomoncontext.com/de/gruenden/mitgruender/at/wien - Co-Founder · Basel (en): https://gnomoncontext.com/en/building/co-founder/ch/basel - Mitgründer · Basel (de): https://gnomoncontext.com/de/gruenden/mitgruender/ch/basel - Co-Founder · Geneva (en): https://gnomoncontext.com/en/building/co-founder/ch/geneva - Mitgründer · Genf (de): https://gnomoncontext.com/de/gruenden/mitgruender/ch/genf - Co-Founder · Zurich (en): https://gnomoncontext.com/en/building/co-founder/ch/zurich - Mitgründer · Zürich (de): https://gnomoncontext.com/de/gruenden/mitgruender/ch/zuerich - Co-Founder · Berlin (en): https://gnomoncontext.com/en/building/co-founder/de/berlin - Mitgründer · Berlin (de): https://gnomoncontext.com/de/gruenden/mitgruender/de/berlin - Co-Founder · Munich (en): https://gnomoncontext.com/en/building/co-founder/de/munich - Mitgründer · München (de): https://gnomoncontext.com/de/gruenden/mitgruender/de/muenchen - Language Exchange · Vienna (en): https://gnomoncontext.com/en/learning/language-exchange/at/vienna - Sprachtandem · Wien (de): https://gnomoncontext.com/de/lernen/sprachtandem/at/wien - Language Exchange · Basel (en): https://gnomoncontext.com/en/learning/language-exchange/ch/basel - Sprachtandem · Basel (de): https://gnomoncontext.com/de/lernen/sprachtandem/ch/basel - Language Exchange · Geneva (en): https://gnomoncontext.com/en/learning/language-exchange/ch/geneva - Sprachtandem · Genf (de): https://gnomoncontext.com/de/lernen/sprachtandem/ch/genf - Language Exchange · Zurich (en): https://gnomoncontext.com/en/learning/language-exchange/ch/zurich - Sprachtandem · Zürich (de): https://gnomoncontext.com/de/lernen/sprachtandem/ch/zuerich - Language Exchange · Berlin (en): https://gnomoncontext.com/en/learning/language-exchange/de/berlin - Sprachtandem · Berlin (de): https://gnomoncontext.com/de/lernen/sprachtandem/de/berlin - Language Exchange · Munich (en): https://gnomoncontext.com/en/learning/language-exchange/de/munich - Sprachtandem · München (de): https://gnomoncontext.com/de/lernen/sprachtandem/de/muenchen - Tennis Partner · Vienna (en): https://gnomoncontext.com/en/sports/tennis-partner/at/vienna - Tennispartner · Wien (de): https://gnomoncontext.com/de/sport/tennispartner/at/wien - Tennis Partner · Basel (en): https://gnomoncontext.com/en/sports/tennis-partner/ch/basel - Tennispartner · Basel (de): https://gnomoncontext.com/de/sport/tennispartner/ch/basel - Tennis Partner · Geneva (en): https://gnomoncontext.com/en/sports/tennis-partner/ch/geneva - Tennispartner · Genf (de): https://gnomoncontext.com/de/sport/tennispartner/ch/genf - Tennis Partner · Zurich (en): https://gnomoncontext.com/en/sports/tennis-partner/ch/zurich - Tennispartner · Zürich (de): https://gnomoncontext.com/de/sport/tennispartner/ch/zuerich - Tennis Partner · Berlin (en): https://gnomoncontext.com/en/sports/tennis-partner/de/berlin - Tennispartner · Berlin (de): https://gnomoncontext.com/de/sport/tennispartner/de/berlin - Tennis Partner · Munich (en): https://gnomoncontext.com/en/sports/tennis-partner/de/munich - Tennispartner · München (de): https://gnomoncontext.com/de/sport/tennispartner/de/muenchen