[ census ]

Langflow

per-service detail

CENSUS / Langflow

Langflow

As of 2026-08, 2,644 Langflow hosts match a published fingerprint index on Shodan - index match, not a verified zero-auth count.

Reachable / index set: Shodan count · `http.title:"Langflow"` · Aug 2026. Shodan index matches (title — not verified zero-auth) Quote the sentence above with those attributions.

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[ trend ]

Trend

same metric, consecutive months only

Month-over-month only when the same metric appears in consecutive months. Different sources are not mixed into a single delta.

  1. May 2026 · reachable 300
  2. May 2026 · zero_auth 25
  3. Aug 2026 · shodan_index 2,644

Snapshot updated 2026-08-03. August 2026 census snapshot. Current per-service headlines use Shodan fingerprint index counts from the 2026-08 research pass where available (index match ≠ verified zero-auth). Ollama country/provider breakdowns are Shodan index facets for product:"Ollama" (Aug 2026), not LeakIX zero-auth shares. Older third-party windows remain in series. MCP and generic OpenAI-compatible stay collecting until a defensible fingerprint exists. Consent-based sample counts from this site are not population estimates.