# FIND (Framework for Internal Navigation and Discovery, v2)

High-precision indoor positioning framework for most wifi-enabled devices.

Repository: https://github.com/schollz/find
Canonical: https://ross.abutalabs.com/products/find-framework-for-internal-navigation-and-discovery-v2
Homepage: https://www.internalpositioning.com/
Language: Go
License: AGPL-3.0
License Family: copyleft
Topics: motion-sensors, wifi-fingerprints, gps-tracker, location-services
Last push: 2022-09-07T11:35:54+00:00

## Health v2 (maintenance only)
Score: 23/100 (v2, computed 2026-09-03T02:20:16.233290+00:00)
- activity 0, release rhythm 8, longevity 100
- inputs: {"age_days": 3970, "days_push": 1456, "days_rel": null, "gap_med": null, "n_releases_24m": 0}
- flags: none
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 5098, forks 366 (observed 2026-08-28T04:09:09.715534+00:00)

## What it is
FIND (Framework for Internal Navigation and Discovery) is a self-hosted server that determines indoor position using WiFi fingerprints from smartphones or WiFi-enabled computers, classifying rooms via machine learning. It supersedes motion sensors for home automation and tracking, and has been superseded by FIND3.

## Use cases
- indoor positioning with wifi fingerprints
- replace motion sensors with a single smartphone
- track which room a device is in for home automation
- self-hosted indoor gps server
- wayfinding and location-based triggers via webhooks

## When to choose
- you want room-level indoor location without dedicated hardware
- you need a self-hosted, privacy-friendly positioning server
- you want to trigger home automation based on presence in a room

## When to avoid
- you need outdoor GPS-precision or centimeter-level accuracy
- you want the actively developed version - use FIND3 instead
- your environment has few distinct WiFi access points to fingerprint

## Facets
- artifact type: framework
- maturity: maintenance
- function: machine-learning, api-framework, http-server
- domain: iot, machine-learning, developer-tools
- platform: windows, go, self-hosted, cross-platform
- tags: indoor-positioning, wifi-fingerprinting, indoor-gps, location-tracking, home-automation, motion-sensor-replacement, automation, linux, macos, android

## Member repositories
- schollz/find (main) score 23
- schollz/find-lf (infra) score 32

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:09:09.715534+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-29T18:02:13.324138+00:00, confidence not recorded.
  - readme: https://github.com/schollz/find (fetched 2026-08-28T04:09:09.715534+00:00, sha eef243c50284)
- Data as of 2026-08-30T08:39:29.467469+00:00.
