Transparency

Sources

Every number on gawk.dev traces to a public source. This page lists all 47 data sources currently feeding the dashboard, plus 52 curated AI labs that compose the AI Labs layer. Each row shows what the source tracks, how often it’s polled, and when it was last seen live.

The rules behind the feed’s severity ranking live on /methodology. The full typed registry — sanity ranges, caveats, verifiedAt dates — is the public summary at /data-sources.md.

Sources
47
Categories
10
Curated labs
52
Live now
36

Tool Status (7)

Public status pages for the AI coding tools tracked on the dashboard. Polled every 5 minutes through `/api/status` with a last-known cache fallback.

  • Anthropic Status (Claude Code + API)Stale

    Operational state + active incidents for Claude API and Claude Code (CLI).

    Cadence
    Every 1–5 minutes
    Last seen
    32m ago
    Surfaces in
    Tools panel
  • OpenAI Status (summary)Stale

    Per-component status for ChatGPT, OpenAI API, Codex Web/API, CLI, VS Code extension.

    Cadence
    Every 1–5 minutes
    Last seen
    32m ago
    Surfaces in
    Tools panel
  • OpenAI Status (incidents)Stale

    Active OpenAI status-page incidents (investigating / identified / monitoring).

    Cadence
    Every 1–5 minutes
    Last seen
    32m ago
    Surfaces in
    Tools panel
  • GitHub Issues — anthropics/claude-codeStale

    Open issue count on anthropics/claude-code, surfaced as community-pressure on the Claude Code card.

    Cadence
    Hourly
    Last seen
    32m ago
    Surfaces in
    Tools panel · Claude Code card
  • GitHub Status (covers Copilot)Stale

    GitHub platform components, filtered for the `Copilot` component used by the Copilot health card.

    Cadence
    Every 1–5 minutes
    Last seen
    32m ago
    Surfaces in
    Tools panel · Copilot card
  • Windsurf StatusStale

    Overall page status + incidents for Windsurf (Cascade + Tab).

    Cadence
    Every 1–5 minutes
    Last seen
    32m ago
    Surfaces in
    Tools panel · Windsurf card
  • Cursor StatusStale

    Overall page status + incidents for Cursor (IDE, CLI, Cloud Agents).

    Cadence
    Every 1–5 minutes
    Last seen
    32m ago
    Surfaces in
    Tools panel · Cursor card

Platform Infrastructure (4)

Public status pages for the four services gawk.dev itself runs on. Surfaced operator-side at /admin only — the public Tool Health card grid stays AI-focused.

  • Vercel StatusOn demand

    Vercel platform health (Dashboard, Builds, Edge Network, Functions). Surfaces on /admin only.

    Cadence
    Every 1–5 minutes
    Last seen
    Fetched per request — no scheduled poll
    Surfaces in
    /admin · Platform health
  • Supabase StatusOn demand

    Supabase platform health (Database, Auth, Storage, Realtime, Edge Functions). Surfaces on /admin only.

    Cadence
    Every 1–5 minutes
    Last seen
    Fetched per request — no scheduled poll
    Surfaces in
    /admin · Platform health
  • Cloudflare StatusOn demand

    Cloudflare top-line indicator. Per-datacenter components are intentionally not consumed component-by-component. Surfaces on /admin only.

    Cadence
    Every 1–5 minutes
    Last seen
    Fetched per request — no scheduled poll
    Surfaces in
    /admin · Platform health
  • Upstash StatusOn demand

    Upstash platform health by region (EU-CENTRAL-1, US-EAST-1, etc.) + product (Redis, QStash, Vector). Surfaces on /admin only.

    Cadence
    Every 1–5 minutes
    Last seen
    Fetched per request — no scheduled poll
    Surfaces in
    /admin · Platform health

Code Activity (8)

GitHub events, archive backfills, and discovery surfaces that drive the live globe and the curated repo registry.

  • GitHub Events APILive

    Live GitHub PushEvent / PR / Issues / Releases / Forks / Stars across every public repo. Drives the globe pulse.

    Cadence
    Real-time (under 30s)
    Last seen
    4m ago
    Surfaces in
    Live globe + Wire panel
  • GH Archive — hourly public-event dumpsLive

    Hourly complete archive of every public GitHub event, used to backfill the globe on cold start.

    Cadence
    Hourly
    Last seen
    4m ago
    Surfaces in
    Globe cold-start backfill
  • GitHub Contents APILive

    Per-repo file-existence + first-500-bytes shape probe for AI-tool config files (CLAUDE.md, .cursorrules, ...).

    Cadence
    Event-driven
    Last seen
    4m ago
    Surfaces in
    Globe colouring + Registry verifier
  • GitHub Code Search (filename discovery)Live

    Filename discovery for the six AI-tool config formats; feeds the registry verifier.

    Cadence
    Every 6 hours
    Last seen
    10h ago
    Surfaces in
    Repo registry
  • GitHub Repository Search (topics discovery)Live

    Topic-tag discovery (claude / cursor / aider / windsurf / llm / ai-agent / ...) for registry candidates.

    Cadence
    Hourly
    Last seen
    3h ago
    Surfaces in
    Repo registry
  • ecosyste.ms — npm reverse-dependenciesLive

    Reverse-dependents for six AI npm packages (anthropic, openai, langchain, ...) feeding registry candidates.

    Cadence
    Every 6 hours
    Last seen
    10h ago
    Surfaces in
    Repo registry
  • GitHub Repository Events API (tracked-repos fetcher)Live

    Complete public event streams for the 14 founder-curated repos in data/tracked-repos.json — unsampled, unlike the /events firehose — merged into the same map/wire pipeline with sourceKind=tracked-repo provenance.

    Cadence
    Hourly
    Last seen
    4m ago
    Surfaces in
    Map · Wire (tracked-repo dots, rendered identically)
  • GitLab — universe pulse + tracked project eventsLive

    GitLab universe pulse (global last-activity sampling — the firehose analogue) + complete streams for curated notables; real actions and authors only, gl:-namespaced end to end.

    Cadence
    Hourly
    Last seen
    4m ago
    Surfaces in
    Map · Wire (GitLab dots, rendered identically)

Discussion (5)

Community chatter — Hacker News and two subreddits with deterministic filters applied before ingest, plus the live headcount of the Gawk Dev Discord.

  • Hacker News — AI-filtered story streamLive

    Recent HN stories that match a deterministic AI keyword + domain allowlist.

    Cadence
    Every 1–5 minutes
    Last seen
    14m ago
    Surfaces in
    Wire panel · Feed
  • Reddit — r/LocalLLaMALive

    Top-of-day posts from r/LocalLLaMA via Reddit's Atom feed. AI-relevance presumed from the sub's charter (no keyword filter applied).

    Cadence
    Every 1–5 minutes
    Last seen
    6m ago
    Surfaces in
    Feed · NEWS cards
  • Reddit — r/ClaudeAILive

    Top-of-day posts from r/ClaudeAI via Reddit's Atom feed. Anthropic-adjacent discussion; AI-relevance presumed from the sub's charter.

    Cadence
    Every 1–5 minutes
    Last seen
    6m ago
    Surfaces in
    Feed · NEWS cards
  • Machine summary — linked article text summarised by NVIDIA NIM (openai/gpt-oss-20b)Live

    A labelled machine summary of the article a Hacker News link points to, only when the source published no text.

    Cadence
    Event-driven
    Last seen
    14m ago
    Surfaces in
    Feed (labelled machine summaries)
  • Discord — Gawk Dev server widgetOn demand

    How many members Discord counts as online right now in the Gawk Dev server (public server widget). Includes bots; not a measure of activity or sentiment.

    Cadence
    Every 1–5 minutes
    Last seen
    Fetched per request — no scheduled poll
    Surfaces in
    Feed · TOOL ALERT cards (Discuss) · Community card

Models (4)

Where models live (HuggingFace), what they cost (OpenRouter usage), and how they rank head-to-head (Chatbot Arena).

SDK Adoption (8)

Package-registry download counters for the AI SDK slate. Daily snapshots feed within-package week-over-week deltas.

Agents (1)

Eight agent frameworks (LangGraph, CrewAI, smolagents, AutoGen, OpenAI Agents, Pydantic AI) plus two tombstones (AutoGPT legacy, Sweep dormant). Per-repo metadata feeds the Agents panel; PyPI + npm download counters listed under SDK Adoption are the same numbers, attributed twice because both panels consume them.

Research (2)

arXiv submissions in the cs.AI + cs.LG categories. Recency-only — gawk.dev does not re-rank papers.

  • arXiv API (cs.AI + cs.LG, recent)Stale

    Twenty most-recent cs.AI + cs.LG submissions on arXiv, newest first. No re-ranking.

    Cadence
    Daily
    Last seen
    32m ago
    Surfaces in
    Research panel · Feed
  • Stanford AI Index — annual reportStatic

    Annual reference report on global AI investment, research output, adoption, and safety, published by the Stanford Institute for Human-Centered AI (HAI). Static reference data — not polled. Per-edition data + scripts mirrored to the public github.com/ai-index-hai-stanford repository.

    Cadence
    Weekly
    Last seen
    2026-04-21
    Surfaces in
    External reference — cited where AI Index figures appear

AI Labs (2)

36 curated AI labs with verifiable HQ coordinates, sized on the globe by 7-day GitHub event activity across their flagship repos.

AI Publishers (6)

Editor-curated AI publishers with verifiable HQ coordinates. Mix of regional press (Heise DE, MarkTechPost IN, Analytics Vidhya IN, The Register UK, MIT TR US) and practitioner newsletters (latent.space SF). Each feed is parsed by the deterministic ingest pipeline; no LLM relevance scoring.

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