Bots & BonesWATCH
Updated 05 Nov, 03:21 UTC
Topics

What the radar goes looking for

A topic is a subject, not a query. “Video generation” is one subject expressed three ways — topic:video-generation on GitHub, text-to-video on Hugging Face, and the words on Hacker News. Sources with nothing to say about a subject simply leave their field out.

22
Topics searched
2,374
Rows they returned
22/29
GitHub requests used
0
Switched off

GitHub's budget is requests, not results. Unauthenticated search allows 30 a minute and one is reserved for the broad query, so 29 topics can carry a GitHub search — depth inside each is free, breadth is not. A token is set, so the ceiling is 30 and there are 7 spare. Hugging Face and Hacker News are unmetered at our volume, so topics that only use those cost nothing.

The listreach = rows this run that match the topic, not attribution
AI agentsAI

The agent runtime layer — the closest thing to what Nodes is.

topic:ai-agents · stars>60 · recenthn:“AI agent”
239GitHub 162 · npm 22 · Hacker News 20 · TrustMRR 11 · Papers 10 · Product Hunt 10 · PyPI 4
LLM toolingAI
topic:llm · stars>20 · younghn:“LLM tool calling”
213GitHub 150 · npm 51 · Hugging Face 6 · Papers 3 · PyPI 3
MCP and tool protocolsAI

How agents reach tools. Low star floor: the ecosystem is young.

topic:mcp · stars>25 · recenthn:“MCP server”
195GitHub 132 · npm 56 · PyPI 3 · TrustMRR 2 · Papers 1 · Product Hunt 1
Image generationAI
topic:image-generation · stars>40 · recenthf:text-to-imagehn:“image generation”
181GitHub 78 · npm 54 · Hugging Face 45 · Papers 3 · Hacker News 1
Video generationAI
topic:video-generation · stars>20 · recenthf:text-to-videohn:“video generation”
148GitHub 78 · Hugging Face 44 · npm 16 · Papers 7 · TrustMRR 3
Self-hostedIT

Measured 2026-09-08: 1432 repos.

topic:self-hosted · stars>200 · recenthn:“self-hosted”
109GitHub 103 · Hacker News 4 · npm 2
3D generationAI
topic:3d · stars>60 · recenthf:text-to-3dhn:“3D generation”
98GitHub 62 · Hugging Face 31 · Papers 3 · npm 2
Image to videoAI
topic:image-to-video · stars>15 · recenthf:image-to-video
95GitHub 60 · Hugging Face 34 · npm 1
RobloxRoblox

Without this the Roblox category only ever matches through adjacent tags.

topic:roblox · stars>8 · recenthn:“Roblox”
94GitHub 61 · npm 32 · Hacker News 1
Containers and KubernetesIT

Measured 2026-09-08: topic:kubernetes 1453. High floor or it returns tutorials.

topic:kubernetes · stars>200 · recenthn:“kubernetes”
91GitHub 89 · Hacker News 2
Docker and imagesIT

Measured 2026-09-08: 1832 repos. Separate from kubernetes: the overlap is smaller than it looks.

topic:docker · stars>200 · recenthn:“docker”
89GitHub 77 · Hugging Face 8 · Hacker News 2 · Papers 1 · TrustMRR 1
Game development AIRoblox
topic:game-development · stars>40 · recenthn:“game development AI”
80GitHub 76 · npm 4
SecurityIT

Measured 2026-09-08: 1302 repos.

topic:security · stars>200 · recenthn:“security vulnerability”
76GitHub 69 · TrustMRR 3 · Product Hunt 2 · Hugging Face 1 · Hacker News 1
DatabasesIT

Measured 2026-09-08: 771 repos.

topic:database · stars>150 · recenthn:“database engine”
72GitHub 66 · TrustMRR 2 · Product Hunt 2 · Hacker News 1 · npm 1
ObservabilityIT

Measured 2026-09-08: 335 repos, so a low floor. topic:monitoring (509) mostly overlaps.

topic:observability · stars>80 · recenthn:“observability”
72GitHub 62 · npm 5 · Hacker News 2 · Product Hunt 2 · TrustMRR 1
DevOps and CI/CDIT

Measured 2026-09-08: 554 repos pushed in the last three weeks above 50 stars.

topic:devops · stars>100 · recenthn:“devops”
67GitHub 66 · TrustMRR 1
Agentic workflowsAI
topic:agentic-workflow · stars>60 · recenthn:“agentic workflow”
62GitHub 60 · npm 2
Diffusion modelsAI

Young repos only — this is what actually fills the Emerging feed.

topic:diffusion-models · stars>10 · younghn:“diffusion model”
46GitHub 40 · Papers 6
Image editingAI
topic:image-editing · stars>40 · recenthf:image-to-image
44Hugging Face 32 · GitHub 11 · npm 1
Automation and no-codeAI
topic:no-code · stars>25 · recenthn:“automation workflow”
13GitHub 10 · Product Hunt 3
Cloud and infrastructure as codeIT

Measured 2026-09-08: topic:terraform 361. topic:serverless (257) is the next candidate.

topic:terraform · stars>80 · recenthn:“terraform”
12GitHub 12
n8nAI

Named directly — the closest public analogue of the node graph we ship.

topic:n8n · stars>15 · recenthn:“n8n”
6GitHub 3 · TrustMRR 2 · npm 1
Add a topicfill in the sources that have something to say about it — leave the rest empty

A topic with no source is a label with nothing behind it. Fill in at least one.

{
  "id": "your-topic-id",
  "label": "Your topic",
  "category": "ai",
  "enabled": true
}

Paste it into data/topics.json and commit. The next scheduled run picks it up; nothing here writes to the file, because collection happens in CI against the committed version and a control that pretended otherwise would be lying.

A topic returning zero is worth reading twice before deleting: on GitHub it usually means the star floor is above what that corner of the ecosystem has, not that the subject is dead. Lowering minStars is the first thing to try — Roblox sits at 8 for exactly this reason.