Turn your starred GitHub repos into a summarized, tagged portfolio

Automatically pulls your starred GitHub repos, reads each readme, and uses AI to summarize and tag every project.

How the work actually flows

A straight line. Runs once per one per starred repo.

Pattern: Sequence (1) ยท Multiple Instances without Synchronization (12)

flowchart TD trig(("you start the sync")):::human s0["fetch starred repos"]:::svc s1[["read each readme"]]:::mi s2["ai summarizes and tags"]:::task s3[("save to airtable")]:::store trig --> s0 s0 -->|"one per one per starred repo"| s1 s1 --> s2 s2 --> s3 out[/"tagged portfolio of starred repos"/]:::out pay{{"searchable reference of saved projects"}}:::pay s3 --> out out --> pay classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff
A stepAn outside serviceRuns once per itemA personA record or sheetResultPayoff
Build size
Advanced

A larger build with multiple systems, AI reasoning, and custom rules.

Business functions
AI Agents & Autonomous SystemsSpreadsheet & Database Ops
Connects
GitHubOpenAIAirtable

The problem it solves

You star interesting GitHub projects but rarely go back to organize or remember why you saved them. Building a useful reference list means manually reading each readme and writing your own notes.

Who it fits

A developer or technical founder who wants an organized, searchable record of saved GitHub projects.

How it works

  1. The automation fetches every repository you've starred on GitHub
  2. It reads the readme file for each project
  3. AI writes a short summary and assigns a category tag
  4. The structured results are added to Airtable
What you get

Starred repos organized without reading each one

Your starred GitHub repos get pulled together with a summary and tag for each project in Airtable.

What you get

An organized Airtable database of your starred repos with an AI summary and tag for each one.

What you need

A GitHub account, an OpenAI API key, and an Airtable account.

We can build this. But should you?

The hard question is not how to build it. It is whether this is the right thing to build first.

That is what a Fractional Chief AI Officer figures out with you, before anyone writes a line of code.

Let's Talk Strategy

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