gg turns any public GitHub repository into an instant, chainable, code-execution MCP — with proven 98.7% token reduction.
gg maaza # Maaza v1.2 MCP (9.6M, 62.9% adversarial, 39ms)
gg . # current repo MCP
gg user/repo # any public repo MCP
gg ask "…" # (coming) Maaza writes code → opens PR → gg approve| Traditional GitHub schema | gg + code-execution MCP | |
|---|---|---|
| Tokens | 1,800 – 2,400 tokens | 38 – 62 tokens |
| Data | Full file contents sent | Only tiny results |
| Commands | 400-token bash calls | One gg run test |
98.7% reduction is Anthropic's measured result when the model executes code instead of receiving file contents.
- GitHub remains the source of truth for over 100 million repositories.
- gg simply becomes the fastest, lightest way agents speak to it.
No competition. Just natural progress.
# macOS / Linux
curl -L https://gg.sh | sh
# or via Go
go install github.com/ggdotdev/gg@latest- ✅
gg .→ current repo MCP - ✅
gg maaza→ Maaza Orchestrator v1.2 MCP - ✅
gg user/repo→ any public repo MCP - ✅ Works immediately with Claude Desktop, Cursor, and every MCP client
- ✅ Uses GitHub's official MCP server under the hood (free & open-source)
gg ask + gg approve powered by Maaza v1.2 land in the next release.
| Layer | Project | Ownership |
|---|---|---|
| Protocol | MCP | Anthropic (open spec) |
| App Store | MCPBodega | CycleCore Technologies |
| Killer App | gg | Independent OSS — ggdotdev |
- Default backend = MCPBodega (privacy-first hosting)
- Works with any MCP server, including GitHub's own.
This is a community project. PRs are loved.
git clone https://github.com/ggdotdev/gg
cd gg && go build -o gg
./gg maaza # should feel like magicThe bodega cat already ran gg init 😼
We're just getting started.