MCP builder profile — from the MCP Atlas census of the Model Context Protocol ecosystem.
Punit Arani (github.com/punitarani) is an developer in the Model Context Protocol ecosystem, present in the MCP Atlas census of public MCP servers. Their repository fli has 2820 GitHub stars and 331 forks. Their primary language is Python. Affiliated with Handshake AI. Based in San Francisco. Last commit 2026-05-29.
| GitHub | punitarani |
| Repository | fli |
| Type | User |
| Company | Handshake AI |
| Primary language | Python |
| Stars | 2820 |
| Forks | 331 |
| Location | San Francisco |
| Last commit | 2026-05-29 |
Public GitHub data only; opt-out honored. Refreshed from the live census.