Google PageRank for AI agents. 25,000+ tools indexed.

fli MCP Server

punitarani/fli

Score: 87.3 Rank #567 Agent Framework
Are you the maintainer of punitarani/fli? Claim this listing →

Google Flights MCP, CLI and Python Library

Add AgentRank to Claude Code Discover and compare tools like punitarani/fli — your AI finds the right one automatically
Get API Access →
claude mcp add agentrank -- npx -y agentrank-mcp-server

Overview

punitarani/fli is a Python tool licensed under MIT. Google Flights MCP, CLI and Python Library Topics: google-flights, flights-api, google-flights-api, api, mcp, mcp-server.

Ranked #567 out of 24840 indexed tools.

In the top 3% of all indexed tools.

Has 3,185 GitHub stars.

Has 29 contributors.

Actively maintained with commits in the last week.

Ecosystem

Python MIT
google-flightsflights-apigoogle-flights-apiapimcpmcp-server

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 3,185

3,185 stars → well-known project

Freshness 25% 4d ago

Last commit 4d ago → actively maintained

Issue Health 25% 73%

43/59 issues closed → decent issue management

Contributors 10% 29

29 contributors → active community

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 399
Description Brief
License MIT

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

Badge all embed codes →

AgentRank score for punitarani/fli
[![AgentRank](https://agentrank-ai.com/api/badge/tool/punitarani--fli)](https://agentrank-ai.com/tool/punitarani--fli/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge)
<a href="https://agentrank-ai.com/tool/punitarani--fli/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge"><img src="https://agentrank-ai.com/api/badge/tool/punitarani--fli" alt="AgentRank"></a>

Embed Widget docs →

Embed a rich score widget on your site or blog.

<script src="https://agentrank-ai.com/embed.js" data-tool="punitarani/fli"></script>

Matched Queries

topic:mcptopic:mcp-server

From the README

# 🛫 Fli - Flight Search MCP Server and Library

A powerful Python library that provides programmatic access to Google Flights data with an elegant CLI interface. Search
flights, find the best deals, and filter results with ease.

> 🚀 **What makes `fli` special?**
> Unlike other flight search libraries that rely on web scraping, Fli directly interacts with Google Flights' API
> through reverse engineering.
> This means:
>
> * **Fast**: Direct API access means faster, more reliable results
> * **Zero Scraping**: No HTML parsing, no browser automation, just pure API interaction
> * **Reliable**: Less prone to breaking from UI changes
> * **Modular**: Extensible architecture for easy customization and integration

## MCP Server

```bash
pipx install flights

# Run the MCP server on STDIO
fli-mcp

# Run the MCP server over HTTP (streamable)
fli-mcp-http  # serves at http://127.0.0.1:8000/mcp/
```

### Connecting to Claude Desktop

```json
{
  "mcpServers": {
    "fli": {
      "command": 
Read full README on GitHub →

Get the weekly AgentRank digest

Top movers, new tools, ecosystem insights — straight to your inbox.