semble
★ 4.5k
vs
fli
★ 2.7k
semble vs fli
semble: Semble is a high-performance code search library designed for AI agents, providing instant access to precise code snippets. It offers significantly faster indexing and querying compared to transformer models, achieving 99% of their retrieval quality while running entirely on CPU without external dependencies.; fli: Fli is a powerful Python library and MCP server providing programmatic access to Google Flights data. It leverages reverse-engineered API access for fast, reliable, and modular flight searches, offering both a CLI and a Python API for comprehensive flight search, deal finding, and results filtering.
01
TL;DR
Choose semble if…Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities
Choose fli if…Programmatic flight search and deal finding via Python API
02
Side-by-Side Comparison
03
Features
semble01Fast performance on CPU (indexes in ~250ms, queries in ~1.5ms)
02High accuracy (NDCG@10 of 0.854), comparable to transformer models
03Supports indexing local paths and remote Git repositories
04Functions as an MCP server for various AI agents
05Zero setup, no API keys, GPU, or external services required
fli01Direct API access to Google Flights (fast & reliable)
02Comprehensive flight search (one-way, multi-city, flexible dates)
03Advanced filtering (cabin class, stops, airlines, time windows)
04Smart sorting options (price, duration, departure/arrival time)
05Built-in protection (rate limiting, retries, error handling)
04
Use Cases
semble↳Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities
↳Searching local or remote codebases for specific code snippets based on natural language or code queries
↳Finding semantically similar code sections related to a given file path and line number
fli↳Programmatic flight search and deal finding via Python API
↳Interactive flight search and cheapest date discovery via CLI
↳AI assistant integration (e.g., Claude) for natural language flight queries
05
Best For
sembleCode AssistantRAG / Knowledge Base
fliHidden GemAPI Integration
FAQ
FAQ
What is the difference between semble and fli?
Both semble and fli are in the RAG / Knowledge Base category. semble has 4.5k stars, while fli has 2.7k stars.
Which is better, semble or fli?
The best choice depends on your use case. Choose semble if Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities, and fli if Programmatic flight search and deal finding via Python API.
Is semble free or open source?
Yes, semble is open source on GitHub (MIT).
Is fli free or open source?
Yes, fli is open source on GitHub (MIT).
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