EfficientContext/ContextPilot

Accelerating Long Context LLM Inference with Accuracy-Preserving Context Optimization in SGLang, vLLM, llama.cpp, RAG, and Agentic AI.

52
/ 100
Established

Maintains a **Context Index** of cached content blocks and applies **reordering and deduplication** to align overlapping context into common prefixes, maximizing KV cache hits across requests. Integrates transparently with vLLM, SGLang, and llama.cpp via hooks and OpenAI-compatible APIs, with optional GPU-accelerated index computation for production-scale inference and validated support for RAG, agentic AI, and memory-augmented chat workloads.

Available on PyPI.

Maintenance 13 / 25
Adoption 13 / 25
Maturity 20 / 25
Community 6 / 25

How are scores calculated?

Stars

63

Forks

3

Language

Python

License

Apache-2.0

Last pushed

Mar 10, 2026

Monthly downloads

220

Commits (30d)

0

Dependencies

13

Get this data via API

curl "https://pt-edge.onrender.com/api/v1/quality/agents/EfficientContext/ContextPilot"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.