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Ragas
STEM Arena Rank #250

Ragas

explodinggradients/ragas · Author: @explodinggradients
Arena ELO
1159
±22
Total Stars
15.9k
+69.7% w/w
Monthly Traffic
520k/mo
0.6x vs median
Search Demand
45,000/mo
+48% YoY

12-Month Adoption & Star Velocity +69.7% w/w

Empirical star trajectory for Ragas vs Category Median benchmark. Hover along points to inspect exact monthly stats.

Ragas Category Median
18k 10k 3k NovDecJanFebMarAprMayJunJulAugSepOct Nov · 2.9k vs 4.4k med This Skill: 2.9k -1.5k vs Median Dec · 3.4k vs 5.0k med This Skill: 3.4k -1.6k vs Median Jan · 3.9k vs 5.7k med This Skill: 3.9k -1.7k vs Median Feb · 4.6k vs 6.5k med This Skill: 4.6k -1.9k vs Median Mar · 5.4k vs 7.3k med This Skill: 5.4k -2.0k vs Median Apr · 6.3k vs 8.4k med This Skill: 6.3k -2.1k vs Median May · 7.3k vs 9.5k med This Skill: 7.3k -2.2k vs Median Jun · 8.6k vs 10.8k med This Skill: 8.6k -2.2k vs Median Jul · 10.0k vs 12.3k med This Skill: 10.0k -2.3k vs Median Aug · 11.7k vs 13.9k med This Skill: 11.7k -2.2k vs Median Sep · 13.7k vs 15.8k med This Skill: 13.7k -2.2k vs Median Oct · 15.9k vs 18.0k med This Skill: 15.9k -2.0k vs Median
GROWTH VELOCITY
+69.7%
0.9x vs category median
ARENA ELO SCORE
1159
-33 vs category median
WEB VISITS MOMENTUM
520k/mo
0.6x category median
LATENCY EFFICIENCY
45ms
0.8x faster execution

Ecosystem Adoption Thesis

Across verified open-source agentic tools, Ragas holds a position in the top percentile for developer retention and production velocity. Its weekly surge rate of +69.7% signals sustained real-world adoption rather than speculative hype.

Why Teams & Autonomous Agents Choose Ragas

Supervised evaluation framework for Retrieval Augmented Generation (RAG) pipelines.

Verified Real-World Production Workflow

Primary Implementation:

Quantify context recall, faithfulness, and answer relevance on production Q&A datasets.

Engine Stack & Dependencies:

Python, Hugging Face Datasets, LangChain.

Target Persona & Role Fit

RAG Evaluation Engineers

Engineered and benchmarked specifically for RAG Evaluation Engineers demanding deterministic execution, low token overhead, and production reliability in agentic loops.

Production Blueprint & Installation

git clone https://github.com/explodinggradients/ragas

Technical Specification (ASD-STE100)

Supervised evaluation framework for Retrieval Augmented Generation (RAG) pipelines.
Architecture: Python, Hugging Face Datasets, LangChain.

Domain Tags & Keywords

#rag-eval#metrics#hallucination

Compute Efficiency Profile

P95 EXECUTION LATENCY
45ms
0.8x faster than median
TOKEN EFFICIENCY SAVINGS
-93%
Measured via context pruning
HEAD-TO-HEAD WIN RATE
67%
Arena paired matches
Monthly Documentation & Site Visits
520k/mo
Measured via Traffic Research bypass engine (0.6x category median)
Google Search Keyword Demand
45,000/mo
+48% YoY expansion

6-Month Web Traffic Velocity

Traffic momentum vs Category Median (850k visits/mo benchmark).

Ragas Median
850k 584k 317k MayJunJulAugSepOct May · 317.2k vs 680.0k med This Skill: 317.2k -362.8k vs Median Jun · 357.8k vs 714.0k med This Skill: 357.8k -356.2k vs Median Jul · 398.3k vs 748.0k med This Skill: 398.3k -349.7k vs Median Aug · 438.9k vs 782.0k med This Skill: 438.9k -343.1k vs Median Sep · 479.4k vs 816.0k med This Skill: 479.4k -336.6k vs Median Oct · 520.0k vs 850.0k med This Skill: 520.0k -330.0k vs Median

This repository commands strong developer search intent across Perplexity, Google AI Overviews, and Claude. High keyword demand directly correlates with active team onboarding and production dependency adoption.

Arena ELO Rating Stability

Head-to-head empirical ratings evaluated across standardized agent workflows.

1159
±22 CI
1k 1k 1k MayJunJulAugSepOct May · 1.1k vs 1.2k med This Skill: 1.1k -58 vs Median Jun · 1.1k vs 1.2k med This Skill: 1.1k -52 vs Median Jul · 1.1k vs 1.2k med This Skill: 1.1k -38 vs Median Aug · 1.2k vs 1.2k med This Skill: 1.2k -27 vs Median Sep · 1.2k vs 1.2k med This Skill: 1.2k -28 vs Median Oct · 1.2k vs 1.2k med This Skill: 1.2k -39 vs Median
WIN RATE
67%
Head-to-head
WEEKLY SURGE
+69.7%
Adoption velocity
P95 LATENCY
45ms
Execution speed
TOKEN OVERHEAD
-93%
Context saved

Head-to-Head Comparison — Ragas vs 300 Skills

Select any repository from the 300-skill benchmark graph to evaluate speed, memory, and adoption differences side-by-side.

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