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Embedchain
Founders & Solo Creators Arena Rank #18

Embedchain

mem0ai/embedchain · Author: @mem0ai
Arena ELO
1352
±18
Total Stars
15.0k
+18.7% w/w
Monthly Traffic
464k/mo
0.5x vs median
Search Demand
145,000/mo
+187% YoY

12-Month Adoption & Star Velocity +18.7% w/w

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

Embedchain Category Median
18k 9k 137 NovDecJanFebMarAprMayJunJulAugSepOct Nov · 137 vs 4.4k med This Skill: 137 -4.3k vs Median Dec · 210 vs 5.0k med This Skill: 210 -4.8k vs Median Jan · 321 vs 5.7k med This Skill: 321 -5.4k vs Median Feb · 492 vs 6.5k med This Skill: 492 -6.0k vs Median Mar · 754 vs 7.3k med This Skill: 754 -6.6k vs Median Apr · 1.2k vs 8.4k med This Skill: 1.2k -7.2k vs Median May · 1.8k vs 9.5k med This Skill: 1.8k -7.7k vs Median Jun · 2.7k vs 10.8k med This Skill: 2.7k -8.1k vs Median Jul · 4.2k vs 12.3k med This Skill: 4.2k -8.1k vs Median Aug · 6.4k vs 13.9k med This Skill: 6.4k -7.6k vs Median Sep · 9.8k vs 15.8k med This Skill: 9.8k -6.1k vs Median Oct · 15.0k vs 18.0k med This Skill: 15.0k -3.0k vs Median
GROWTH VELOCITY
+18.7%
3.4x vs category median
ARENA ELO SCORE
1352
+160 vs category median
WEB VISITS MOMENTUM
464k/mo
0.5x category median
LATENCY EFFICIENCY
25ms
1.3x faster execution

Ecosystem Adoption Thesis

Across verified open-source agentic tools, Embedchain holds a position in the top percentile for developer retention and production velocity. Its weekly surge rate of +18.7% signals sustained real-world adoption rather than speculative hype.

Why Teams & Autonomous Agents Choose Embedchain

High-impact open-source repository empowering rapid rag builders with production capabilities.

Verified Real-World Production Workflow

Primary Implementation:

Used by modern agentic teams to scale data-to-bot infrastructure with verified provenance.

Engine Stack & Dependencies:

High-efficiency native pipeline with verifiable benchmark proofs and automated CI.

Target Persona & Role Fit

Rapid RAG Builders

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

Production Blueprint & Installation

git clone https://github.com/mem0ai/embedchain

Technical Specification (ASD-STE100)

High-impact open-source repository empowering rapid rag builders with production capabilities.
Architecture: High-efficiency native pipeline with verifiable benchmark proofs and automated CI.

Domain Tags & Keywords

#data-to-bot#rapid-rag#llm-wrapper#mem0

Compute Efficiency Profile

P95 EXECUTION LATENCY
25ms
1.3x faster than median
TOKEN EFFICIENCY SAVINGS
-97%
Measured via context pruning
HEAD-TO-HEAD WIN RATE
93%
Arena paired matches
Monthly Documentation & Site Visits
464k/mo
Measured via Traffic Research bypass engine (0.5x category median)
Google Search Keyword Demand
145,000/mo
+187% YoY expansion

6-Month Web Traffic Velocity

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

Embedchain Median
850k 460k 70k MayJunJulAugSepOct May · 69.5k vs 680.0k med This Skill: 69.5k -610.5k vs Median Jun · 69.5k vs 714.0k med This Skill: 69.5k -644.5k vs Median Jul · 73.5k vs 748.0k med This Skill: 73.5k -674.5k vs Median Aug · 203.5k vs 782.0k med This Skill: 203.5k -578.5k vs Median Sep · 333.6k vs 816.0k med This Skill: 333.6k -482.4k vs Median Oct · 463.6k vs 850.0k med This Skill: 463.6k -386.4k 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.

1352
±18 CI
1k 1k 1k MayJunJulAugSepOct May · 1.3k vs 1.2k med This Skill: 1.3k +135 vs Median Jun · 1.3k vs 1.2k med This Skill: 1.3k +141 vs Median Jul · 1.3k vs 1.2k med This Skill: 1.3k +155 vs Median Aug · 1.4k vs 1.2k med This Skill: 1.4k +166 vs Median Sep · 1.4k vs 1.2k med This Skill: 1.4k +165 vs Median Oct · 1.4k vs 1.2k med This Skill: 1.4k +154 vs Median
WIN RATE
93%
Head-to-head
WEEKLY SURGE
+18.7%
Adoption velocity
P95 LATENCY
25ms
Execution speed
TOKEN OVERHEAD
-97%
Context saved

Head-to-Head Comparison — Embedchain 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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