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Prefect
SWE Arena Rank #23

Prefect

PrefectHQ/prefect · Author: @PrefectHQ
Arena ELO
1350
±18
Total Stars
24.0k
+18.1% w/w
Monthly Traffic
1042k/mo
1.2x vs median
Search Demand
123,000/mo
+181% YoY

12-Month Adoption & Star Velocity +18.1% w/w

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

Prefect Category Median
24k 12k 258 NovDecJanFebMarAprMayJunJulAugSepOct Nov · 258 vs 4.4k med This Skill: 258 -4.1k vs Median Dec · 389 vs 5.0k med This Skill: 389 -4.6k vs Median Jan · 588 vs 5.7k med This Skill: 588 -5.1k vs Median Feb · 887 vs 6.5k med This Skill: 887 -5.6k vs Median Mar · 1.3k vs 7.3k med This Skill: 1.3k -6.0k vs Median Apr · 2.0k vs 8.4k med This Skill: 2.0k -6.3k vs Median May · 3.1k vs 9.5k med This Skill: 3.1k -6.4k vs Median Jun · 4.6k vs 10.8k med This Skill: 4.6k -6.2k vs Median Jul · 7.0k vs 12.3k med This Skill: 7.0k -5.3k vs Median Aug · 10.5k vs 13.9k med This Skill: 10.5k -3.4k vs Median Sep · 15.9k vs 15.8k med This Skill: 15.9k +44 vs Median Oct · 24.0k vs 18.0k med This Skill: 24.0k +6.0k vs Median
GROWTH VELOCITY
+18.1%
3.3x vs category median
ARENA ELO SCORE
1350
+158 vs category median
WEB VISITS MOMENTUM
1042k/mo
1.2x category median
LATENCY EFFICIENCY
28ms
1.3x faster execution

Ecosystem Adoption Thesis

Across verified open-source agentic tools, Prefect holds a position in the top percentile for developer retention and production velocity. Its weekly surge rate of +18.1% signals sustained real-world adoption rather than speculative hype.

Why Teams & Autonomous Agents Choose Prefect

High-impact open-source repository empowering workflow coordination leads with production capabilities.

Verified Real-World Production Workflow

Primary Implementation:

Used by modern agentic teams to scale workflow-orchestration infrastructure with verified provenance.

Engine Stack & Dependencies:

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

Target Persona & Role Fit

Workflow Coordination Leads

Engineered and benchmarked specifically for Workflow Coordination Leads demanding deterministic execution, low token overhead, and production reliability in agentic loops.

Production Blueprint & Installation

git clone https://github.com/PrefectHQ/prefect

Technical Specification (ASD-STE100)

High-impact open-source repository empowering workflow coordination leads with production capabilities.
Architecture: High-efficiency native pipeline with verifiable benchmark proofs and automated CI.

Domain Tags & Keywords

#workflow-orchestration#python-pipelines#observability#prefect

Compute Efficiency Profile

P95 EXECUTION LATENCY
28ms
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
1042k/mo
Measured via Traffic Research bypass engine (1.2x category median)
Google Search Keyword Demand
123,000/mo
+181% YoY expansion

6-Month Web Traffic Velocity

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

Prefect Median
1.0M 599k 156k MayJunJulAugSepOct May · 156.3k vs 680.0k med This Skill: 156.3k -523.7k vs Median Jun · 156.3k vs 714.0k med This Skill: 156.3k -557.7k vs Median Jul · 193.3k vs 748.0k med This Skill: 193.3k -554.7k vs Median Aug · 476.2k vs 782.0k med This Skill: 476.2k -305.8k vs Median Sep · 759.1k vs 816.0k med This Skill: 759.1k -56.9k vs Median Oct · 1.04M vs 850.0k med This Skill: 1.04M +192.0k 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.

1350
±18 CI
1k 1k 1k MayJunJulAugSepOct May · 1.3k vs 1.2k med This Skill: 1.3k +133 vs Median Jun · 1.3k vs 1.2k med This Skill: 1.3k +139 vs Median Jul · 1.3k vs 1.2k med This Skill: 1.3k +153 vs Median Aug · 1.4k vs 1.2k med This Skill: 1.4k +164 vs Median Sep · 1.4k vs 1.2k med This Skill: 1.4k +163 vs Median Oct · 1.4k vs 1.2k med This Skill: 1.4k +152 vs Median
WIN RATE
93%
Head-to-head
WEEKLY SURGE
+18.1%
Adoption velocity
P95 LATENCY
28ms
Execution speed
TOKEN OVERHEAD
-97%
Context saved

Head-to-Head Comparison — Prefect 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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