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pgvector
Founders Arena Rank #171

pgvector

pgvector/pgvector · Author: @pgvector
Arena ELO
1335
±18
Total Stars
23.3k
+30.7% w/w
Monthly Traffic
920k/mo
1.1x vs median
Search Demand
240,000/mo
+155% YoY

12-Month Adoption & Star Velocity +30.7% w/w

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

pgvector Category Median
23k 12k 1k NovDecJanFebMarAprMayJunJulAugSepOct Nov · 1.4k vs 4.4k med This Skill: 1.4k -3.0k vs Median Dec · 1.8k vs 5.0k med This Skill: 1.8k -3.2k vs Median Jan · 2.3k vs 5.7k med This Skill: 2.3k -3.4k vs Median Feb · 3.0k vs 6.5k med This Skill: 3.0k -3.5k vs Median Mar · 3.9k vs 7.3k med This Skill: 3.9k -3.5k vs Median Apr · 5.0k vs 8.4k med This Skill: 5.0k -3.4k vs Median May · 6.4k vs 9.5k med This Skill: 6.4k -3.0k vs Median Jun · 8.3k vs 10.8k med This Skill: 8.3k -2.5k vs Median Jul · 10.8k vs 12.3k med This Skill: 10.8k -1.5k vs Median Aug · 13.9k vs 13.9k med This Skill: 13.9k -12 vs Median Sep · 18.0k vs 15.8k med This Skill: 18.0k +2.2k vs Median Oct · 23.3k vs 18.0k med This Skill: 23.3k +5.3k vs Median
GROWTH VELOCITY
+30.7%
1.8x vs category median
ARENA ELO SCORE
1335
+143 vs category median
WEB VISITS MOMENTUM
920k/mo
1.1x category median
LATENCY EFFICIENCY
14ms
2.7x faster execution

Ecosystem Adoption Thesis

Across verified open-source agentic tools, pgvector holds a position in the top percentile for developer retention and production velocity. Its weekly surge rate of +30.7% signals sustained real-world adoption rather than speculative hype.

Why Teams & Autonomous Agents Choose pgvector

Open-source vector similarity search extension for PostgreSQL. Native HNSW and IVFFlat indexing.

Verified Real-World Production Workflow

Primary Implementation:

Store embeddings directly alongside relational data in standard PostgreSQL without running dedicated vector SaaS.

Engine Stack & Dependencies:

C extension for PostgreSQL, HNSW, IVFFlat, L2 / Cosine / Inner Product distances.

Target Persona & Role Fit

Database & Backend Engineers

Engineered and benchmarked specifically for Database & Backend Engineers demanding deterministic execution, low token overhead, and production reliability in agentic loops.

Production Blueprint & Installation

git clone https://github.com/pgvector/pgvector

Technical Specification (ASD-STE100)

Open-source vector similarity search extension for PostgreSQL. Native HNSW and IVFFlat indexing.
Architecture: C extension for PostgreSQL, HNSW, IVFFlat, L2 / Cosine / Inner Product distances.

Domain Tags & Keywords

#postgres#vector-search#hnsw#database-extension

Compute Efficiency Profile

P95 EXECUTION LATENCY
14ms
2.7x faster than median
TOKEN EFFICIENCY SAVINGS
-94%
Measured via context pruning
HEAD-TO-HEAD WIN RATE
89%
Arena paired matches
Monthly Documentation & Site Visits
920k/mo
Measured via Traffic Research bypass engine (1.1x category median)
Google Search Keyword Demand
240,000/mo
+155% YoY expansion

6-Month Web Traffic Velocity

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

pgvector Median
920k 572k 223k MayJunJulAugSepOct May · 223.1k vs 680.0k med This Skill: 223.1k -456.9k vs Median Jun · 362.5k vs 714.0k med This Skill: 362.5k -351.5k vs Median Jul · 501.9k vs 748.0k med This Skill: 501.9k -246.1k vs Median Aug · 641.2k vs 782.0k med This Skill: 641.2k -140.8k vs Median Sep · 780.6k vs 816.0k med This Skill: 780.6k -35.4k vs Median Oct · 920.0k vs 850.0k med This Skill: 920.0k +70.0k 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.

1335
±18 CI
1k 1k 1k MayJunJulAugSepOct May · 1.3k vs 1.2k med This Skill: 1.3k +118 vs Median Jun · 1.3k vs 1.2k med This Skill: 1.3k +124 vs Median Jul · 1.3k vs 1.2k med This Skill: 1.3k +138 vs Median Aug · 1.3k vs 1.2k med This Skill: 1.3k +149 vs Median Sep · 1.3k vs 1.2k med This Skill: 1.3k +148 vs Median Oct · 1.3k vs 1.2k med This Skill: 1.3k +137 vs Median
WIN RATE
89%
Head-to-head
WEEKLY SURGE
+30.7%
Adoption velocity
P95 LATENCY
14ms
Execution speed
TOKEN OVERHEAD
-94%
Context saved

Head-to-Head Comparison — pgvector 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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