TH
TutorHero Arena
Previous: Ruff Rank #255 of 300 Skills Next: Biome
Qdrant Rust Vector DB
AI Ops Arena Rank #255

Qdrant Rust Vector DB

qdrant/qdrant · Author: @qdrant
Arena ELO
1184
±18
Total Stars
35.0k
+50.7% w/w
Monthly Traffic
980k/mo
1.2x vs median
Search Demand
62,000/mo
+60% YoY

12-Month Adoption & Star Velocity +50.7% w/w

Empirical star trajectory for Qdrant Rust Vector DB vs Category Median benchmark. Hover along points to inspect exact monthly stats.

Qdrant Rust Vector DB Category Median
35k 20k 4k NovDecJanFebMarAprMayJunJulAugSepOct Nov · 7.5k vs 4.4k med This Skill: 7.5k +3.1k vs Median Dec · 8.6k vs 5.0k med This Skill: 8.6k +3.6k vs Median Jan · 9.9k vs 5.7k med This Skill: 9.9k +4.2k vs Median Feb · 11.4k vs 6.5k med This Skill: 11.4k +5.0k vs Median Mar · 13.1k vs 7.3k med This Skill: 13.1k +5.8k vs Median Apr · 15.1k vs 8.4k med This Skill: 15.1k +6.8k vs Median May · 17.4k vs 9.5k med This Skill: 17.4k +7.9k vs Median Jun · 20.0k vs 10.8k med This Skill: 20.0k +9.2k vs Median Jul · 23.0k vs 12.3k med This Skill: 23.0k +10.7k vs Median Aug · 26.4k vs 13.9k med This Skill: 26.4k +12.5k vs Median Sep · 30.4k vs 15.8k med This Skill: 30.4k +14.6k vs Median Oct · 35.0k vs 18.0k med This Skill: 35.0k +17.0k vs Median
GROWTH VELOCITY
+50.7%
0.9x vs category median
ARENA ELO SCORE
1184
-8 vs category median
WEB VISITS MOMENTUM
980k/mo
1.2x category median
LATENCY EFFICIENCY
12ms
3.2x faster execution

Ecosystem Adoption Thesis

Across verified open-source agentic tools, Qdrant Rust Vector DB holds a position in the top percentile for developer retention and production velocity. Its weekly surge rate of +50.7% signals sustained real-world adoption rather than speculative hype.

Why Teams & Autonomous Agents Choose Qdrant Rust Vector DB

Vector Similarity Search Engine and Vector Database with extended payload-based filtering written in Rust.

Verified Real-World Production Workflow

Primary Implementation:

Store dense embeddings for millions of enterprise documents with sub-10ms query latency and boolean payload filtering.

Engine Stack & Dependencies:

Rust, HNSW indexing, gRPC API, Raft consensus, Memory-mapped files.

Target Persona & Role Fit

RAG & Vector Search Engineers

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

Production Blueprint & Installation

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

Technical Specification (ASD-STE100)

Vector Similarity Search Engine and Vector Database with extended payload-based filtering written in Rust.
Architecture: Rust, HNSW indexing, gRPC API, Raft consensus, Memory-mapped files.

Domain Tags & Keywords

#vector-db#rust#hnsw#rag#similarity-search

Compute Efficiency Profile

P95 EXECUTION LATENCY
12ms
3.2x faster than median
TOKEN EFFICIENCY SAVINGS
-94%
Measured via context pruning
HEAD-TO-HEAD WIN RATE
71%
Arena paired matches
Monthly Documentation & Site Visits
980k/mo
Measured via Traffic Research bypass engine (1.2x category median)
Google Search Keyword Demand
62,000/mo
+60% YoY expansion

6-Month Web Traffic Velocity

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

Qdrant Rust Vector DB Median
980k 804k 627k MayJunJulAugSepOct May · 627.2k vs 680.0k med This Skill: 627.2k -52.8k vs Median Jun · 697.8k vs 714.0k med This Skill: 697.8k -16.2k vs Median Jul · 768.3k vs 748.0k med This Skill: 768.3k +20.3k vs Median Aug · 838.9k vs 782.0k med This Skill: 838.9k +56.9k vs Median Sep · 909.4k vs 816.0k med This Skill: 909.4k +93.4k vs Median Oct · 980.0k vs 850.0k med This Skill: 980.0k +130.0k 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.

1184
±18 CI
1k 1k 1k MayJunJulAugSepOct May · 1.2k vs 1.2k med This Skill: 1.2k -33 vs Median Jun · 1.2k vs 1.2k med This Skill: 1.2k -27 vs Median Jul · 1.2k vs 1.2k med This Skill: 1.2k -13 vs Median Aug · 1.2k vs 1.2k med This Skill: 1.2k -2 vs Median Sep · 1.2k vs 1.2k med This Skill: 1.2k -3 vs Median Oct · 1.2k vs 1.2k med This Skill: 1.2k -14 vs Median
WIN RATE
71%
Head-to-head
WEEKLY SURGE
+50.7%
Adoption velocity
P95 LATENCY
12ms
Execution speed
TOKEN OVERHEAD
-94%
Context saved

Head-to-Head Comparison — Qdrant Rust Vector DB vs 300 Skills

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

Compare with:
Popular Direct Comparisons in Category:
Previous: Ruff Return to Arena Leaderboard Next: Biome