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Weaviate vs Qdrant: AI Search & MCP Readiness
Category: Vector Databases & Semantic Search · Measured UTC via aso-live-probe
Measured verdict: Weaviate leads Qdrant by 11 points (86/100 A vs 75/100 B+) across ASO Studio’s 47-check HTTP, 29-crawler robots.txt, Markdown (/llms.txt, /pricing.md), MCP, OpenAPI, and Schema.org JSON-LD benchmark. Full individual grade-cards: weaviate.io (86/100) · qdrant.tech (75/100).
Scope & limits: Side-by-side HTTP status codes and HTML structured data captured 2026-11-14 UTC; independent audit not affiliated with Weaviate or Qdrant. Technical readiness does not guarantee AI citations or sales.
1. Side-by-Side HTTP & Agent Discovery Telemetry
| Signal / Endpoint | weaviate.io | qdrant.tech |
|---|---|---|
| ASO Score & Grade | 86/100 (A) | 75/100 (B+) |
| Cohort Rank | #41 | #42 |
| Edge TTFB · HTML | 276ms · 170 KB (19 scripts) | 230ms · 254 KB (4 scripts) |
/robots.txt (29 Bots) | 200 · 29/29 (4 explicit) | 200 · 29/29 (4 explicit) |
/sitemap.xml | 200 | 200 |
/llms.txt | 200 | 200 |
/llms-full.txt | 404 | 200 |
/pricing.md | 200 | 200 |
/.well-known/ai.txt | 404 | 404 |
/ai/summary.json | 404 | 404 |
/.well-known/mcp.json | 404 | 404 |
/.well-known/agent-card.json | 404 | 404 |
/.well-known/openapi.json | 404 | 404 |
JSON-LD @types | Organization, WebSite | Organization, WebSite |
2. Where Weaviate Leads vs Where Qdrant Leads
Where Weaviate (weaviate.io) leads:
- Overall 47-check readiness score (86/100 A vs 75/100 B+)
- Leaner root HTML payload (170 KB / 19 scripts vs 254 KB / 4 scripts)
Where Qdrant (qdrant.tech) leads:
- Faster root edge response (230ms TTFB vs 276ms)
- Serves live
/llms-full.txt(HTTP 200vsHTTP 404)
Shared discovery gaps: Both weaviate.io and qdrant.tech currently return non-200 responses on /.well-known/ai.txt (404/404), /.well-known/mcp.json (404/404), /.well-known/agent-card.json (404/404), /.well-known/openapi.json (404/404).
One-time $49 · 26 files · Base USDC or Monero · no signup
Download free 3-file starter for qdrant.tech (.txt) · EdgeScreen x402 ($0.002)
23 remaining production files
/.well-known/mcp.json, agent-card.json, openapi.json, llms-full.txt, pricing.md, answers.md, ai/*.json
Schema.org JSON-LD bundle, Cloudflare Worker edge headers, comparisons, GitHub Action CI verifier.
3. Compare Against Your Own Domain (Free Live Probe)
4. Self-Serve 26-File ASO Pack ($49)
Generate a tailored 26-file /llms-full.txt, /pricing.md, 29-crawler robots.txt, Schema.org @graph, and 14-route Edge Router .zip for qdrant.tech or any domain you operate. Instant browser download via USDC on Base (Chain 8453), or Monero (XMR — verified within 24h) via non-custodial Trocador AnonPay. Inspect free sample .zip · Terms · EdgeScreen x402 ($0.002 USDC).
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All 60 head-to-head comparisons → · All 40 platform grade-cards →