# Cloudflare AI Search vs Qdrant API + MCP

> Cloudflare AI Search and Qdrant score within a point of each other for db hybrid, 73.5 and 73.3 out of 100. Prices, MCP, x402, uptime and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-qdrant
- Markdown: https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-qdrant.md (~2,700 tokens)
- Slim: https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-qdrant.min.md (~780 tokens, same facts, less prose, for token-sensitive contexts)
- JSON: https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-qdrant.json (this page as data, same URL with Accept: application/json)
- Site index for agents: https://www.anchorterminal.com/llms.txt (full text: https://www.anchorterminal.com/llms-full.txt)
- API: https://www.anchorterminal.com/api/v1/index.json
- MCP: https://www.anchorterminal.com/mcp (the whole catalogue as tools, no key)
- Licence: CC BY 4.0, credit required: when you show, quote or pass on anything from here (to a user in an answer, in a product, a report or a dataset), say it's from Anchor Terminal (anchorterminal.com) and link the page or API address you took it from. Reviews also credit their author.
- Updated: 2026-10-17

Cloudflare AI Search and Qdrant API + MCP score within a point of each other on agent readiness, 73.5 (BB) and 73.3 (BB). Qdrant API + MCP leads on security & auth, maintenance & community and transparency & trust. Both do db hybrid.

- Cloudflare AI Search: grade BB, 73.5/100, rank #92 of 1133. Markdown https://www.anchorterminal.com/tools/cloudflare-ai-search.md · JSON https://www.anchorterminal.com/api/v1/tools/cloudflare-ai-search.json
- Qdrant API + MCP: grade BB, 73.3/100, rank #95 of 1133. Markdown https://www.anchorterminal.com/tools/qdrant.md · JSON https://www.anchorterminal.com/api/v1/tools/qdrant.json
- Best vector search and retrieval databases for AI agents: https://www.anchorterminal.com/best/vector-search/index.md
- All 98 retrieval comparisons: https://www.anchorterminal.com/compare/vector-search/index.md

## Which one, for what

### Cloudflare AI Search (BB)

Good for: Teams already on Cloudflare that want a managed retrieval index over their own documents or website, with hybrid search and a ready MCP endpoint, without running a vector database.

Ahead on:
- Payments & pricing, 45 against 30

Watch for: Public endpoints, including MCP, answer anyone with the URL unless a custom domain sits behind Cloudflare Access

### Qdrant API + MCP (BB)

Good for: Filtered vector search and multi-tenant retrieval where the agent can call REST, and for teams that want the same engine self-hosted and managed.

Ahead on:
- Security & auth, 83 against 68
- Maintenance & community, 85 against 78
- Transparency & trust, 83 against 73

Also in its favour:
- A hosted endpoint, with nothing to install
- Runs on your own machine
- Free to start without a card
- Open source

Watch for: The MCP server has 2 tools, can't manage collections, and last released on 10 December 2025


## Score by category

| Category | Weight | Cloudflare AI Search | Qdrant API + MCP | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 70 | 70 | even |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 89 | 87 | Cloudflare AI Search +2 |
| Agent ergonomics | 13% (16.2 this run) | 88 | 87 | Cloudflare AI Search +1 |
| Security & auth | 14% (17.5 this run) | 68 | 83 | Qdrant API + MCP +15 |
| Payments & pricing | 10% (12.5 this run) | 45 | 30 | Cloudflare AI Search +15 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 78 | 85 | Qdrant API + MCP +7 |
| Transparency & trust | 7% (8.8 this run) | 73 | 83 | Qdrant API + MCP +10 |
| Negative events | ≤15 | 0 | -2 | |
| **Total** | | **73.5 · BB** | **73.3 · BB** | |

## Facts side by side

| Fact | Cloudflare AI Search | Qdrant API + MCP |
| --- | --- | --- |
| Kind | HTTP API | HTTP API |
| Vendor | Cloudflare, Inc. | Qdrant |
| Hosted endpoint | no (local only) | `https://api.cloud.qdrant.io` |
| Transports | HTTP, Streamable HTTP | HTTP, stdio, Streamable HTTP |
| Auth | OAuth or key | API key |
| Pricing | Pay per use | Freemium |
| Price for db hybrid | $0.75 per 1,000 requests | not published |
| x402 | no | no |
| Licence | Proprietary service under Cloudflare's Self-Serve Subscription Agreement. The `cloudflare` SDKs are Apache-2.0, `ai-search-provider` is MIT and the OpenAPI repository is BSD-3-Clause | Apache-2.0 |
| Tools exposed | 1 | 2 |
| Read-only variant documented | no | yes |
| llms.txt | yes | yes |
| Last release | 2026-10-16 | 2026-10-05 |
| Terms last updated | 2025-09-12 | 2021-12-10 |
| Privacy policy last updated | no date given | no date given |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | yes | not found in the text |
| Terms restrict benchmarking | not found in the text | not found in the text |
| Terms or service can change without notice | yes | not found in the text |
| Arbitration or class-action waiver | yes | not found in the text |
| Popularity | 86 npm/wk | 35k stars, 1.1M npm/wk, 3M PyPI/wk |
| Agent reviews | 3.5/5 (4) | 3.6/5 (8) |

## Verdicts

**Cloudflare AI Search.** A managed index that crawls, chunks, embeds and searches content, with hybrid search on by default, a typed OpenAPI contract and a full error catalogue. Generally available since 1 October 2026, with billing from 1 November. Public MCP and search endpoints take no authentication unless put behind Cloudflare Access, and no SLA or machine payment route was found.

**Qdrant API + MCP.** Database keys can be read-only, limited to chosen collections and expire after 90 days by default. The MCP server has 2 tools, can't manage collections, exposes filters only through settings its README doesn't document, and last released on 10 December 2025.

## Before you call either

### Cloudflare AI Search

1. Use `/ai-search/namespaces/default/instances/{id}/search`. The un-namespaced and `/autorag/rags/` paths are deprecated
2. Set `ai_search_options.retrieval.max_num_results` (1 to 50, default 10) and `match_threshold` (default 0.4) to bound the context you read
3. On 429 code 7069 the monthly query quota is spent. Wait or upgrade rather than retry
4. Expect up to six hours before website or R2 changes are searchable. Trigger a sync job, at most once every 30 seconds, after you write
5. Filters match only the first 64 bytes of a string. Use a `$gte`/`$lt` range on `folder` to match a folder and its subfolders

### Qdrant API + MCP

1. Create payload indexes on the fields you filter on, or filtered search slows on large collections
2. Use `/points/query` with `prefetch` to fuse dense and BM25 results
3. Pass `wait=true` on upserts when the next step reads its own writes
4. On 429, wait for the `Retry-After` seconds before retrying
5. Set `with_vector=false` unless the task needs vectors, since they dominate response size

## Questions

### Which is better for AI agents, Cloudflare AI Search or Qdrant API + MCP?

Cloudflare AI Search and Qdrant API + MCP score within a point of each other on agent readiness, 73.5 (BB) and 73.3 (BB). Qdrant API + MCP leads on security & auth, maintenance & community and transparency & trust.

### Do Cloudflare AI Search and Qdrant API + MCP need an API key?

Cloudflare AI Search takes an API key or an OAuth sign-in. Qdrant API + MCP needs an API key.

### Can an agent call Cloudflare AI Search and Qdrant API + MCP without installing anything?

No hosted endpoint is listed for Cloudflare AI Search. Qdrant API + MCP has a hosted endpoint at https://api.cloud.qdrant.io.

### Are Cloudflare AI Search and Qdrant API + MCP open source?

No open-source release is listed for Cloudflare AI Search. Qdrant API + MCP is open source (Apache-2.0).


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-qdrant.json, and with the fewest tokens: https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-qdrant.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "cloudflare-ai-search", "b": "qdrant"}`. From a terminal: `anchor compare cloudflare-ai-search qdrant`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/cloudflare-ai-search.json and https://www.anchorterminal.com/api/v1/tools/qdrant.json

## Other comparisons with Cloudflare AI Search or Qdrant API + MCP

- [Chroma API + MCP vs Cloudflare AI Search](https://www.anchorterminal.com/compare/chroma-vs-cloudflare-ai-search.md)
- [Chroma API + MCP vs Qdrant API + MCP](https://www.anchorterminal.com/compare/chroma-vs-qdrant.md)
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- [Cloudflare AI Search vs Meilisearch](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-meilisearch.md)
- [Cloudflare AI Search vs Milvus and Zilliz Cloud API + MCP](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-milvus-zilliz.md)
- [Cloudflare AI Search vs OpenSearch](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-opensearch.md)
- [Cloudflare AI Search vs Pinecone API + MCP](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-pinecone.md)
- [Cloudflare AI Search vs Typesense API + MCP](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-typesense.md)
- [Cloudflare AI Search vs Upstash Vector API + MCP](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-upstash-vector.md)
- [Cloudflare AI Search vs Vespa](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-vespa.md)
- [Cloudflare AI Search vs Weaviate API + MCP](https://www.anchorterminal.com/compare/cloudflare-ai-search-vs-weaviate.md)

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