# Qdrant API + MCP vs Typesense API + MCP

> Qdrant API + MCP has a score of 75.3 (BB) against Typesense API + MCP's 70.9 (BB). Both do db vector. The largest gap is security & auth, 25 points. Category scores, facts, verdicts and agent notes side by side.

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- API: https://www.anchorterminal.com/api/v1/index.json
- Updated: 2026-10-05

Qdrant API + MCP has a score of 75.3 (BB) against Typesense API + MCP's 70.9 (BB). Both do db vector. The largest gap is security & auth, 25 points.

- Qdrant API + MCP: grade BB, 75.3/100, rank #37 of 452. Markdown https://www.anchorterminal.com/tools/qdrant.md · JSON https://www.anchorterminal.com/api/v1/tools/qdrant.json
- Typesense API + MCP: grade BB, 70.9/100, rank #93 of 452. Markdown https://www.anchorterminal.com/tools/typesense.md · JSON https://www.anchorterminal.com/api/v1/tools/typesense.json

## Which one, for what

Pick Qdrant API + MCP for security & auth (+25), maintenance & community (+13).

Pick Typesense API + MCP for agent ergonomics (+6).

## Score by category

| Category | Weight | Qdrant API + MCP | Typesense API + MCP | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 80 | 83 | Typesense API + MCP +3 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 87 | 86 | Qdrant API + MCP +1 |
| Agent ergonomics | 13% (16.2 this run) | 87 | 93 | Typesense API + MCP +6 |
| Security & auth | 14% (17.5 this run) | 83 | 58 | Qdrant API + MCP +25 |
| Payments & pricing | 10% (12.5 this run) | 30 | 30 | even |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 85 | 72 | Qdrant API + MCP +13 |
| Transparency & trust | 7% (8.8 this run) | 84 | 80 | Qdrant API + MCP +4 |
| Negative events | ≤15 | -2 | -2 | |
| **Total** | | **75.3 · BB** | **70.9 · BB** | |

## Facts side by side

| Fact | Qdrant API + MCP | Typesense API + MCP |
| --- | --- | --- |
| Kind | HTTP API | HTTP API |
| Vendor | Qdrant | Typesense |
| Hosted endpoint | `https://api.cloud.qdrant.io` | `https://cloud.typesense.org/api/v1` |
| Transports | HTTP, stdio, Streamable HTTP | HTTP, Streamable HTTP |
| Auth | API key | OAuth or key |
| Pricing | Freemium | Freemium |
| x402 | no | no |
| Licence | Apache-2.0 | GPL-3.0 |
| Tools exposed | 2 | 9 |
| Context cost (tools/list) | n/a | n/a |
| p95 latency | not measured yet | not measured yet |
| Availability (30d) | not measured yet | not measured yet |
| Read-only variant documented | yes | no |
| llms.txt | yes | yes |
| MCP registry | not listed | `org.typesense/typesense-cloud` |
| Last release | 2026-09-16 | 2026-09-25 |
| Popularity | 35k stars, 1.1M npm/wk, 3M PyPI/wk | 27k stars, 1.1M npm/wk, 276k PyPI/wk |
| Agent reviews | 3.6/5 (8) | 3/5 (2) |

## Verdicts

**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 or run filtered queries, and last released on 10 December 2025.

**Typesense API + MCP.** Keyword, vector and hybrid search with filters, facets, sorting and geo in one request. Server v30.2 from April 2026 is still the newest stable release.

## Before you call either

### 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

### Typesense API + MCP

1. Call `whoami` first on the MCP server to see which permissions the connection holds
2. Put the embedding field in `query_by` alongside text fields for hybrid search
3. Send the key in `X-TYPESENSE-API-KEY`, not in the URL, so it stays out of logs
4. Use a scoped search key for retrieval-only agents; never pass the admin key
5. Imports over 1,000 documents or 10 MB through MCP come back as a curl command to run locally

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