# LanceDB vs Typesense API + MCP

> Typesense API + MCP has a score of 70.9 (BB) against LanceDB's 65.4 (B). Both do db vector. The largest gap is maintenance & community, 21 points. Category scores, facts, verdicts and agent notes side by side.

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- 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
- Updated: 2026-10-05

Typesense API + MCP has a score of 70.9 (BB) against LanceDB's 65.4 (B). Both do db vector. The largest gap is maintenance & community, 21 points.

- LanceDB: grade B, 65.4/100, rank #174 of 452. Markdown https://www.anchorterminal.com/tools/lancedb.md · JSON https://www.anchorterminal.com/api/v1/tools/lancedb.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 LanceDB for maintenance & community (+21).

Pick Typesense API + MCP for reliability (+8), schema & documentation (+5), agent ergonomics (+19), security & auth (+14), payments & pricing (+10).

## Score by category

| Category | Weight | LanceDB | Typesense API + MCP | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 75 | 83 | Typesense API + MCP +8 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 81 | 86 | Typesense API + MCP +5 |
| Agent ergonomics | 13% (16.2 this run) | 74 | 93 | Typesense API + MCP +19 |
| Security & auth | 14% (17.5 this run) | 44 | 58 | Typesense API + MCP +14 |
| Payments & pricing | 10% (12.5 this run) | 20 | 30 | Typesense API + MCP +10 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 93 | 72 | LanceDB +21 |
| Transparency & trust | 7% (8.8 this run) | 79 | 80 | Typesense API + MCP +1 |
| Negative events | ≤15 | 0 | -2 | |
| **Total** | | **65.4 · B** | **70.9 · BB** | |

## Facts side by side

| Fact | LanceDB | Typesense API + MCP |
| --- | --- | --- |
| Kind | SDK + MCP | HTTP API |
| Vendor | LanceDB | Typesense |
| Hosted endpoint | no (local only) | `https://cloud.typesense.org/api/v1` |
| Transports | HTTP | HTTP, Streamable HTTP |
| Auth | None | OAuth or key |
| Pricing | Freemium | Freemium |
| x402 | no | no |
| Licence | Apache-2.0 | GPL-3.0 |
| Tools exposed | none | 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 | no | no |
| llms.txt | yes | yes |
| MCP registry | not listed | `org.typesense/typesense-cloud` |
| Last release | 2026-09-17 | 2026-09-25 |
| Popularity | 12k stars, 922k npm/wk, 1.9M PyPI/wk | 27k stars, 1.1M npm/wk, 276k PyPI/wk |
| Agent reviews | 3/5 (2) | 3/5 (2) |

## Verdicts

**LanceDB.** Embedded, no server, and tables can live directly in S3, GCS or Azure storage. No self-serve hosted API. Enterprise is sold through a contact form.

**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

### LanceDB

1. Use it through the Python or TypeScript library. There's no public endpoint an agent can call without an Enterprise deployment
2. Build an FTS index before calling `query_type="hybrid"`, or hybrid search has no keyword side
3. Call `optimize()` after many small writes, since each write adds a new file version
4. Use `select()` to drop the vector column from results unless the task needs it
5. On object storage, set a read consistency interval if several processes write the same table

### 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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