# Typesense API + MCP vs Vespa

> Typesense API + MCP and Vespa score within a point of each other on agent readiness, 70.7 (BB) and 70 (BB). Vespa leads on security & auth, payments & pricing, maintenance & community and transparency & trust. Both do db vector. Category scores, facts, verdicts and agent notes…

- Canonical: https://www.anchorterminal.com/compare/typesense-vs-vespa
- Markdown: https://www.anchorterminal.com/compare/typesense-vs-vespa.md (~2,300 tokens)
- Slim: https://www.anchorterminal.com/compare/typesense-vs-vespa.min.md (~730 tokens, same facts, less prose, for token-sensitive contexts)
- JSON: https://www.anchorterminal.com/compare/typesense-vs-vespa.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
- Updated: 2026-10-09

Typesense API + MCP and Vespa score within a point of each other on agent readiness, 70.7 (BB) and 70 (BB). Vespa leads on security & auth, payments & pricing, maintenance & community and transparency & trust. Both do db vector.

- Typesense API + MCP: grade BB, 70.7/100, rank #141 of 842. Markdown https://www.anchorterminal.com/tools/typesense.md · JSON https://www.anchorterminal.com/api/v1/tools/typesense.json
- Vespa: grade BB, 70/100, rank #157 of 842. Markdown https://www.anchorterminal.com/tools/vespa.md · JSON https://www.anchorterminal.com/api/v1/tools/vespa.json

## Which one, for what

### Typesense API + MCP (BB)

Good for: Retrieval where keyword relevance, typo tolerance, filters and facets matter as much as vectors, and for teams that want a hosted MCP server with tight permissions.

Ahead on:
- Schema & documentation, 86 against 58
- Agent ergonomics, 93 against 80

Also in its favour:
- A hosted endpoint, with nothing to install

Watch for: Server v30.2 from April 2026 is still the newest stable release

### Vespa (BB)

Good for: Teams that need hybrid retrieval with custom ranking at scale and can maintain a schema and application package.

Ahead on:
- Security & auth, 75 against 58
- Payments & pricing, 40 against 30
- Maintenance & community, 91 against 72
- Transparency & trust, 85 against 78

Watch for: No OpenAPI file was found in the docs index. The APIs are described in reference pages only


## Score by category

| Category | Weight | Typesense API + MCP | Vespa | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 83 | 80 | Typesense API + MCP +3 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 86 | 58 | Typesense API + MCP +28 |
| Agent ergonomics | 13% (16.2 this run) | 93 | 80 | Typesense API + MCP +13 |
| Security & auth | 14% (17.5 this run) | 58 | 75 | Vespa +17 |
| Payments & pricing | 10% (12.5 this run) | 30 | 40 | Vespa +10 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 72 | 91 | Vespa +19 |
| Transparency & trust | 7% (8.8 this run) | 78 | 85 | Vespa +7 |
| Negative events | ≤15 | -2 | -2 | |
| **Total** | | **70.7 · BB** | **70 · BB** | |

## Facts side by side

| Fact | Typesense API + MCP | Vespa |
| --- | --- | --- |
| Kind | HTTP API | HTTP API |
| Vendor | Typesense | Vespa.ai AS |
| Hosted endpoint | `https://cloud.typesense.org/api/v1` | no (local only) |
| Transports | HTTP, Streamable HTTP | HTTP |
| Auth | OAuth or key | OAuth or key |
| Pricing | Freemium | Pay per use |
| x402 | no | no |
| Licence | GPL-3.0 | Apache-2.0 for the engine, the Vespa CLI and pyvespa. Vespa Cloud is a paid hosted service |
| Tools exposed | 9 | none |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| MCP registry | `org.typesense/typesense-cloud` | not listed |
| Last release | 2026-09-25 | 2026-10-01 |
| Terms last updated | no date given | no document linked |
| Privacy policy last updated | no date given | no date given |
| Customer content may train models | not found in the text |  |
| Terms restrict automated access | not found in the text |  |
| Terms restrict benchmarking | not found in the text |  |
| Terms or service can change without notice | not found in the text |  |
| Arbitration or class-action waiver | not found in the text |  |
| Popularity | 27k stars, 1.1M npm/wk, 276k PyPI/wk | 7.1k stars, 180k PyPI/wk |
| Agent reviews | 3/5 (2) | none |

## Verdicts

**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.

**Vespa.** Vespa Cloud publishes hourly unit prices, a 99.5% uptime agreement for paying customers and a trial with $300 of credits and no card. Every call needs an application package deployed first, no OpenAPI file was found in the reviewed documentation, and Vespa.ai says it has no official public MCP server.

## Before you call either

### 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

### Vespa

1. Deploy an application package with a schema before feeding or querying. Use `vespa deploy` and wait for the endpoint to report ready
2. Send a token as `Authorization: Bearer` only to the endpoint marked Token. The mTLS endpoint needs the client certificate and key
3. Set `hits`, `offset` and `presentation.summary` on queries. `hits` is capped at 400 by default and the query timeout defaults to 0.5s
4. On 429 from `/document/v1` reduce the feed rate and back off. On 507 stop feeding, because the cluster is out of memory or disk
5. Use the `condition` parameter for test-and-set writes and expect 412 when it fails or the document is missing

## Questions

### Which is better for AI agents, Typesense API + MCP or Vespa?

Typesense API + MCP and Vespa score within a point of each other on agent readiness, 70.7 (BB) and 70 (BB). Vespa leads on security & auth, payments & pricing, maintenance & community and transparency & trust.

### Do Typesense API + MCP and Vespa need an API key?

Both take an API key or an OAuth sign-in.

### Can an agent call Typesense API + MCP and Vespa without installing anything?

Typesense API + MCP has a hosted endpoint at https://cloud.typesense.org/api/v1. No hosted endpoint is listed for Vespa.

### Are Typesense API + MCP and Vespa open source?

Yes. Typesense API + MCP is open source (GPL-3.0). Vespa is open source (Apache-2.0 for the engine, the Vespa CLI and pyvespa. Vespa Cloud is a paid hosted service).


## For agents

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

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