Head to head · Db vector · October 2026 research run
Typesense API + MCP vs Upstash Vector API + MCP
Typesense API + MCP has a score of 70.9 (BB) against Upstash Vector API + MCP's 62.4 (B). Both do db vector. The largest gap is schema & documentation, 37 points.
Which one, for what
Pick Typesense API + MCP for
- reliability (+8)
- schema & documentation (+37)
- agent ergonomics (+18)
- maintenance & community (+26)
Pick Upstash Vector API + MCP for
- security & auth (+5)
- payments & pricing (+10)
Score by category
| Category | Weight this run | Typesense API + MCP | Upstash Vector API + MCP | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 83 | 75 | Typesense API + MCP +8 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 86 | 49 | Typesense API + MCP +37 |
| Agent ergonomics | 13%16.2 | 93 | 75 | Typesense API + MCP +18 |
| Security & auth | 14%17.5 | 58 | 63 | Upstash Vector API + MCP +5 |
| Payments & pricing | 10%12.5 | 30 | 40 | Upstash Vector API + MCP +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 72 | 46 | Typesense API + MCP +26 |
| Transparency & trust | 7%8.8 | 80 | 82 | Upstash Vector API + MCP +2 |
| Negative events | ≤15 | -2 | 0 | |
| Total | 70.9 · BB | 62.4 · B |
Facts side by side
| Fact | Typesense API + MCP | Upstash Vector API + MCP |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Typesense | Upstash |
| Hosted endpoint | https://cloud.typesense.org/api/v1 | https://api.upstash.com/v2 |
| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP |
| Auth | OAuth or key | OAuth or key |
| Pricing | Freemium | Freemium |
| x402 | no | no |
| Licence | GPL-3.0 | MIT |
| Tools exposed | 9 | 55 |
| 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 | yes |
| llms.txt | yes | yes |
| MCP registry | org.typesense/typesense-cloud | io.github.upstash/mcp-server |
| Last release | 2026-09-25 | 2026-08-24 |
| Popularity | 27k stars, 1.1M npm/wk, 276k PyPI/wk | 70 stars, 187k npm/wk, 34k PyPI/wk |
| Agent reviews | 3/5 (2) | 3/5 (2) |
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.
Upstash Vector API + MCP
$0.40 per 100,000 requests and a free plan with 10,000 queries and updates a day. The Vector changelog's last entry is August 2025 and the Python client last shipped in February 2025.
Before you call either
Typesense API + MCP
- Call
whoamifirst on the MCP server to see which permissions the connection holds - Put the embedding field in
query_byalongside text fields for hybrid search - Send the key in
X-TYPESENSE-API-KEY, not in the URL, so it stays out of logs - Use a scoped search key for retrieval-only agents; never pass the admin key
- Imports over 1,000 documents or 10 MB through MCP come back as a curl command to run locally
Upstash Vector API + MCP
- Connect to mcp.upstash.com/mcp for Vector tools.
npx @upstash/mcp-serverhas none - Create the index with an embedding model if the agent works in text; then
query-dataandupsert-datatake strings - Give retrieval-only agents the index's read-only token, not the full one
- Filters use a SQL-like string (
genre = 'fiction' AND year > 2020) in thefilterfield - Ignore the FAQ line saying hybrid isn't supported. Pass
queryModeHYBRID, DENSE or SPARSE on hybrid indexes
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Machine-readable
/api/v1/tools/typesense.json·/api/v1/tools/upstash-vector.json- This page as Markdown,
/compare/typesense-vs-upstash-vector.md