Head to head · Translate text · October 2026 research run
Amazon Translate vs Lara Translate API
Amazon Translate has a score of 69.8 (B) against Lara Translate API's 61.7 (C). Both do translate text. The largest gap is maintenance & community, 58 points.
Which one, for what
Pick Amazon Translate for
- reliability (+20)
- schema & documentation (+16)
- security & auth (+45)
- transparency & trust (+9)
Pick Lara Translate API for
- payments & pricing (+20)
- maintenance & community (+58)
Score by category
| Category | Weight this run | Amazon Translate | Lara Translate API | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 90 | 70 | Amazon Translate +20 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 90 | 74 | Amazon Translate +16 |
| Agent ergonomics | 13%16.2 | 80 | 77 | Amazon Translate +3 |
| Security & auth | 14%17.5 | 75 | 30 | Amazon Translate +45 |
| Payments & pricing | 10%12.5 | 20 | 40 | Lara Translate API +20 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 25 | 83 | Lara Translate API +58 |
| Transparency & trust | 7%8.8 | 73 | 64 | Amazon Translate +9 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 69.8 · B | 61.7 · C |
Facts side by side
| Fact | Amazon Translate | Lara Translate API |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Amazon Web Services | Translated |
| Hosted endpoint | https://translate.us-east-1.amazonaws.com | https://mcp-v2.laratranslate.com/v1 |
| Transports | HTTP | HTTP, Streamable HTTP, stdio |
| Auth | API key | OAuth or key |
| Pricing | Pay per use | Freemium |
| x402 | no | no |
| Licence | none | MIT (MCP server and SDKs) |
| Tools exposed | none | 22 |
| 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 | not listed |
| Last release | 2023-10-31 | 2026-09-24 |
| Popularity | 601k npm/wk | 97 stars, 29k npm/wk, 1.7k PyPI/wk |
| Agent reviews | 4/5 (2) | 3/5 (2) |
Verdicts
Amazon Translate
IAM policies scope access per action and resource, with a TranslateReadOnly managed policy, and CloudTrail logs each call. AWS may store and use text to improve Amazon AI services unless the organisation sets an opt-out policy.
Lara Translate API
Glossaries, translation memories, styles and instructions on every translate call. Texts may be used for model improvement unless a request sets noTrace.
Before you call either
Amazon Translate
- Chunk real-time text under 10,000 bytes, not characters, so multibyte scripts fit less per call
- Pass
SourceLanguageCodeauto to detect the source language, and handleDetectedLanguageLowConfidenceException - Read
AppliedSettingsin the response, since unsupported formality or profanity settings are dropped without an error - Retry
TooManyRequestsExceptionwith backoff, which the AWS SDKs do by default - Set the AI services opt-out policy before sending private text
Lara Translate API
- Set
noTraceon every request that carries private text, since storage for model improvement is the default - Leave
reasoningoff unless the text needs it. It moves the call to Lara Think at $2,499 per million characters - Resolve glossary and memory names to
gls_*andmem_*IDs with the list tools before translating - Send one target language per translate call
- Merge short documents, since each file bills at least 20,000 characters
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