AI sales engagement for email, LinkedIn, SMS & calls. Open APIs, SDKs, and MCP server for developers building on Reply. Builders of Jason, the AI SDR.
Vector Database for Enterprise-grade AI and LLM applications
Reply vs Zilliz
Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.
Reply (AI sales engagement for email, LinkedIn, SMS & calls. Open APIs, SDKs, and MCP server for developers building on Reply. Builders of Jason, the AI SDR.) and Zilliz (Vector Database for Enterprise-grade AI and LLM applications) both appear on the Smoower Developer Ecosystem Index.
Zilliz (rank #122) holds a meaningful lead over Reply (rank #662) on the overall Smoower ecosystem score (54 vs 32). The gap of 22 points reflects composite signals across code, docs, community and reach.
On code quality (the state of repositories, tests, releases and polish), Zilliz is clearly ahead of Reply. On education (docs, guides and learning material for developers), Zilliz is ahead of Reply. On community (issue response, PR reviews and discussion health), Zilliz is clearly ahead of Reply. On reach (how visible the ecosystem is beyond its own repos), Zilliz is ahead of Reply. On momentum (release cadence and how fast the ecosystem moves), Reply is ahead of Zilliz.
Reply carries 0 GitHub stars across 3 public repos, with 2 repositories active in the last 90 days and 0 external contributors on record. Zilliz shows 37,860 stars across 71 public repos, 29 active in the last 90 days and 105 external contributors.
Reply is the stronger read for anyone weighting momentum. Zilliz looks better where community is the deciding factor. The table below breaks the scores down pillar by pillar; the linked profiles cover the underlying repos, docs and community signals in full.
Side-by-side metrics
| Metric | Reply | Zilliz |
|---|---|---|
| Ranking | ||
| Overall rank | #662 | #122 |
| Pillars | ||
| Overall | 32 | 54 |
| Code | 34 | 67 |
| Education | 71 | 83 |
| Community | 5 | 51 |
| Reach | 12 | 29 |
| Momentum | 60 | 50 |
| Builder experience | 0 | 0 |
| Signals | ||
| Stars | 0 | 37,860 |
| Forks | 1 | 3,995 |
| Public repos | 3 | 71 |
| Active repos (90d) | 2 | 29 |
| External contributors | 0 | 105 |
| Avg polish | 38 | 64 |
| Avg AI-readiness | 30 | 59 |