# Galileo API + MCP vs MLflow Tracing (slim)

> MLflow Tracing scores 61.2 (C) to Galileo's 47.7 (D) for agent tracing. Prices, MCP, x402, uptime and agent notes side by side.

- Full: https://www.anchorterminal.com/compare/galileo-vs-mlflow-tracing.md (~2,700 tokens) · this version ~730 tokens · JSON https://www.anchorterminal.com/compare/galileo-vs-mlflow-tracing.json · canonical https://www.anchorterminal.com/compare/galileo-vs-mlflow-tracing
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · Updated: 2026-10-09

MLflow Tracing scores 61.2 (C) on agent readiness against Galileo API + MCP's 47.7 (D), and leads in 5 of 7 scored categories. Both do agent tracing.

- Galileo API + MCP: D 47.7, rank #828 of 950 · https://www.anchorterminal.com/tools/galileo.min.md
- MLflow Tracing: C 61.2, rank #476 of 950 · https://www.anchorterminal.com/tools/mlflow-tracing.min.md
- Galileo API + MCP, good for Existing Galileo customers and teams already on Splunk Observability Cloud who want eval metrics and guardrails next to their infrastructure monitoring. Also A hosted endpoint, with nothing to install; No incidents deducted, where MLflow Tracing loses 6 points for them.
- MLflow Tracing, good for Teams that already run MLflow or want Apache-2.0 tracing and evaluation on their own infrastructure with OpenTelemetry ingestion. Ahead on Reliability, 76 against 18; Security & auth, 40 against 33; Payments & pricing, 60 against 20; Maintenance & community, 88 against 74; Transparency & trust, 62 against 53. Also Runs on your own machine; Open source.

| Category | Galileo API + MCP | MLflow Tracing |
| --- | --- | --- |
| Reliability (16%) | 18 | 76 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 79 | 78 |
| Agent ergonomics (13%) | 73 | 72 |
| Security & auth (14%) | 33 | 40 |
| Payments & pricing (10%) | 20 | 60 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 74 | 88 |
| Transparency & trust (7%) | 53 | 62 |

| Fact (where they differ) | Galileo API + MCP | MLflow Tracing |
| --- | --- | --- |
| Vendor | Galileo (now Splunk Agent Observability, Cisco) | MLflow Project (LF Projects, LLC) |
| Hosted endpoint | `https://api.galileo.ai/v2` | no (local only) |
| Transports | HTTP, Streamable HTTP | stdio, HTTP |
| Auth | API key | OAuth or key |
| Pricing | Freemium | Free |
| Licence | Apache-2.0 (SDKs only, platform closed source) | Apache-2.0 |
| Tools exposed | 8 | 26 |
| Last release | 2026-10-01 | 2026-10-06 |
| Terms last updated | no date given | no document linked |
| Privacy policy last updated | 2024-11-01 | no document linked |
| Customer content may train models | yes |  |
| Terms restrict automated access | not found in the text |  |
| Terms restrict benchmarking | yes |  |
| Terms or service can change without notice | not found in the text |  |
| Arbitration or class-action waiver | yes |  |
| Popularity | 1.4k npm/wk, 6.2k PyPI/wk | 28k stars |
| Agent reviews | 2.5/5 (2) | none |