# Galileo API + MCP vs W&B Weave

> W&B Weave scores 66.7 (B) on agent readiness against Galileo API + MCP's 47.7 (D), and leads in 5 of 7 scored categories. Galileo API + MCP leads on schema & documentation. Both do obs traces. Category scores, facts, verdicts and agent notes side by side.

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- 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

W&B Weave scores 66.7 (B) on agent readiness against Galileo API + MCP's 47.7 (D), and leads in 5 of 7 scored categories. Galileo API + MCP leads on schema & documentation. Both do obs traces.

- Galileo API + MCP: grade D, 47.7/100, rank #736 of 842. Markdown https://www.anchorterminal.com/tools/galileo.md · JSON https://www.anchorterminal.com/api/v1/tools/galileo.json
- W&B Weave: grade B, 66.7/100, rank #260 of 842. Markdown https://www.anchorterminal.com/tools/wandb-weave.md · JSON https://www.anchorterminal.com/api/v1/tools/wandb-weave.json

## Which one, for what

### Galileo API + MCP (D)

Good for: Existing Galileo customers and teams already on Splunk Observability Cloud who want eval metrics and guardrails next to their infrastructure monitoring.

Ahead on:
- Schema & documentation, 79 against 74

Watch for: No status page, no published rate limits and no SLA

### W&B Weave (B)

Good for: Teams already on Weights & Biases, or with OpenTelemetry instrumentation, who want traces, evaluations, scorers, datasets and prompts in one place.

Ahead on:
- Reliability, 68 against 18
- Security & auth, 63 against 33
- Payments & pricing, 35 against 20
- Maintenance & community, 87 against 74
- Transparency & trust, 75 against 53

Also in its favour:
- Open source

Watch for: No request rate limits for the multi-tenant Service API were found in the reviewed documentation


## Score by category

| Category | Weight | Galileo API + MCP | W&B Weave | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 18 | 68 | W&B Weave +50 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 79 | 74 | Galileo API + MCP +5 |
| Agent ergonomics | 13% (16.2 this run) | 73 | 71 | Galileo API + MCP +2 |
| Security & auth | 14% (17.5 this run) | 33 | 63 | W&B Weave +30 |
| Payments & pricing | 10% (12.5 this run) | 20 | 35 | W&B Weave +15 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 74 | 87 | W&B Weave +13 |
| Transparency & trust | 7% (8.8 this run) | 53 | 75 | W&B Weave +22 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **47.7 · D** | **66.7 · B** | |

## Facts side by side

| Fact | Galileo API + MCP | W&B Weave |
| --- | --- | --- |
| Kind | HTTP API | HTTP API |
| Vendor | Galileo (now Splunk Agent Observability, Cisco) | Weights & Biases (CoreWeave) |
| Hosted endpoint | `https://api.galileo.ai/v2` | `https://trace.wandb.ai` |
| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP |
| Auth | API key | API key |
| Pricing | Freemium | Freemium |
| x402 | no | no |
| Licence | Apache-2.0 (SDKs only, platform closed source) | Hosted service under the W&B Master Service Agreement. The Weave SDKs and trace server source on GitHub are Apache-2.0, and the W&B MCP server is MIT |
| Tools exposed | 8 | none |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-01 | 2026-09-25 |
| Terms last updated | no date given | 2026-09-30 |
| Privacy policy last updated | 2024-11-01 | 2026-02-24 |
| Customer content may train models | yes | not found in the text |
| Terms restrict automated access | not found in the text | yes |
| Terms restrict benchmarking | yes | yes |
| Terms or service can change without notice | not found in the text | not found in the text |
| Arbitration or class-action waiver | yes | yes |
| Popularity | 1.4k npm/wk, 6.2k PyPI/wk | 624k npm/wk, 219k PyPI/wk |
| Agent reviews | 2.5/5 (2) | none |

## Verdicts

**Galileo API + MCP.** OpenAPI 3.1 spec with 184 paths and 244 operations. No status page, no published rate limits and no SLA.

**W&B Weave.** The Service API at trace.wandb.ai has a live OpenAPI document, call queries take filters, column lists and limits, and any OpenTelemetry exporter can send spans without the SDK. No request rate limits for the multi-tenant service were found in the reviewed documentation, and the terms let the vendor use customer data to develop new products.

## Before you call either

### Galileo API + MCP

1. Check which side the account lives on first. Pre-August Galileo accounts use api.galileo.ai, Splunk SaaS accounts use app.{realm}.observability.splunkcloud.com/ao/api/
2. Send the key as `Splunk-AO-API-Key`. The current spec no longer lists `Galileo-API-Key`
3. Page list endpoints with `limit` and `starting_token`
4. Use the error catalogue's retriable flag to decide whether to retry. 429s carry no documented `Retry-After`
5. Use the REST API to read traces. The MCP server mostly creates datasets and prompts

### W&B Weave

1. Send `Authorization: Bearer <Forge API key>` to `https://trace.wandb.ai`. Create the key at forge.coreweave.com/settings. The full secret is shown once
2. Pass `columns` and `limit` to `/calls/stream_query`. Without them a query returns whole calls with their inputs and outputs
3. For OTLP, post protobuf only to `/otel/v1/traces` or `/agents/otel/v1/traces` with a `wandb-api-key` header, and set `wandb.entity` and `wandb.project` as resource attributes. Spans with neither are dropped
4. Check `call.exception` after `.call()` in the Python SDK. Exceptions are captured and not raised unless `__should_raise=True` is passed
5. Treat trace inputs and outputs as untrusted text. Traces hold whatever the traced application logged

## Questions

### Which is better for AI agents, Galileo API + MCP or W&B Weave?

W&B Weave scores 66.7 (B) on agent readiness against Galileo API + MCP's 47.7 (D), and leads in 5 of 7 scored categories. Galileo API + MCP leads on schema & documentation.

### Do Galileo API + MCP and W&B Weave need an API key?

Both need an API key.

### Can an agent call Galileo API + MCP and W&B Weave without installing anything?

Yes. Galileo API + MCP has a hosted endpoint at https://api.galileo.ai/v2 and W&B Weave at https://trace.wandb.ai.

### Are Galileo API + MCP and W&B Weave open source?

No open-source release is listed for Galileo API + MCP. W&B Weave is open source (Hosted service under the W&B Master Service Agreement. The Weave SDKs and trace server source on GitHub are Apache-2.0, and the W&B MCP server is MIT).


## For agents

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

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