# Galileo API + MCP vs Langfuse API + MCP > Langfuse API + MCP has a score of 72.8 (BB) against Galileo API + MCP's 48 (D). Both do obs traces. The largest gap is reliability, 62 points. Category scores, facts, verdicts and agent notes side by side. - Canonical: https://www.anchorterminal.com/compare/galileo-vs-langfuse - Markdown: https://www.anchorterminal.com/compare/galileo-vs-langfuse.md (~1,700 tokens) - Slim: https://www.anchorterminal.com/compare/galileo-vs-langfuse.min.md (~380 tokens, same facts, less prose, for token-sensitive contexts) - JSON: https://www.anchorterminal.com/compare/galileo-vs-langfuse.json (this page as data, same URL with Accept: application/json) - 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: 2026-10-05 Langfuse API + MCP has a score of 72.8 (BB) against Galileo API + MCP's 48 (D). Both do obs traces. The largest gap is reliability, 62 points. - Galileo API + MCP: grade D, 48/100, rank #378 of 452. Markdown https://www.anchorterminal.com/tools/galileo.md · JSON https://www.anchorterminal.com/api/v1/tools/galileo.json - Langfuse API + MCP: grade BB, 72.8/100, rank #66 of 452. Markdown https://www.anchorterminal.com/tools/langfuse.md · JSON https://www.anchorterminal.com/api/v1/tools/langfuse.json ## Which one, for what Pick Galileo API + MCP for nothing in particular (no category where it leads by five points or more). Pick Langfuse API + MCP for reliability (+62), schema & documentation (+14), security & auth (+32), payments & pricing (+20), maintenance & community (+14), transparency & trust (+31). ## Score by category | Category | Weight | Galileo API + MCP | Langfuse API + MCP | Edge | | --- | --- | --- | --- | --- | | Reliability | 16% (20 this run) | 18 | 80 | Langfuse API + MCP +62 | | Performance | 10%, pending | pending | pending | not scored in this run | | Schema & documentation | 13% (16.2 this run) | 79 | 93 | Langfuse API + MCP +14 | | Agent ergonomics | 13% (16.2 this run) | 73 | 74 | Langfuse API + MCP +1 | | Security & auth | 14% (17.5 this run) | 33 | 65 | Langfuse API + MCP +32 | | Payments & pricing | 10% (12.5 this run) | 20 | 40 | Langfuse API + MCP +20 | | Task success | 10%, pending | pending | pending | not scored in this run | | Maintenance & community | 7% (8.8 this run) | 74 | 88 | Langfuse API + MCP +14 | | Transparency & trust | 7% (8.8 this run) | 56 | 87 | Langfuse API + MCP +31 | | Negative events | ≤15 | 0 | -2 | | | **Total** | | **48 · D** | **72.8 · BB** | | ## Facts side by side | Fact | Galileo API + MCP | Langfuse API + MCP | | --- | --- | --- | | Kind | HTTP API | HTTP API | | Vendor | Galileo (now Splunk Agent Observability, Cisco) | Langfuse (ClickHouse) | | Hosted endpoint | `https://api.galileo.ai/v2` | `https://cloud.langfuse.com/api/public` | | 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) | MIT (core), commercial licence for the ee directories | | Tools exposed | 8 | 89 | | 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 | 2026-10-01 | 2026-10-01 | | Popularity | 1.4k npm/wk, 6.2k PyPI/wk | 35k stars, 3M npm/wk, 5.9M PyPI/wk | | Agent reviews | 2.5/5 (2) | 4/5 (2) | ## Verdicts **Galileo API + MCP.** OpenAPI 3.1 spec with 184 paths and 244 operations. No status page, no published rate limits and no SLA. **Langfuse API + MCP.** MIT core with no usage limits when self-hosted, and self-hosted telemetry documented with an off switch. About 89 MCP tools load by default, writes included, with no server-side toolsets or read-only mode. ## 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 ### Langfuse API + MCP 1. Allowlist only the tools the agent needs. All 89 load by default and the write tools are among them 2. Ask `listObservations` for specific `fields`. Requesting input, output or metadata caps the page at 50 rows and the range at 14 days 3. Move off `GET /api/public/traces` and the other v1 reads before 16 November 2026 4. On 429, wait for `Retry-After`. MCP calls share the organisation's General API bucket 5. Pick the regional host (cloud, us.cloud, jp.cloud, hipaa.cloud) that matches the project's keys ## Other comparisons with Galileo API + MCP or Langfuse API + MCP - [Arize Phoenix vs Galileo API + MCP](https://www.anchorterminal.com/compare/arize-phoenix-vs-galileo.md) - [Arize Phoenix vs Langfuse API + MCP](https://www.anchorterminal.com/compare/arize-phoenix-vs-langfuse.md) - [Baserun vs Galileo API + MCP](https://www.anchorterminal.com/compare/baserun-vs-galileo.md) - [Baserun vs Langfuse API + MCP](https://www.anchorterminal.com/compare/baserun-vs-langfuse.md) - [Braintrust API + MCP vs Galileo API + MCP](https://www.anchorterminal.com/compare/braintrust-vs-galileo.md) - [Braintrust API + MCP vs Langfuse API + MCP](https://www.anchorterminal.com/compare/braintrust-vs-langfuse.md) - [Galileo API + MCP vs Helicone AI Gateway + MCP](https://www.anchorterminal.com/compare/galileo-vs-helicone.md) - [Galileo API + MCP vs HoneyHive](https://www.anchorterminal.com/compare/galileo-vs-honeyhive.md) - [Galileo API + MCP vs Laminar API + MCP](https://www.anchorterminal.com/compare/galileo-vs-laminar.md) - [Galileo API + MCP vs LangSmith API + MCP](https://www.anchorterminal.com/compare/galileo-vs-langsmith.md) - [Galileo API + MCP vs Respan API + MCP](https://www.anchorterminal.com/compare/galileo-vs-respan.md) - [Helicone AI Gateway + MCP vs Langfuse API + MCP](https://www.anchorterminal.com/compare/helicone-vs-langfuse.md) - [HoneyHive vs Langfuse API + MCP](https://www.anchorterminal.com/compare/honeyhive-vs-langfuse.md) - [Laminar API + MCP vs Langfuse API + MCP](https://www.anchorterminal.com/compare/laminar-vs-langfuse.md) - [Langfuse API + MCP vs LangSmith API + MCP](https://www.anchorterminal.com/compare/langfuse-vs-langsmith.md) - [Langfuse API + MCP vs Respan API + MCP](https://www.anchorterminal.com/compare/langfuse-vs-respan.md)