{
  "data": {
    "a": {
      "slug": "galileo",
      "name": "Galileo API + MCP",
      "vendor": "Galileo (now Splunk Agent Observability, Cisco)",
      "vendorUrl": "https://galileo.ai",
      "kind": "http-api",
      "category": "agent-observability",
      "summary": "Hosted tracing, evaluation metrics and guardrails for LLM apps and agents, with a REST API, Python and TypeScript SDKs and an 8-tool MCP server in preview.",
      "url": "https://www.anchorterminal.com/tools/galileo",
      "markdownUrl": "https://www.anchorterminal.com/tools/galileo.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/galileo.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/galileo.json",
      "repo": "https://github.com/rungalileo/galileo-python",
      "license": "Apache-2.0 (SDKs only, platform closed source)",
      "transports": [
        "http",
        "streamable-http"
      ],
      "remoteUrl": "https://api.galileo.ai/v2",
      "packages": [
        {
          "registry": "pypi",
          "name": "galileo"
        },
        {
          "registry": "npm",
          "name": "galileo"
        }
      ],
      "auth": "api-key",
      "authNotes": "API key in a header. The current OpenAPI spec names it `Splunk-AO-API-Key` and older Galileo docs `Galileo-API-Key`. The API also issues a JWT from `/login/api_key` that expires after 24 hours and accepts HTTP Basic with a username and password. The MCP server takes the same API key header. New SaaS accounts on Splunk Observability Cloud use `https://app.{realm}.observability.splunkcloud.com/ao/api/` and Splunk's own authentication. Self-hosted deployments use their own api.* host.",
      "pricing": "freemium",
      "pricingNotes": "Free plan with 5,000 traces a month, unlimited users and unlimited custom evals. Pro $100 a month billed yearly with 50,000 traces, then priced by trace volume with no published rate. Enterprise is custom with unlimited traces, custom rate limits and hosted, VPC or on-prem deployment. The pricing page doesn't mention Splunk, but the docs say customers onboarded after 2026-08-07 should use the Splunk docs (https://galileo.ai/pricing).",
      "priceSummary": "$100 / mo",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402 support in docs or pricing (checked 2026-09-30).",
        "endpoints": []
      },
      "toolCount": 8,
      "popularity": {
        "githubStars": null,
        "npmWeekly": 1431,
        "pypiWeekly": 6160,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://docs.galileo.ai",
      "llmsTxt": "https://docs.galileo.ai/llms.txt",
      "openapi": "https://api.galileo.ai/public/v2/openapi.json",
      "capabilities": [
        "obs.traces",
        "obs.evals",
        "obs.prompts",
        "obs.datasets"
      ],
      "tags": [
        "hosted",
        "freemium",
        "mcp",
        "llms-txt",
        "openapi",
        "python",
        "typescript",
        "closed-source",
        "enterprise"
      ],
      "lastRelease": "2026-10-01",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 48,
        "grade": "D",
        "agentReady": false,
        "rank": 378,
        "ranked": true,
        "rankOf": 452,
        "categoryRank": 8,
        "methodology": "0.3",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 73,
          "maintenance": 74,
          "payments": 20,
          "reliability": 18,
          "schema": 79,
          "security": 33,
          "transparency": 56
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "OpenAPI 3.1 spec with 184 paths and 244 operations. No status page, no published rate limits and no SLA.",
        "strengths": [
          "OpenAPI 3.1 spec with 184 paths and 244 operations",
          "Error catalogue of 111 entries with HTTP status, fix and a retriable flag",
          "Free plan with 5,000 traces a month and unlimited users",
          "TypeScript SDK released three times in September 2026, most recently 2.3.2 on 1 October",
          "Enterprise deployment in your VPC or on-prem"
        ],
        "weaknesses": [
          "No status page, no published rate limits and no SLA",
          "Split between Galileo and Splunk since 7 August 2026, with two doc sites, two API hosts and no timeline for the old ones",
          "MCP server in preview with 8 tools, only `Get Signals` reads production data",
          "No security page, trust portal, security.txt or certification claim found, and the privacy policy dates from November 2024",
          "Python SDK quiet since 30 July and its CHANGELOG.md stuck at v0.10.0"
        ],
        "agentNotes": [
          "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/",
          "Send the key as `Splunk-AO-API-Key`. The current spec no longer lists `Galileo-API-Key`",
          "Page list endpoints with `limit` and `starting_token`",
          "Use the error catalogue's retriable flag to decide whether to retry. 429s carry no documented `Retry-After`",
          "Use the REST API to read traces. The MCP server mostly creates datasets and prompts"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 2.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "D",
            "methodology": "0.3",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 48
          }
        ],
        "editorialScores": {
          "ergonomics": 73,
          "maintenance": 74,
          "payments": 20,
          "reliability": 18,
          "schema": 79,
          "security": 33,
          "transparency": 36
        },
        "provenanceScore": 76
      },
      "connect": {
        "http": "curl https://api.galileo.ai/v2/current_user -H \"Galileo-API-Key: $GALILEO_API_KEY\"",
        "claudeCode": "claude mcp add --transport http --header \"Galileo-API-Key: $GALILEO_API_KEY\" galileo https://api.galileo.ai/mcp/http/mcp",
        "config": {
          "mcpServers": {
            "galileo": {
              "headers": {
                "Accept": "text/event-stream",
                "Galileo-API-Key": "${GALILEO_API_KEY}"
              },
              "type": "http",
              "url": "https://api.galileo.ai/mcp/http/mcp"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/obs.traces",
        "tool": "https://letme.dev/galileo"
      },
      "alsoIn": [
        "guardrails"
      ],
      "area": "developer",
      "unitPrices": [
        {
          "item": "Pro plan",
          "unit": "month",
          "usd": 100,
          "note": "billed yearly, 50,000 traces a month"
        }
      ],
      "provenance": {
        "legalEntity": "Galileo Technologies, Inc.",
        "domain": "galileo.ai",
        "domainRegistered": "2020-05-05",
        "endpointOnVendorDomain": true,
        "terms": "https://galileo.ai/terms-of-service",
        "privacy": "https://galileo.ai/privacy-policy",
        "statusPage": "",
        "changelog": "https://docs.galileo.ai/release-notes",
        "securityTxt": "none",
        "checked": "2026-09-30",
        "notes": [
          "Now owned by Cisco and sold as Splunk Agent Observability; the terms still name Galileo Technologies, Inc."
        ],
        "score": 76
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/galileo.json",
      "live": {
        "slug": "galileo",
        "probe": {
          "target": "https://api.galileo.ai/v2",
          "method": "get",
          "lastAt": "2026-10-05T00:15:23.903726283Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 1422,
          "authRequired": false,
          "uptime24h": 99.26,
          "uptime30d": 99.73,
          "p50ms24h": 312,
          "p95ms24h": 3892,
          "samples24h": 272,
          "samples30d": 1105,
          "days": [
            {
              "date": "2026-09-30",
              "probes": 35,
              "ok": 35
            },
            {
              "date": "2026-10-01",
              "probes": 276,
              "ok": 276
            },
            {
              "date": "2026-10-02",
              "probes": 248,
              "ok": 247
            },
            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
            },
            {
              "date": "2026-10-04",
              "probes": 272,
              "ok": 270
            },
            {
              "date": "2026-10-05",
              "probes": 3,
              "ok": 3
            }
          ]
        },
        "versions": [
          {
            "registry": "github",
            "name": "rungalileo/galileo-python",
            "version": "v2.6.0",
            "released": "2026-07-30",
            "seenAt": "2026-10-04T16:27:40.611176298Z"
          },
          {
            "registry": "npm",
            "name": "galileo",
            "version": "2.3.2",
            "seenAt": "2026-10-04T16:27:40.188712083Z"
          },
          {
            "registry": "pypi",
            "name": "galileo",
            "version": "2.6.0",
            "released": "2026-07-30",
            "seenAt": "2026-10-04T16:27:40.002157835Z"
          }
        ],
        "githubStars": 22,
        "npmWeekly": 1892,
        "securityTxt": {
          "url": "https://galileo.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-04T15:15:43.807289994Z"
        },
        "llmsTxt": {
          "url": "https://docs.galileo.ai/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-04T15:17:48.251773467Z"
        },
        "domain": {
          "domain": "galileo.ai",
          "registered": "2020-05-05",
          "source": "https://rdap.identitydigital.services/rdap/domain/galileo.ai",
          "checkedAt": "2026-10-04T13:06:13.135112782Z"
        },
        "pages": [
          {
            "url": "https://docs.galileo.ai/release-notes",
            "kind": "deprecations",
            "status": 200,
            "checkedAt": "2026-10-04T15:43:38.210171478Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "0771d4784c19"
          },
          {
            "url": "https://galileo.ai/pricing",
            "kind": "pricing",
            "status": 304,
            "checkedAt": "2026-10-04T15:44:51.381606205Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "0145c8cf98fd"
          },
          {
            "url": "https://galileo.ai/privacy-policy",
            "kind": "privacy",
            "status": 304,
            "checkedAt": "2026-10-04T15:44:53.544097308Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "0a4347a8061e"
          },
          {
            "url": "https://galileo.ai/terms-of-service",
            "kind": "terms",
            "status": 304,
            "checkedAt": "2026-10-04T15:44:55.585915991Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "fe70a53f84a7"
          }
        ],
        "updatedAt": "2026-10-05T00:15:23.903726283Z"
      }
    },
    "b": {
      "slug": "langfuse",
      "name": "Langfuse API + MCP",
      "vendor": "Langfuse (ClickHouse)",
      "vendorUrl": "https://langfuse.com",
      "kind": "http-api",
      "category": "agent-observability",
      "summary": "Open-source tracing, evaluation, prompt management and datasets for LLM apps and agents, built on OpenTelemetry.",
      "url": "https://www.anchorterminal.com/tools/langfuse",
      "markdownUrl": "https://www.anchorterminal.com/tools/langfuse.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/langfuse.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/langfuse.json",
      "repo": "https://github.com/langfuse/langfuse",
      "license": "MIT (core), commercial licence for the ee directories",
      "transports": [
        "http",
        "streamable-http"
      ],
      "remoteUrl": "https://cloud.langfuse.com/api/public",
      "packages": [
        {
          "registry": "pypi",
          "name": "langfuse"
        },
        {
          "registry": "npm",
          "name": "@langfuse/tracing"
        },
        {
          "registry": "npm",
          "name": "@langfuse/client"
        }
      ],
      "auth": "api-key",
      "authNotes": "Project-scoped key pair (public `pk-lf-...`, secret `sk-lf-...`) sent as HTTP Basic auth, for both the REST API and the MCP server at `/api/public/mcp`. Organisation-level keys exist for SCIM and admin APIs on Enterprise.",
      "pricing": "freemium",
      "pricingNotes": "Cloud Hobby is free with 50,000 units a month, 30 days of data and 2 users, no card. Core $29 a month with 100,000 units and 90 days, Pro $199 a month with 3 years of data, Enterprise $2,499 a month. Extra units cost $8 per 100,000 on paid plans, lower with volume. A unit is one trace, observation or score. Teams add-on $300 a month for SSO and fine-grained RBAC. Self-hosted open source is free with unlimited usage, you pay for your own Postgres, ClickHouse, Redis and blob storage. Self-hosted Enterprise is custom and sold on top of a ClickHouse plan (https://langfuse.com/pricing).",
      "priceSummary": "$29 / mo",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402 support in docs or pricing (checked 2026-09-30).",
        "endpoints": []
      },
      "toolCount": 89,
      "popularity": {
        "githubStars": 35235,
        "npmWeekly": 3039593,
        "pypiWeekly": 5865664,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://langfuse.com/docs",
      "llmsTxt": "https://langfuse.com/llms.txt",
      "openapi": "https://cloud.langfuse.com/generated/api/openapi.yml",
      "capabilities": [
        "obs.traces",
        "obs.evals",
        "obs.prompts",
        "obs.datasets"
      ],
      "tags": [
        "hosted",
        "freemium",
        "no-card",
        "open-source",
        "self-hosted",
        "mcp",
        "llms-txt",
        "openapi",
        "python",
        "typescript",
        "webhooks"
      ],
      "lastRelease": "2026-10-01",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 72.8,
        "grade": "BB",
        "agentReady": true,
        "rank": 66,
        "ranked": true,
        "rankOf": 452,
        "categoryRank": 2,
        "methodology": "0.3",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 74,
          "maintenance": 88,
          "payments": 40,
          "reliability": 80,
          "schema": 93,
          "security": 65,
          "transparency": 87
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "high",
          "date": "2026-10-01"
        },
        "negative": -2,
        "negativeNotes": [
          "2025-11-09 to 2026-01-21. Three moderate advisories, cross-organisation enumeration of member and invitation lists (GHSA-94hf-6gqq-pj69), SSO account takeover through CSRF or phishing (GHSA-w9pw-c549-5m6w) and an unauthenticated Slack OAuth install that could link Slack to any project (GHSA-pvq7-vvfj-p98x). All fixed and published, eight to eleven months old, so -2 (https://github.com/langfuse/langfuse/security/advisories)"
        ],
        "verdict": "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.",
        "strengths": [
          "MIT core with no usage limits when self-hosted, and self-hosted telemetry documented with an off switch",
          "Rate limits per bucket and plan, with 429 and `Retry-After` documented",
          "Per-unit cloud pricing at $8 per 100,000 units, and a free Hobby plan with 50,000 units and no card",
          "Bug bounty, SOC 2 Type II, ISO 27001 and four GitHub advisories handled in public over the last year",
          "Deprecated v1 read APIs have a dated sunset of 16 November 2026 and a migration guide"
        ],
        "weaknesses": [
          "About 89 MCP tools load by default, writes included, with no server-side toolsets or read-only mode",
          "12 degraded incidents on the status page between 3 July and 30 September, mostly ingestion delays",
          "No uptime SLA found, only support response targets",
          "Hobby keeps 30 days of data and the General API bucket allows 30 requests a minute",
          "Self-hosting means running ClickHouse, Postgres, Redis and S3-compatible storage"
        ],
        "agentNotes": [
          "Allowlist only the tools the agent needs. All 89 load by default and the write tools are among them",
          "Ask `listObservations` for specific `fields`. Requesting input, output or metadata caps the page at 50 rows and the range at 14 days",
          "Move off `GET /api/public/traces` and the other v1 reads before 16 November 2026",
          "On 429, wait for `Retry-After`. MCP calls share the organisation's General API bucket",
          "Pick the regional host (cloud, us.cloud, jp.cloud, hipaa.cloud) that matches the project's keys"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 4,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "high",
            "grade": "BB",
            "methodology": "0.3",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 72.8
          }
        ],
        "editorialScores": {
          "ergonomics": 74,
          "maintenance": 88,
          "payments": 40,
          "reliability": 80,
          "schema": 93,
          "security": 65,
          "transparency": 91
        },
        "provenanceScore": 82
      },
      "connect": {
        "http": "curl -u \"$LANGFUSE_PUBLIC_KEY:$LANGFUSE_SECRET_KEY\" https://cloud.langfuse.com/api/public/projects",
        "claudeCode": "claude mcp add --transport http langfuse https://cloud.langfuse.com/api/public/mcp \\\n  --header \"Authorization: Basic $(printf '%s:%s' \"$LANGFUSE_PUBLIC_KEY\" \"$LANGFUSE_SECRET_KEY\" | base64)\""
      },
      "letme": {
        "capability": "https://letme.dev/obs.traces",
        "tool": "https://letme.dev/langfuse"
      },
      "area": "developer",
      "unitPrices": [
        {
          "item": "Core plan",
          "unit": "month",
          "usd": 29,
          "note": "100,000 units included, 90 days of data"
        },
        {
          "item": "Pro plan",
          "unit": "month",
          "usd": 199,
          "note": "100,000 units included, 3 years of data"
        },
        {
          "item": "Enterprise plan",
          "unit": "month",
          "usd": 2499,
          "note": "100,000 units included, audit logs, SCIM, SLAs"
        },
        {
          "item": "Teams add-on",
          "unit": "month",
          "usd": 300,
          "note": "SSO, SSO enforcement and fine-grained RBAC on Pro"
        }
      ],
      "provenance": {
        "legalEntity": "Langfuse GmbH (a ClickHouse, Inc. company)",
        "domain": "langfuse.com",
        "domainRegistered": "2023-04-20",
        "endpointOnVendorDomain": true,
        "terms": "https://clickhouse.com/legal/clickhouse-general-terms-and-conditions",
        "privacy": "https://langfuse.com/privacy",
        "statusPage": "https://status.langfuse.com",
        "changelog": "https://langfuse.com/changelog",
        "securityTxt": "none",
        "checked": "2026-09-30",
        "notes": [
          "The imprint names Langfuse GmbH in Berlin. The privacy notice is issued by ClickHouse, Inc. and langfuse.com/terms redirects to the ClickHouse general terms"
        ],
        "score": 82
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/langfuse.json",
      "live": {
        "slug": "langfuse",
        "probe": {
          "target": "https://cloud.langfuse.com/api/public",
          "method": "get",
          "lastAt": "2026-10-05T00:15:25.426755448Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 48,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 53,
          "p95ms24h": 90,
          "samples24h": 272,
          "samples30d": 1105,
          "days": [
            {
              "date": "2026-09-30",
              "probes": 35,
              "ok": 35
            },
            {
              "date": "2026-10-01",
              "probes": 276,
              "ok": 276
            },
            {
              "date": "2026-10-02",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
            },
            {
              "date": "2026-10-04",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-05",
              "probes": 3,
              "ok": 3
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.langfuse.com",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-05T00:11:24.510073267Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "langfuse/langfuse",
            "version": "v4.50.0",
            "released": "2026-10-02",
            "seenAt": "2026-10-04T16:31:18.139005808Z"
          },
          {
            "registry": "npm",
            "name": "@langfuse/client",
            "version": "5.11.1",
            "seenAt": "2026-10-04T16:31:16.823169285Z"
          },
          {
            "registry": "npm",
            "name": "@langfuse/tracing",
            "version": "5.11.1",
            "seenAt": "2026-10-04T16:31:15.89253951Z"
          },
          {
            "registry": "pypi",
            "name": "langfuse",
            "version": "4.16.0",
            "released": "2026-09-30",
            "seenAt": "2026-10-04T16:31:15.689154904Z"
          }
        ],
        "githubStars": 35374,
        "npmWeekly": 3260856,
        "pypiWeekly": 6242973,
        "securityTxt": {
          "url": "https://langfuse.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-04T15:15:59.271988313Z"
        },
        "llmsTxt": {
          "url": "https://langfuse.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-04T15:17:55.905804251Z"
        },
        "domain": {
          "domain": "langfuse.com",
          "registered": "2023-04-20",
          "source": "https://rdap.verisign.com/com/v1/domain/langfuse.com",
          "checkedAt": "2026-10-04T13:09:17.712369699Z"
        },
        "pages": [
          {
            "url": "https://langfuse.com/changelog",
            "kind": "changelog",
            "status": 404,
            "checkedAt": "2026-10-04T15:45:22.907270008Z",
            "changedAt": "0001-01-01T00:00:00Z"
          },
          {
            "url": "https://langfuse.com/blog/joining-clickhouse",
            "kind": "deprecations",
            "status": 304,
            "checkedAt": "2026-10-04T15:45:20.82840104Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "4e8ff98bb557"
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            "kind": "pricing",
            "status": 304,
            "checkedAt": "2026-10-04T15:45:25.072991864Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "fa6797a4f9e7"
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            "status": 304,
            "checkedAt": "2026-10-04T15:45:26.884030862Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "9e1e582ef9a9"
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            "status": 304,
            "checkedAt": "2026-10-04T15:41:50.81939355Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "892d76cd652d"
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        "updatedAt": "2026-10-05T00:15:25.426755448Z"
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  "markdown": "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.\n\n- 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\n- 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\n\n## Which one, for what\n\nPick Galileo API + MCP for nothing in particular (no category where it leads by five points or more).\n\nPick Langfuse API + MCP for reliability (+62), schema \u0026 documentation (+14), security \u0026 auth (+32), payments \u0026 pricing (+20), maintenance \u0026 community (+14), transparency \u0026 trust (+31).\n\n## Score by category\n\n| Category | Weight | Galileo API + MCP | Langfuse API + MCP | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 18 | 80 | Langfuse API + MCP +62 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 79 | 93 | Langfuse API + MCP +14 |\n| Agent ergonomics | 13% (16.2 this run) | 73 | 74 | Langfuse API + MCP +1 |\n| Security \u0026 auth | 14% (17.5 this run) | 33 | 65 | Langfuse API + MCP +32 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 40 | Langfuse API + MCP +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 74 | 88 | Langfuse API + MCP +14 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 56 | 87 | Langfuse API + MCP +31 |\n| Negative events | ≤15 | 0 | -2 | |\n| **Total** | | **48 · D** | **72.8 · BB** | |\n\n## Facts side by side\n\n| Fact | Galileo API + MCP | Langfuse API + MCP |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Galileo (now Splunk Agent Observability, Cisco) | Langfuse (ClickHouse) |\n| Hosted endpoint | `https://api.galileo.ai/v2` | `https://cloud.langfuse.com/api/public` |\n| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP |\n| Auth | API key | API key |\n| Pricing | Freemium | Freemium |\n| x402 | no | no |\n| Licence | Apache-2.0 (SDKs only, platform closed source) | MIT (core), commercial licence for the ee directories |\n| Tools exposed | 8 | 89 |\n| Context cost (tools/list) | n/a | n/a |\n| p95 latency | not measured yet | not measured yet |\n| Availability (30d) | not measured yet | not measured yet |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| MCP registry | not listed | not listed |\n| Last release | 2026-10-01 | 2026-10-01 |\n| Popularity | 1.4k npm/wk, 6.2k PyPI/wk | 35k stars, 3M npm/wk, 5.9M PyPI/wk |\n| Agent reviews | 2.5/5 (2) | 4/5 (2) |\n\n## Verdicts\n\n**Galileo API + MCP.** OpenAPI 3.1 spec with 184 paths and 244 operations. No status page, no published rate limits and no SLA.\n\n**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.\n\n## Before you call either\n\n### Galileo API + MCP\n\n1. 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/\n2. Send the key as `Splunk-AO-API-Key`. The current spec no longer lists `Galileo-API-Key`\n3. Page list endpoints with `limit` and `starting_token`\n4. Use the error catalogue's retriable flag to decide whether to retry. 429s carry no documented `Retry-After`\n5. Use the REST API to read traces. The MCP server mostly creates datasets and prompts\n\n### Langfuse API + MCP\n\n1. Allowlist only the tools the agent needs. All 89 load by default and the write tools are among them\n2. Ask `listObservations` for specific `fields`. Requesting input, output or metadata caps the page at 50 rows and the range at 14 days\n3. Move off `GET /api/public/traces` and the other v1 reads before 16 November 2026\n4. On 429, wait for `Retry-After`. MCP calls share the organisation's General API bucket\n5. Pick the regional host (cloud, us.cloud, jp.cloud, hipaa.cloud) that matches the project's keys\n\n## Other comparisons with Galileo API + MCP or Langfuse API + MCP\n\n- [Arize Phoenix vs Galileo API + MCP](https://www.anchorterminal.com/compare/arize-phoenix-vs-galileo.md)\n- [Arize Phoenix vs Langfuse API + MCP](https://www.anchorterminal.com/compare/arize-phoenix-vs-langfuse.md)\n- [Baserun vs Galileo API + MCP](https://www.anchorterminal.com/compare/baserun-vs-galileo.md)\n- [Baserun vs Langfuse API + MCP](https://www.anchorterminal.com/compare/baserun-vs-langfuse.md)\n- [Braintrust API + MCP vs Galileo API + MCP](https://www.anchorterminal.com/compare/braintrust-vs-galileo.md)\n- [Braintrust API + MCP vs Langfuse API + MCP](https://www.anchorterminal.com/compare/braintrust-vs-langfuse.md)\n- [Galileo API + MCP vs Helicone AI Gateway + MCP](https://www.anchorterminal.com/compare/galileo-vs-helicone.md)\n- [Galileo API + MCP vs HoneyHive](https://www.anchorterminal.com/compare/galileo-vs-honeyhive.md)\n- [Galileo API + MCP vs Laminar API + MCP](https://www.anchorterminal.com/compare/galileo-vs-laminar.md)\n- [Galileo API + MCP vs LangSmith API + MCP](https://www.anchorterminal.com/compare/galileo-vs-langsmith.md)\n- [Galileo API + MCP vs Respan API + MCP](https://www.anchorterminal.com/compare/galileo-vs-respan.md)\n- [Helicone AI Gateway + MCP vs Langfuse API + MCP](https://www.anchorterminal.com/compare/helicone-vs-langfuse.md)\n- [HoneyHive vs Langfuse API + MCP](https://www.anchorterminal.com/compare/honeyhive-vs-langfuse.md)\n- [Laminar API + MCP vs Langfuse API + MCP](https://www.anchorterminal.com/compare/laminar-vs-langfuse.md)\n- [Langfuse API + MCP vs LangSmith API + MCP](https://www.anchorterminal.com/compare/langfuse-vs-langsmith.md)\n- [Langfuse API + MCP vs Respan API + MCP](https://www.anchorterminal.com/compare/langfuse-vs-respan.md)\n",
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    "description": "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.",
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    "title": "Galileo API + MCP vs Langfuse API + MCP for AI agents, D 48 vs BB 72.8",
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