{
  "data": {
    "a": {
      "slug": "countly",
      "name": "Countly",
      "vendor": "Countly Ltd",
      "vendorUrl": "https://countly.com",
      "kind": "http-api",
      "category": "product-analytics",
      "summary": "Countly is a product analytics platform sold as a managed private-cloud server (Flex), a self-hosted Enterprise edition and the open-source Countly Lite. Agents reach a Countly server through its HTTP API or the official `countly-mcp-server`.",
      "url": "https://www.anchorterminal.com/tools/countly",
      "markdownUrl": "https://www.anchorterminal.com/tools/countly.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/countly.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/countly.json",
      "dns": "countly.grade.anchorterminal.com",
      "repo": "https://github.com/Countly/countly-server",
      "license": "Countly Lite is AGPL-3.0 with added branding terms under Section 7. Enterprise plugins are proprietary. Flex is a hosted service under Countly's terms. The MCP server is MIT",
      "transports": [
        "http",
        "stdio",
        "streamable-http"
      ],
      "remoteUrl": "https://mcp.count.ly/mcp",
      "packages": [
        {
          "registry": "npm",
          "name": "countly-mcp-server"
        },
        {
          "registry": "npm",
          "name": "countly-sdk-web"
        },
        {
          "registry": "npm",
          "name": "countly-sdk-nodejs"
        }
      ],
      "auth": "api-key",
      "authNotes": "Self-serve once a server exists. A dashboard user copies an `api_key`, which has that user's full read and write access, or creates an auth token in the Token Manager or with `/i/token/create`, limited by app, endpoint pattern and lifetime. Tokens go in the `countly-token` header or the `auth_token` query parameter. The MCP server takes `COUNTLY_SERVER_URL` and `COUNTLY_AUTH_TOKEN`, or `X-Countly-Server-Url` and `X-Countly-Auth-Token` headers over HTTP. SDKs send the write-only `app_key`.",
      "pricing": "paid",
      "pricingNotes": "Flex starts at $175 a month, billed by tier on monthly active users and data points, with a 14-day trial that needs a credit card. Tier prices appear during signup. Funnels, retention and flows sit in the Intelligence add-on. Enterprise is on custom pricing. Countly Lite is free to self-host. API and MCP calls are not billed (https://countly.com/pricing, checked 2026-11-04).",
      "priceSummary": "$175 / mo",
      "where": "both",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the API reference source, the MCP server README or the pricing page (checked 2026-11-04).",
        "endpoints": []
      },
      "toolCount": 209,
      "popularity": {
        "githubStars": null,
        "npmWeekly": 27579,
        "pypiWeekly": null,
        "asOf": "2026-10-08"
      },
      "docsUrl": "https://api.count.ly/",
      "llmsTxt": "https://countly.com/llms.txt",
      "capabilities": [
        "analytics.query",
        "analytics.events",
        "analytics.funnels",
        "analytics.experiments",
        "analytics.flags",
        "observability.errors"
      ],
      "tags": [
        "official",
        "hosted",
        "self-hosted",
        "open-source",
        "mcp",
        "api-key",
        "llms-txt",
        "paid",
        "trial",
        "typescript"
      ],
      "lastRelease": "2026-10-27",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 38.8,
        "grade": "E",
        "agentReady": false,
        "rank": 1352,
        "ranked": true,
        "rankOf": 1510,
        "categoryRank": 19,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 66,
          "maintenance": 80,
          "payments": 17,
          "reliability": 23,
          "schema": 75,
          "security": 62,
          "transparency": 72
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-11-04"
        },
        "negative": -15,
        "negativeNotes": [
          "2026-10-16. Countly published four GitHub advisories for its own countly-server code, CVE-2026-44977 (stored XSS, CVSS 3.1 9.0 Critical), CVE-2026-41582 (unauthenticated path traversal, 7.5 High), CVE-2026-42270 (unauthenticated denial of service, 7.5 High) and CVE-2026-42269 (path traversal in delete_import, 8.1 High), fixed in 24.05.50 and 25.03.44. Fixed, under two months old, 2 each (-8). https://osv.dev/list?q=countly",
          "2026-09-10. CVE-2026-87803, a DBViewer authorisation bypass that reaches password-reset tokens, CVSS 4.0 7.1 High, published by Snyk as CNA and fixed in 25.03.53-LTS. A fixed third-party High under two months old (-2, falling to -1 after 10 November). https://osv.dev/vulnerability/CVE-2026-87803",
          "2026-10-27. Server 25.03.58 lists 10 security fixes to Countly's own code (token permissions and revocation, single-use tokens, read rights on endpoints), after 25.03.54 (22 September, 20 fixes) and MCP server 1.5.0 (25 August) and 1.7.0 (7 October). No advisory was found for them. Released fixes with no advisory, folded (-3). https://github.com/Countly/countly-server/blob/master/CHANGELOG.md",
          "2026-10-07. `countly-mcp-server` 1.7.0, a minor release, removed the `databases_stats` tool (committed on 6 October as a breaking refactor), with no earlier notice found. A breaking change in a minor release without notice (-3). https://github.com/Countly/countly-mcp-server/blob/main/CHANGELOG.md",
          "2026-10-27. Server 25.03.58 limits existing app-restricted tokens without permissions to their owner's rights and makes endpoint restrictions match exact API paths, so requests that earlier tokens were allowed to make can now fail. The change was posted with the release, with no earlier notice found. A published behaviour changed for existing clients on the day it took effect (-3). https://github.com/Countly/countly-server/blob/master/CHANGELOG.md",
          "The five terms add to -19, held at the -15 limit."
        ],
        "verdict": "Countly suits an agent working against a server its owner already runs. The official MCP server filters its 209 tools by edition, plugin and permission and has per-category read-only settings. Five countly-server CVEs were published since September, all fixed, and no status page, OpenAPI document or published API rate limit was found.",
        "bestFor": "An agent whose owner runs Countly on its own infrastructure or a dedicated Flex server and wants analytics, crash and remote-config data through MCP with per-category permissions.",
        "strengths": [
          "Official MIT MCP server, `countly-mcp-server` 1.7.0 of 7 October 2026, with read-only, destructive and idempotent annotations on its tools",
          "`COUNTLY_TOOLS_ALL=R` makes every MCP tool read-only, and per-category settings take None, R, CR, CRU or CRUD",
          "Auth tokens can be limited to named apps and endpoint patterns, carry a lifetime in seconds and are revocable",
          "API reference at api.count.ly is versioned (26.01, 25.03, 24.05) with parameters, examples and error responses per endpoint",
          "Flex terms, privacy policy, DPA, sub-processor list and a telemetry notice, all dated 20 October 2026, with 30 days' notice of sub-processor changes"
        ],
        "weaknesses": [
          "No public status page or incident history was found for Flex servers or for mcp.count.ly",
          "Five CVEs in countly-server were published between 10 September and 16 October 2026, one Critical and four High, all fixed",
          "`countly-mcp-server` 1.7.0 removed the `databases_stats` tool in a minor release with no earlier notice",
          "The API accepts `api_key` and `auth_token` in the URL query string, and the `api_key` has its user's full read and write access",
          "Flex starts at $175 a month, its 14-day trial needs a credit card, and tier prices appear only during signup",
          "Servers and the MCP server report usage to stats.count.ly by default until it is switched off"
        ],
        "agentNotes": [
          "Create a dedicated token in the Token Manager, limited to the apps and endpoints the task needs, and send it in the `countly-token` header, not the URL",
          "Set `COUNTLY_TOOLS_ALL=R` unless the task needs writes. The token's own permissions still apply and the stricter of the two wins",
          "Call `apps_list` first. Most tools need `app_id` or an exact `app_name`",
          "Check `get_version` for the detected edition before planning funnel, retention or cohort queries, which need Enterprise plugins",
          "Set `ENABLE_ANALYTICS=false` to stop MCP usage reports to stats.count.ly, and ask the server owner to check the tracking settings for server reports"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "E",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 38.8
          }
        ],
        "editorialScores": {
          "ergonomics": 66,
          "maintenance": 80,
          "payments": 17,
          "reliability": 23,
          "schema": 75,
          "security": 62,
          "transparency": 73
        },
        "provenanceScore": 70,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-04",
            "maintenance": "2026-11-04",
            "payments": "2026-11-04",
            "reliability": "2026-11-04",
            "schema": "2026-11-04",
            "security": "2026-11-04",
            "transparency": "2026-11-04"
          },
          "last": "2026-11-04",
          "lastMoved": "2026-11-04",
          "oldest": "2026-11-04",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "npx -y countly-mcp-server",
        "http": "curl -H \"countly-token: YOUR_TOKEN\" \"https://your-countly-url.com/o?app_id=APP_ID\u0026method=funneldata\u0026funnels=[%22FUNNEL_ID%22]\"",
        "claudeCode": "claude mcp add countly -e COUNTLY_SERVER_URL=https://your-countly-url.com -e COUNTLY_AUTH_TOKEN=YOUR_TOKEN -- npx -y --prefer-online countly-mcp-server@latest",
        "config": {
          "mcpServers": {
            "countly": {
              "args": [
                "-y",
                "--prefer-online",
                "countly-mcp-server@latest"
              ],
              "command": "npx",
              "env": {
                "COUNTLY_AUTH_TOKEN": "YOUR_TOKEN",
                "COUNTLY_SERVER_URL": "https://your-countly-url.com"
              }
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/analytics.query",
        "tool": "https://letme.dev/countly"
      },
      "area": "business",
      "unitPrices": [
        {
          "item": "Flex, lowest tier",
          "unit": "month",
          "usd": 175,
          "note": "starting price, by monthly active users and data points, add-ons extra"
        }
      ],
      "provenance": {
        "legalEntity": "Countly Ltd",
        "domain": "countly.com",
        "domainRegistered": "2011-09-05",
        "endpointOnVendorDomain": true,
        "terms": "https://countly.com/legal/flex-terms",
        "privacy": "https://countly.com/legal/flex-privacy",
        "statusPage": "",
        "changelog": "https://github.com/Countly/countly-server/blob/master/CHANGELOG.md",
        "securityTxt": "none",
        "checked": "2026-11-04",
        "notes": [
          "Countly's legal pages were split on 20 October 2026 into website, Flex and Enterprise documents. The Flex terms (last updated 20 October 2026) name Countly Ltd, incorporated in England and Wales with registered number 8568329, registered at 1 Bow Churchyard, London EC4M 9DQ. The former terms URL now holds the Enterprise terms.",
          "The Flex privacy policy (last updated 20 October 2026) covers Flex accounts and the Flex console and excludes data customers process in their Flex servers, which the Flex DPA at countly.com/legal/flex-dpa covers.",
          "The hosted MCP server answers at mcp.count.ly and the API reference at api.count.ly, a second domain of the vendor's. Each customer's API answers on that customer's own server address.",
          "countly.com/.well-known/security.txt returns 404. SECURITY.md in the repositories gives a disclosure address at count.ly.",
          "No status page was found. status.countly.com did not resolve on 4 November 2026.",
          "RDAP for countly.com gave a registration date of 2011-09-05, per the 8 October check, not re-read on 4 November."
        ],
        "score": 70
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/countly.json",
      "live": {
        "slug": "countly",
        "probe": {
          "target": "https://mcp.count.ly/mcp",
          "method": "get",
          "lastAt": "2026-11-07T23:14:20.301513231Z",
          "lastOk": false,
          "lastStatus": 0,
          "lastMs": 0,
          "lastNote": "DNS lookup failed",
          "authRequired": false,
          "uptime24h": 0,
          "uptime30d": 0,
          "p50ms24h": 0,
          "p95ms24h": 0,
          "samples24h": 244,
          "samples30d": 7338,
          "days": [
            {
              "date": "2026-10-09",
              "probes": 169,
              "ok": 0
            },
            {
              "date": "2026-10-10",
              "probes": 247,
              "ok": 0
            },
            {
              "date": "2026-10-11",
              "probes": 247,
              "ok": 0
            },
            {
              "date": "2026-10-12",
              "probes": 247,
              "ok": 0
            },
            {
              "date": "2026-10-13",
              "probes": 248,
              "ok": 0
            },
            {
              "date": "2026-10-14",
              "probes": 249,
              "ok": 0
            },
            {
              "date": "2026-10-15",
              "probes": 253,
              "ok": 0
            },
            {
              "date": "2026-10-16",
              "probes": 252,
              "ok": 0
            },
            {
              "date": "2026-10-17",
              "probes": 253,
              "ok": 0
            },
            {
              "date": "2026-10-18",
              "probes": 256,
              "ok": 0
            },
            {
              "date": "2026-10-19",
              "probes": 255,
              "ok": 0
            },
            {
              "date": "2026-10-20",
              "probes": 252,
              "ok": 0
            },
            {
              "date": "2026-10-21",
              "probes": 253,
              "ok": 0
            },
            {
              "date": "2026-10-22",
              "probes": 253,
              "ok": 0
            },
            {
              "date": "2026-10-23",
              "probes": 248,
              "ok": 0
            },
            {
              "date": "2026-10-24",
              "probes": 251,
              "ok": 0
            },
            {
              "date": "2026-10-25",
              "probes": 250,
              "ok": 0
            },
            {
              "date": "2026-10-26",
              "probes": 252,
              "ok": 0
            },
            {
              "date": "2026-10-27",
              "probes": 249,
              "ok": 0
            },
            {
              "date": "2026-10-28",
              "probes": 251,
              "ok": 0
            },
            {
              "date": "2026-10-29",
              "probes": 248,
              "ok": 0
            },
            {
              "date": "2026-10-30",
              "probes": 249,
              "ok": 0
            },
            {
              "date": "2026-10-31",
              "probes": 251,
              "ok": 0
            },
            {
              "date": "2026-11-01",
              "probes": 249,
              "ok": 0
            },
            {
              "date": "2026-11-02",
              "probes": 250,
              "ok": 0
            },
            {
              "date": "2026-11-03",
              "probes": 248,
              "ok": 0
            },
            {
              "date": "2026-11-04",
              "probes": 246,
              "ok": 0
            },
            {
              "date": "2026-11-05",
              "probes": 185,
              "ok": 0
            },
            {
              "date": "2026-11-06",
              "probes": 241,
              "ok": 0
            },
            {
              "date": "2026-11-07",
              "probes": 236,
              "ok": 0
            }
          ],
          "outages": [
            {
              "start": "2026-10-09T07:40:23.474688008Z",
              "end": "0001-01-01T00:00:00Z",
              "note": "HTTP 500 server error"
            }
          ]
        },
        "versions": [
          {
            "registry": "github",
            "name": "Countly/countly-server",
            "version": "25.03.58",
            "released": "2026-10-27",
            "seenAt": "2026-11-06T23:18:01.436887578Z"
          },
          {
            "registry": "npm",
            "name": "countly-mcp-server",
            "version": "1.7.0",
            "seenAt": "2026-11-06T23:17:57.231778538Z"
          },
          {
            "registry": "npm",
            "name": "countly-sdk-nodejs",
            "version": "26.8.0",
            "seenAt": "2026-11-06T23:17:59.854974474Z"
          },
          {
            "registry": "npm",
            "name": "countly-sdk-web",
            "version": "26.8.1",
            "seenAt": "2026-11-06T23:17:57.446036177Z"
          }
        ],
        "githubStars": 5926,
        "npmWeekly": 98,
        "securityTxt": {
          "url": "https://countly.com/.well-known/security.txt",
          "state": "valid",
          "expires": "2027-11-01T00:00:00.000Z",
          "checkedAt": "2026-11-07T16:01:40.278221054Z"
        },
        "llmsTxt": {
          "url": "https://countly.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-11-07T15:32:12.439042164Z"
        },
        "domain": {
          "domain": "countly.com",
          "registered": "2011-09-05",
          "source": "https://rdap.verisign.com/com/v1/domain/countly.com",
          "checkedAt": "2026-11-01T14:23:11.366008393Z"
        },
        "pages": [
          {
            "url": "https://raw.githubusercontent.com/Countly/countly-server/master/CHANGELOG.md",
            "kind": "changelog",
            "status": 304,
            "checkedAt": "2026-11-07T14:18:15.260633274Z",
            "changedAt": "2026-10-28T04:41:57.810807375Z",
            "fingerprint": "464bd4917794"
          },
          {
            "url": "https://countly.com/pricing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-11-07T14:02:07.279637492Z",
            "changedAt": "2026-11-07T14:02:07.279637492Z",
            "fingerprint": "25a1aa31c1a8"
          },
          {
            "url": "https://countly.com/legal/flex-privacy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-11-07T14:02:03.050349438Z",
            "changedAt": "2026-11-07T14:02:03.050349438Z",
            "fingerprint": "67c45cb07861"
          },
          {
            "url": "https://countly.com/legal/privacy-policy",
            "kind": "privacy",
            "status": 304,
            "checkedAt": "2026-11-04T08:17:18.582896946Z",
            "changedAt": "2026-10-30T05:33:48.300790761Z",
            "fingerprint": "524fd19db10d"
          },
          {
            "url": "https://countly.com/legal/flex-terms",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-11-07T14:02:05.263811859Z",
            "changedAt": "2026-11-07T14:02:05.263811859Z",
            "fingerprint": "e6833f089a23"
          },
          {
            "url": "https://countly.com/legal/terms-of-service",
            "kind": "terms",
            "status": 304,
            "checkedAt": "2026-11-04T08:17:20.792676441Z",
            "changedAt": "2026-10-30T05:33:50.469505336Z",
            "fingerprint": "917431844060"
          }
        ],
        "github": {
          "repo": "countly/countly-server",
          "checkedAt": "2026-11-02T08:41:46.317370507Z",
          "stars": 5926,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-11-01T20:04:22Z",
          "openIssues": 1,
          "openPRs": 9,
          "issuesOpened90d": 1,
          "issuesClosed90d": 8,
          "prsMerged90d": 281,
          "ci": {
            "branch": "master",
            "runs": 50,
            "success": 25,
            "failure": 25,
            "other": 0,
            "latest": "success",
            "latestAt": "2026-11-01T19:21:22Z"
          },
          "advisories": [
            {
              "ghsa": "GHSA-gx33-qqr5-376j",
              "severity": "medium",
              "published": "2026-10-26T18:20:22Z"
            },
            {
              "ghsa": "GHSA-p78q-3v9r-c8qg",
              "severity": "high",
              "published": "2026-10-26T18:19:48Z"
            },
            {
              "ghsa": "GHSA-fqgp-6rm9-8696",
              "cve": "CVE-2026-41582",
              "severity": "high",
              "published": "2026-07-15T12:52:34Z"
            },
            {
              "ghsa": "GHSA-86cv-qwp9-jwp3",
              "cve": "CVE-2026-42270",
              "severity": "high",
              "published": "2026-07-15T12:49:59Z"
            },
            {
              "ghsa": "GHSA-5pmc-54j6-jcgq",
              "cve": "CVE-2026-42269",
              "severity": "high",
              "published": "2026-07-15T12:49:06Z"
            },
            {
              "ghsa": "GHSA-jqp4-p86c-phxc",
              "cve": "CVE-2026-44977",
              "severity": "high",
              "published": "2026-07-15T12:48:11Z"
            },
            {
              "ghsa": "GHSA-98vh-wqw5-p23v",
              "cve": "CVE-2022-29174",
              "severity": "high",
              "published": "2022-05-17T17:17:14Z"
            }
          ],
          "replies": {
            "sampled": 25,
            "unanswered": 0,
            "medianDays": 67
          }
        },
        "updatedAt": "2026-11-07T23:14:20.301513231Z"
      }
    },
    "answer": "RudderStack MCP scores 54.7 (C) on agent readiness against Countly's 38.8 (E), and leads in 3 of 7 scored categories. Countly leads on schema \u0026 documentation, agent ergonomics and transparency \u0026 trust.",
    "b": {
      "slug": "rudderstack-mcp",
      "name": "RudderStack MCP",
      "vendor": "RudderStack, Inc.",
      "vendorUrl": "https://www.rudderstack.com",
      "kind": "mcp",
      "category": "product-analytics",
      "summary": "RudderStack MCP is a hosted server that lets an agent debug event delivery, warehouse loads and tracking-plan violations, and manage transformations, Reverse ETL and audiences in a RudderStack workspace, over OAuth.",
      "url": "https://www.anchorterminal.com/tools/rudderstack-mcp",
      "markdownUrl": "https://www.anchorterminal.com/tools/rudderstack-mcp.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/rudderstack-mcp.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/rudderstack-mcp.json",
      "dns": "rudderstack-mcp.grade.anchorterminal.com",
      "repo": "https://github.com/rudderlabs/rudderstack-mcp",
      "license": "Proprietary service. The repository's MIT licence covers docs and metadata only",
      "transports": [
        "streamable-http"
      ],
      "remoteUrl": "https://mcp.rudderstack.com/mcp",
      "packages": [],
      "auth": "oauth",
      "authNotes": "OAuth 2.0 with PKCE and dynamic client registration; no static token in the configuration. Tools run with the signed-in user's workspace permissions, and every workspace tool needs a workspace_id.",
      "pricing": "freemium",
      "pricingNotes": "Free plan $0 with 250,000 events a month; Growth from $265 a month for 1 million events with a 30-day trial; Enterprise by quote. Tool availability depends on plan and enabled products (checked 2026-11-07).",
      "priceSummary": "Freemium",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 on the MCP docs or pricing page (checked 2026-11-07).",
        "endpoints": []
      },
      "toolCount": 62,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-11-07"
      },
      "docsUrl": "https://www.rudderstack.com/docs/ai-features/rudderstack-mcp/",
      "llmsTxt": "https://www.rudderstack.com/llms.txt",
      "registryName": "io.github.rudderlabs/rudderstack-mcp",
      "capabilities": [
        "analytics.events",
        "analytics.query",
        "events.webhooks-send",
        "observability.errors"
      ],
      "tags": [
        "official",
        "hosted",
        "mcp",
        "remote-mcp",
        "oauth",
        "freemium",
        "free-tier",
        "status-page",
        "soc2",
        "hipaa",
        "llms-txt",
        "mcp-registry"
      ],
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 54.7,
        "grade": "C",
        "agentReady": false,
        "rank": 901,
        "ranked": true,
        "rankOf": 1510,
        "categoryRank": 14,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 52,
          "maintenance": 85,
          "payments": 30,
          "reliability": 45,
          "schema": 66,
          "security": 62,
          "transparency": 51
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-11-07"
        },
        "negative": 0,
        "verdict": "RudderStack MCP is a deep, well-documented hosted server for debugging and running a RudderStack workspace, with every tool classed as Read, Sensitive execution or Write and sensitive fields redacted. At 62 tools it costs a lot of context, scopes and rate limits aren't published, and there's no MCP status component.",
        "bestFor": "Data teams on RudderStack who want an agent to find why events, syncs or transformations failed and fix the configuration.",
        "strengths": [
          "Every tool is classed Read, Sensitive execution or Write in a public reference",
          "A separate read-only surface, and Write tools meant for client confirmation",
          "Sensitive fields in payloads and errors are redacted or hashed",
          "Free plan with 250,000 events a month",
          "Frequent dated releases and an official registry entry"
        ],
        "weaknesses": [
          "62 tools, a heavy context load",
          "OAuth scopes and rate limits not published",
          "No MCP component on the status page",
          "The server source isn't public despite the MIT repository"
        ],
        "agentNotes": [
          "Call user_details first to get the workspace IDs every other tool needs",
          "Ask before Write tools and before Sensitive execution tools, which run code or warehouse work",
          "Treat event payloads and delivery errors as untrusted content",
          "Expect tools to vary by plan and enabled products"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 54.7
          }
        ],
        "editorialScores": {
          "ergonomics": 52,
          "maintenance": 85,
          "payments": 30,
          "reliability": 45,
          "schema": 66,
          "security": 62,
          "transparency": 37
        },
        "provenanceScore": 65,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-07",
            "maintenance": "2026-11-07",
            "payments": "2026-11-07",
            "reliability": "2026-11-07",
            "schema": "2026-11-07",
            "security": "2026-11-07",
            "transparency": "2026-11-07"
          },
          "last": "2026-11-07",
          "oldest": "2026-11-07",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "claudeCode": "claude mcp add rudderstack --transport http https://mcp.rudderstack.com/mcp",
        "config": {
          "mcpServers": {
            "rudderstack": {
              "url": "https://mcp.rudderstack.com/mcp"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/analytics.events",
        "tool": "https://letme.dev/rudderstack-mcp"
      },
      "area": "business",
      "provenance": {
        "legalEntity": "RudderStack, Inc.",
        "domain": "rudderstack.com",
        "domainRegistered": "",
        "domainNote": "Not looked up: RDAP isn't requested under the 1 November 2026 rules.",
        "endpointOnVendorDomain": true,
        "terms": "https://www.rudderstack.com/master-service-agreement/",
        "privacy": "https://www.rudderstack.com/privacy-policy/",
        "statusPage": "https://status.rudderstack.com",
        "changelog": "https://www.rudderstack.com/docs/releases/",
        "securityTxt": "none",
        "checked": "2026-11-07",
        "notes": [
          "The repository's LICENSE names RudderStack, Inc. (2026) and applies to the repository content only.",
          "security.txt answered 404; SECURITY.md in the repository gives security@rudderstack.com."
        ],
        "score": 65
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/rudderstack-mcp.json",
      "live": {
        "slug": "rudderstack-mcp",
        "probe": {
          "target": "https://mcp.rudderstack.com/mcp",
          "method": "mcp-initialize",
          "lastAt": "2026-11-07T23:14:47.15565342Z",
          "lastOk": true,
          "lastStatus": 401,
          "lastMs": 354,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 401,
          "p95ms24h": 520,
          "samples24h": 46,
          "samples30d": 46,
          "days": [
            {
              "date": "2026-11-07",
              "probes": 46,
              "ok": 46
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.rudderstack.com",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-11-07T23:08:40.750703184Z"
        },
        "updatedAt": "2026-11-07T23:14:47.15565342Z"
      }
    },
    "edges": [
      {
        "by": 22,
        "category": "reliability",
        "leads": "rudderstack-mcp",
        "name": "Reliability",
        "reasons": {
          "a": "Graded on the hosted lines, for a Countly Flex server reached through its HTTP API and the official MCP server. No status page was found on countly.com, the Flex page, the docs or the legal pages, and status.countly.com did not resolve on 4 November (0). With no page there is no readable incident history (5). The MCP server's HTTP endpoint is limited to 120 requests a minute per IP, but the Countly server's own `api_rate_limit_requests` setting ships at 0 (off), and the Flex terms of 20 October 2026 reserve usage limits without numbers (8 of 15, the earlier partial kept). No 429 or retry guidance and no idempotency keys were found in the API reference source (0). The pricing page lists an SLA as optional on Flex and included in Enterprise, with no SLA document published, which this run scores 0 (0). The API and MCP server 1.7.0 are generally available (10).",
          "b": "Statuspage at status.rudderstack.com with regional components and none for MCP (15). Since August the history shows an EU ingestion issue, increased US latency, a Python transformations issue, free-tier processing delays and scheduled maintenance (20, minor incidents). No MCP rate limits found (0). No retry guidance for the MCP server found (0). No SLA found in the pages read (0). Not labelled beta (10). 15 + 20 + 0 + 0 + 0 + 10 = 45."
        },
        "scores": {
          "a": 23,
          "b": 45
        }
      },
      {
        "by": 21,
        "category": "transparency",
        "leads": "countly",
        "name": "Transparency \u0026 trust",
        "reasons": {
          "a": "Countly Lite is AGPL-3.0 with added branding terms under Section 7, the MCP server is MIT, and the Enterprise plugins that hold funnels, retention, cohorts and Drill are closed (20 of 30). Flex now has its own terms, privacy policy, DPA and sub-processor list, all dated 20 October 2026. The Flex privacy policy excludes data customers process and gives no retention periods, and the DPA covers that data (20). The MCP changelog deprecated auth tokens in URL parameters on 23 April 2026 (1.3.0), and the server warns on their use, with no notice period (15, the settled value for dated notices without a period). The Flex sub-processor list names locations, with 30 days' notice of changes in the DPA, and Flex customers choose a Google Cloud region. A Connected Services and Telemetry notice (20 October 2026) says server reports to stats.count.ly are on by default and which settings turn them off, and MCP usage reporting is disclosed with an opt-out (18).",
          "b": "The server's source is closed; the repository's MIT licence covers only its docs and metadata. Terms in a master service agreement naming RudderStack, Inc. (15). Privacy policy read, retention given by purpose, not as periods (12 of 30). No deprecation policy for the MCP server (5 of 20). Subprocessors not found in the pages read (5 of 20). The MCP docs say live events, schemas, profile artifacts, transformation code and audit data stay within the workspace view. 15 + 12 + 5 + 5 = 37."
        },
        "scores": {
          "a": 72,
          "b": 51
        }
      },
      {
        "by": 14,
        "category": "ergonomics",
        "leads": "countly",
        "name": "Agent ergonomics",
        "reasons": {
          "a": "The MCP README counts 209 tools in 43 categories, far past 30 (5). Add back 8 because the server hides tools the edition, enabled plugins or user's permissions cannot run, and `COUNTLY_TOOLS_*` settings switch categories off (13). List endpoints take `iDisplayStart` and `iDisplayLength`, and MCP list tools take `skip`, `limit` and `search` (15). API errors are `{\"result\": \"message\"}` strings with HTTP status codes and no error codes. The MCP server returns failures as `isError` results that name the missing plugin or permission (12). MCP tools carry readOnlyHint, destructiveHint and idempotentHint since 1.7.0. No idempotency keys on API writes (14). MCP tools accept `app_name` in place of `app_id` and set defaults. The SDKs cover data collection, not the read API (12).",
          "b": "62 tools (5), plus a separately controlled read-only web surface (5). Filters on some list tools, not documented generally (8 of 20). One documented error (5 of 20). Read, Sensitive execution and Write classes, with Write tools to be confirmed by the client; annotations not read (14 of 20). One URL with OAuth and RudderStack SDKs in many languages (15). 10 + 8 + 5 + 14 + 15 = 52."
        },
        "scores": {
          "a": 66,
          "b": 52
        }
      },
      {
        "by": 13,
        "category": "payments",
        "leads": "rudderstack-mcp",
        "name": "Payments \u0026 pricing",
        "reasons": {
          "a": "No x402, MPP or L402 (0). The pricing page gives only a starting price for Flex, $175 a month, priced on monthly active users and data points, with tier prices shown during signup and Enterprise on custom pricing (7 of 20, the earlier partial kept). The 14-day Flex trial needs a credit card, per the Flex page. Countly Lite is free to self-host with no card, without funnels, retention, cohorts or Drill, so half credit (10). A person signs up in a browser, creates a server and makes a token in the dashboard (0).",
          "b": "No machine payment protocol (0). Public plan prices with event allowances, nothing per call (10). Free plan with 250,000 events a month (20). A person signs up in a browser and approves OAuth (0). 0 + 10 + 20 + 0 = 30."
        },
        "scores": {
          "a": 17,
          "b": 30
        }
      },
      {
        "by": 9,
        "category": "schema",
        "leads": "countly",
        "name": "Schema \u0026 documentation",
        "reasons": {
          "a": "No OpenAPI document was found in the API reference source (Countly/countly-docs-site) or in Countly/countly-server. Every MCP tool has a typed JSON Schema input (18 of 25). countly.com/llms.txt (77 KB) indexes the help centre for agents, while api.count.ly has no llms.txt and help article pages answered a bot check on 8 October (8). MCP tool descriptions name the endpoint, the plugin required and the tool to use instead, and API pages state permissions and behaviour (16). 82 enums across the tool sources, but the HTTP API takes JSON arrays and objects as query-string values (9). API pages carry request examples, response fields and error responses, as plain message strings (11). The API reference is versioned 26.01, 25.03 and 24.05 (611 pages for 26.01 in the source), and the server and MCP server keep public changelogs (13).",
          "b": "The public repository's docs/tools.md lists 62 tools with an access class for each; JSON Schemas not read without a session (15 of 25). llms.txt (10). Every tool has a one-line purpose and a Read, Sensitive execution or Write class (15 of 20). Inputs not verifiable (5 of 15). Example prompts and a documented 'workspace_id is required' error (6 of 15). Versioned in the registry (0.43.1, 6 November) and dated release notes (15). 15 + 10 + 15 + 5 + 6 + 15 = 66."
        },
        "scores": {
          "a": 75,
          "b": 66
        }
      },
      {
        "by": 5,
        "category": "maintenance",
        "leads": "rudderstack-mcp",
        "name": "Maintenance \u0026 community",
        "reasons": {
          "a": "Server tag 25.03.58 of 27 October 2026 is the newest release, with Web SDK 26.8.1 (26 October) and NodeJS SDK 26.8.0 (19 October) beside it (30). Since 6 August, seven server tags (25.03.52-LTS, 53-LTS, 54, 55, 56-LTS, 57-LTS, 58), MCP server 1.5.0, 1.6.0 and 1.7.0 and three SDK tags (20). A Discord community and a support portal. We could not read issue response times because GitHub's pages and API refused us (12 of 25, kept). Official SDKs for data collection are current (Web 26.8.1, NodeJS 26.8.0), while none covers the read API (10 of 15, kept). CI runs the test suites on the server and MCP server, with CodeQL and Docker workflows and nightly end-to-end checks on the MCP server (8).",
          "b": "Release notes dated 4 November 2026 and a registry version on 6 November (30). Many dated releases in 90 days (20). Public issue templates on the MCP repository, issues not read, plus release notes (10 of 25). Official registry entry io.github.rudderlabs/rudderstack-mcp and current official SDKs (15). A repository workflow publishes to the registry (10). 30 + 20 + 10 + 15 + 10 = 85. Registry presence read from Anchor Terminal's own daily import of the official MCP registry (/api/v1/registry.json, 6 November 2026), not the registry's API."
        },
        "scores": {
          "a": 80,
          "b": 85
        }
      }
    ],
    "facts": [
      {
        "a": "HTTP API",
        "b": "MCP server",
        "name": "Kind"
      },
      {
        "a": "Countly Ltd",
        "b": "RudderStack, Inc.",
        "name": "Vendor"
      },
      {
        "a": "https://mcp.count.ly/mcp",
        "b": "https://mcp.rudderstack.com/mcp",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP, stdio, Streamable HTTP",
        "b": "Streamable HTTP",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "OAuth",
        "name": "Auth"
      },
      {
        "a": "Paid",
        "b": "Freemium",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Countly Lite is AGPL-3.0 with added branding terms under Section 7. Enterprise plugins are proprietary. Flex is a hosted service under Countly's terms. The MCP server is MIT",
        "b": "Proprietary service. The repository's MIT licence covers docs and metadata only",
        "name": "Licence"
      },
      {
        "a": "209",
        "b": "62",
        "name": "Tools exposed"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "not listed",
        "b": "io.github.rudderlabs/rudderstack-mcp",
        "name": "MCP registry"
      },
      {
        "a": "2026-10-27",
        "b": "none",
        "name": "Last release"
      },
      {
        "a": "28k npm/wk",
        "b": "none",
        "name": "Popularity"
      }
    ],
    "faq": [
      {
        "answer": "RudderStack MCP scores 54.7 (C) on agent readiness against Countly's 38.8 (E), and leads in 3 of 7 scored categories. Countly leads on schema \u0026 documentation, agent ergonomics and transparency \u0026 trust.",
        "question": "Which is better for AI agents, Countly or RudderStack MCP?"
      },
      {
        "answer": "Countly needs an API key. RudderStack MCP uses an OAuth sign-in.",
        "question": "Do Countly and RudderStack MCP need an API key?"
      },
      {
        "answer": "Yes. Countly has a hosted endpoint at https://mcp.count.ly/mcp and RudderStack MCP at https://mcp.rudderstack.com/mcp.",
        "question": "Can an agent call Countly and RudderStack MCP without installing anything?"
      },
      {
        "answer": "Countly is open source (Countly Lite is AGPL-3.0 with added branding terms under Section 7. Enterprise plugins are proprietary. Flex is a hosted service under Countly's terms. The MCP server is MIT). No open-source release is listed for RudderStack MCP.",
        "question": "Are Countly and RudderStack MCP open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Schema \u0026 documentation, 75 against 66",
          "Agent ergonomics, 66 against 52",
          "Transparency \u0026 trust, 72 against 51"
        ],
        "also": [
          "Runs on your own machine",
          "Open source"
        ],
        "goodFor": "An agent whose owner runs Countly on its own infrastructure or a dedicated Flex server and wants analytics, crash and remote-config data through MCP with per-category permissions.",
        "slug": "countly",
        "watchFor": "No public status page or incident history was found for Flex servers or for mcp.count.ly"
      },
      {
        "aheadOn": [
          "Reliability, 45 against 23",
          "Payments \u0026 pricing, 30 against 17",
          "Maintenance \u0026 community, 85 against 80"
        ],
        "also": [
          "No incidents deducted, where Countly loses 15 points for them"
        ],
        "goodFor": "Data teams on RudderStack who want an agent to find why events, syncs or transformations failed and fix the configuration.",
        "slug": "rudderstack-mcp",
        "watchFor": "62 tools, a heavy context load"
      }
    ],
    "history": {
      "countly": [
        {
          "causes": [
            "security",
            "correction"
          ],
          "date": "2026-11-04",
          "delta": -16.1,
          "from": 54.9,
          "fromGrade": "C",
          "to": 38.8,
          "toGrade": "E"
        },
        {
          "causes": [
            "method"
          ],
          "date": "2026-10-27",
          "delta": 0.1,
          "from": 54.8,
          "fromGrade": "C",
          "to": 54.9,
          "toGrade": "C"
        }
      ],
      "rudderstack-mcp": null
    },
    "job": {
      "capability": "analytics.query",
      "name": "Analytics queries"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/amplitude-vs-countly.json",
        "title": "Amplitude vs Countly",
        "url": "https://www.anchorterminal.com/compare/amplitude-vs-countly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amplitude-vs-rudderstack-mcp.json",
        "title": "Amplitude vs RudderStack MCP",
        "url": "https://www.anchorterminal.com/compare/amplitude-vs-rudderstack-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/basedash-mcp-vs-countly.json",
        "title": "Basedash MCP vs Countly",
        "url": "https://www.anchorterminal.com/compare/basedash-mcp-vs-countly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/countly-vs-fullstory.json",
        "title": "Countly vs Fullstory",
        "url": "https://www.anchorterminal.com/compare/countly-vs-fullstory"
      },
      {
        "json": "https://www.anchorterminal.com/compare/countly-vs-growthbook.json",
        "title": "Countly vs GrowthBook",
        "url": "https://www.anchorterminal.com/compare/countly-vs-growthbook"
      },
      {
        "json": "https://www.anchorterminal.com/compare/countly-vs-matomo.json",
        "title": "Countly vs Matomo",
        "url": "https://www.anchorterminal.com/compare/countly-vs-matomo"
      },
      {
        "json": "https://www.anchorterminal.com/compare/countly-vs-mixpanel.json",
        "title": "Countly vs Mixpanel",
        "url": "https://www.anchorterminal.com/compare/countly-vs-mixpanel"
      },
      {
        "json": "https://www.anchorterminal.com/compare/countly-vs-mostly-good-metrics.json",
        "title": "Countly vs Mostly Good Metrics",
        "url": "https://www.anchorterminal.com/compare/countly-vs-mostly-good-metrics"
      },
      {
        "json": "https://www.anchorterminal.com/compare/countly-vs-openpanel.json",
        "title": "Countly vs OpenPanel",
        "url": "https://www.anchorterminal.com/compare/countly-vs-openpanel"
      },
      {
        "json": "https://www.anchorterminal.com/compare/countly-vs-optimizely.json",
        "title": "Countly vs Optimizely Experimentation",
        "url": "https://www.anchorterminal.com/compare/countly-vs-optimizely"
      },
      {
        "json": "https://www.anchorterminal.com/compare/countly-vs-pendo.json",
        "title": "Countly vs Pendo",
        "url": "https://www.anchorterminal.com/compare/countly-vs-pendo"
      },
      {
        "json": "https://www.anchorterminal.com/compare/countly-vs-posthog.json",
        "title": "Countly vs PostHog",
        "url": "https://www.anchorterminal.com/compare/countly-vs-posthog"
      },
      {
        "json": "https://www.anchorterminal.com/compare/countly-vs-statsig.json",
        "title": "Countly vs Statsig",
        "url": "https://www.anchorterminal.com/compare/countly-vs-statsig"
      },
      {
        "json": "https://www.anchorterminal.com/compare/countly-vs-userpilot.json",
        "title": "Countly vs Userpilot",
        "url": "https://www.anchorterminal.com/compare/countly-vs-userpilot"
      },
      {
        "json": "https://www.anchorterminal.com/compare/countly-vs-woopra.json",
        "title": "Countly vs Woopra",
        "url": "https://www.anchorterminal.com/compare/countly-vs-woopra"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fullstory-vs-rudderstack-mcp.json",
        "title": "Fullstory vs RudderStack MCP",
        "url": "https://www.anchorterminal.com/compare/fullstory-vs-rudderstack-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/matomo-vs-rudderstack-mcp.json",
        "title": "Matomo vs RudderStack MCP",
        "url": "https://www.anchorterminal.com/compare/matomo-vs-rudderstack-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mixpanel-vs-rudderstack-mcp.json",
        "title": "Mixpanel vs RudderStack MCP",
        "url": "https://www.anchorterminal.com/compare/mixpanel-vs-rudderstack-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mostly-good-metrics-vs-rudderstack-mcp.json",
        "title": "Mostly Good Metrics vs RudderStack MCP",
        "url": "https://www.anchorterminal.com/compare/mostly-good-metrics-vs-rudderstack-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openpanel-vs-rudderstack-mcp.json",
        "title": "OpenPanel vs RudderStack MCP",
        "url": "https://www.anchorterminal.com/compare/openpanel-vs-rudderstack-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/optimizely-vs-rudderstack-mcp.json",
        "title": "Optimizely Experimentation vs RudderStack MCP",
        "url": "https://www.anchorterminal.com/compare/optimizely-vs-rudderstack-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/pendo-vs-rudderstack-mcp.json",
        "title": "Pendo vs RudderStack MCP",
        "url": "https://www.anchorterminal.com/compare/pendo-vs-rudderstack-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/posthog-vs-rudderstack-mcp.json",
        "title": "PostHog vs RudderStack MCP",
        "url": "https://www.anchorterminal.com/compare/posthog-vs-rudderstack-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/countly-vs-heap.json",
        "title": "Countly vs Heap",
        "url": "https://www.anchorterminal.com/compare/countly-vs-heap"
      },
      {
        "json": "https://www.anchorterminal.com/compare/flagsmith-vs-rudderstack-mcp.json",
        "title": "Flagsmith vs RudderStack MCP",
        "url": "https://www.anchorterminal.com/compare/flagsmith-vs-rudderstack-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/growthbook-vs-rudderstack-mcp.json",
        "title": "GrowthBook vs RudderStack MCP",
        "url": "https://www.anchorterminal.com/compare/growthbook-vs-rudderstack-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harness-fme-vs-rudderstack-mcp.json",
        "title": "Harness Feature Management \u0026 Experimentation vs RudderStack MCP",
        "url": "https://www.anchorterminal.com/compare/harness-fme-vs-rudderstack-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/heap-vs-rudderstack-mcp.json",
        "title": "Heap vs RudderStack MCP",
        "url": "https://www.anchorterminal.com/compare/heap-vs-rudderstack-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/rudderstack-mcp-vs-statsig.json",
        "title": "RudderStack MCP vs Statsig",
        "url": "https://www.anchorterminal.com/compare/rudderstack-mcp-vs-statsig"
      },
      {
        "json": "https://www.anchorterminal.com/compare/rudderstack-mcp-vs-userpilot.json",
        "title": "RudderStack MCP vs Userpilot",
        "url": "https://www.anchorterminal.com/compare/rudderstack-mcp-vs-userpilot"
      },
      {
        "json": "https://www.anchorterminal.com/compare/rudderstack-mcp-vs-woopra.json",
        "title": "RudderStack MCP vs Woopra",
        "url": "https://www.anchorterminal.com/compare/rudderstack-mcp-vs-woopra"
      },
      {
        "json": "https://www.anchorterminal.com/compare/countly-vs-flagsmith.json",
        "title": "Countly vs Flagsmith",
        "url": "https://www.anchorterminal.com/compare/countly-vs-flagsmith"
      },
      {
        "json": "https://www.anchorterminal.com/compare/countly-vs-harness-fme.json",
        "title": "Countly vs Harness Feature Management \u0026 Experimentation",
        "url": "https://www.anchorterminal.com/compare/countly-vs-harness-fme"
      },
      {
        "json": "https://www.anchorterminal.com/compare/countly-vs-launchdarkly.json",
        "title": "Countly vs LaunchDarkly",
        "url": "https://www.anchorterminal.com/compare/countly-vs-launchdarkly"
      }
    ],
    "panel": null,
    "scores": [
      {
        "by": 22,
        "countly": 23,
        "edge": "rudderstack-mcp",
        "key": "reliability",
        "name": "Reliability",
        "rudderstack-mcp": 45,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 9,
        "countly": 75,
        "edge": "countly",
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "rudderstack-mcp": 66,
        "weight": 13
      },
      {
        "by": 14,
        "countly": 66,
        "edge": "countly",
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "rudderstack-mcp": 52,
        "weight": 13
      },
      {
        "by": 0,
        "countly": 62,
        "edge": "",
        "key": "security",
        "name": "Security \u0026 auth",
        "rudderstack-mcp": 62,
        "weight": 14
      },
      {
        "by": 13,
        "countly": 17,
        "edge": "rudderstack-mcp",
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "rudderstack-mcp": 30,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 5,
        "countly": 80,
        "edge": "rudderstack-mcp",
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "rudderstack-mcp": 85,
        "weight": 7
      },
      {
        "by": 21,
        "countly": 72,
        "edge": "countly",
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "rudderstack-mcp": 51,
        "weight": 7
      }
    ],
    "summary": "RudderStack MCP scores 54.7 (C) on agent readiness against Countly's 38.8 (E), and leads in 3 of 7 scored categories. Countly leads on schema \u0026 documentation, agent ergonomics and transparency \u0026 trust. Both do analytics queries.",
    "tasks": null,
    "tutorials": [],
    "verdicts": {
      "countly": "Countly suits an agent working against a server its owner already runs. The official MCP server filters its 209 tools by edition, plugin and permission and has per-category read-only settings. Five countly-server CVEs were published since September, all fixed, and no status page, OpenAPI document or published API rate limit was found.",
      "rudderstack-mcp": "RudderStack MCP is a deep, well-documented hosted server for debugging and running a RudderStack workspace, with every tool classed as Read, Sensitive execution or Write and sensitive fields redacted. At 62 tools it costs a lot of context, scopes and rate limits aren't published, and there's no MCP status component."
    }
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  "markdown": "RudderStack MCP scores 54.7 (C) on agent readiness against Countly's 38.8 (E), and leads in 3 of 7 scored categories. Countly leads on schema \u0026 documentation, agent ergonomics and transparency \u0026 trust. Both do analytics queries.\n\n- Countly: grade E, 38.8/100, rank #1352 of 1510. Markdown https://www.anchorterminal.com/tools/countly.md · JSON https://www.anchorterminal.com/api/v1/tools/countly.json\n- RudderStack MCP: grade C, 54.7/100, rank #901 of 1510. Markdown https://www.anchorterminal.com/tools/rudderstack-mcp.md · JSON https://www.anchorterminal.com/api/v1/tools/rudderstack-mcp.json\n- Best product analytics and experimentation tools for AI agents: https://www.anchorterminal.com/best/product-analytics/index.md\n- All 170 product analytics comparisons: https://www.anchorterminal.com/compare/product-analytics/index.md\n\n## Which one, for what\n\n### Countly (E)\n\nGood for: An agent whose owner runs Countly on its own infrastructure or a dedicated Flex server and wants analytics, crash and remote-config data through MCP with per-category permissions.\n\nAhead on:\n- Schema \u0026 documentation, 75 against 66\n- Agent ergonomics, 66 against 52\n- Transparency \u0026 trust, 72 against 51\n\nAlso in its favour:\n- Runs on your own machine\n- Open source\n\nWatch for: No public status page or incident history was found for Flex servers or for mcp.count.ly\n\n### RudderStack MCP (C)\n\nGood for: Data teams on RudderStack who want an agent to find why events, syncs or transformations failed and fix the configuration.\n\nAhead on:\n- Reliability, 45 against 23\n- Payments \u0026 pricing, 30 against 17\n- Maintenance \u0026 community, 85 against 80\n\nAlso in its favour:\n- No incidents deducted, where Countly loses 15 points for them\n\nWatch for: 62 tools, a heavy context load\n\n\n## Why the edge\n\n### Reliability: RudderStack MCP +22\n\n- Countly (23): Graded on the hosted lines, for a Countly Flex server reached through its HTTP API and the official MCP server. No status page was found on countly.com, the Flex page, the docs or the legal pages, and status.countly.com did not resolve on 4 November (0). With no page there is no readable incident history (5). The MCP server's HTTP endpoint is limited to 120 requests a minute per IP, but the Countly server's own `api_rate_limit_requests` setting ships at 0 (off), and the Flex terms of 20 October 2026 reserve usage limits without numbers (8 of 15, the earlier partial kept). No 429 or retry guidance and no idempotency keys were found in the API reference source (0). The pricing page lists an SLA as optional on Flex and included in Enterprise, with no SLA document published, which this run scores 0 (0). The API and MCP server 1.7.0 are generally available (10).\n- RudderStack MCP (45): Statuspage at status.rudderstack.com with regional components and none for MCP (15). Since August the history shows an EU ingestion issue, increased US latency, a Python transformations issue, free-tier processing delays and scheduled maintenance (20, minor incidents). No MCP rate limits found (0). No retry guidance for the MCP server found (0). No SLA found in the pages read (0). Not labelled beta (10). 15 + 20 + 0 + 0 + 0 + 10 = 45.\n\n### Transparency \u0026 trust: Countly +21\n\n- Countly (72): Countly Lite is AGPL-3.0 with added branding terms under Section 7, the MCP server is MIT, and the Enterprise plugins that hold funnels, retention, cohorts and Drill are closed (20 of 30). Flex now has its own terms, privacy policy, DPA and sub-processor list, all dated 20 October 2026. The Flex privacy policy excludes data customers process and gives no retention periods, and the DPA covers that data (20). The MCP changelog deprecated auth tokens in URL parameters on 23 April 2026 (1.3.0), and the server warns on their use, with no notice period (15, the settled value for dated notices without a period). The Flex sub-processor list names locations, with 30 days' notice of changes in the DPA, and Flex customers choose a Google Cloud region. A Connected Services and Telemetry notice (20 October 2026) says server reports to stats.count.ly are on by default and which settings turn them off, and MCP usage reporting is disclosed with an opt-out (18).\n- RudderStack MCP (51): The server's source is closed; the repository's MIT licence covers only its docs and metadata. Terms in a master service agreement naming RudderStack, Inc. (15). Privacy policy read, retention given by purpose, not as periods (12 of 30). No deprecation policy for the MCP server (5 of 20). Subprocessors not found in the pages read (5 of 20). The MCP docs say live events, schemas, profile artifacts, transformation code and audit data stay within the workspace view. 15 + 12 + 5 + 5 = 37.\n\n### Agent ergonomics: Countly +14\n\n- Countly (66): The MCP README counts 209 tools in 43 categories, far past 30 (5). Add back 8 because the server hides tools the edition, enabled plugins or user's permissions cannot run, and `COUNTLY_TOOLS_*` settings switch categories off (13). List endpoints take `iDisplayStart` and `iDisplayLength`, and MCP list tools take `skip`, `limit` and `search` (15). API errors are `{\"result\": \"message\"}` strings with HTTP status codes and no error codes. The MCP server returns failures as `isError` results that name the missing plugin or permission (12). MCP tools carry readOnlyHint, destructiveHint and idempotentHint since 1.7.0. No idempotency keys on API writes (14). MCP tools accept `app_name` in place of `app_id` and set defaults. The SDKs cover data collection, not the read API (12).\n- RudderStack MCP (52): 62 tools (5), plus a separately controlled read-only web surface (5). Filters on some list tools, not documented generally (8 of 20). One documented error (5 of 20). Read, Sensitive execution and Write classes, with Write tools to be confirmed by the client; annotations not read (14 of 20). One URL with OAuth and RudderStack SDKs in many languages (15). 10 + 8 + 5 + 14 + 15 = 52.\n\n### Payments \u0026 pricing: RudderStack MCP +13\n\n- Countly (17): No x402, MPP or L402 (0). The pricing page gives only a starting price for Flex, $175 a month, priced on monthly active users and data points, with tier prices shown during signup and Enterprise on custom pricing (7 of 20, the earlier partial kept). The 14-day Flex trial needs a credit card, per the Flex page. Countly Lite is free to self-host with no card, without funnels, retention, cohorts or Drill, so half credit (10). A person signs up in a browser, creates a server and makes a token in the dashboard (0).\n- RudderStack MCP (30): No machine payment protocol (0). Public plan prices with event allowances, nothing per call (10). Free plan with 250,000 events a month (20). A person signs up in a browser and approves OAuth (0). 0 + 10 + 20 + 0 = 30.\n\n### Schema \u0026 documentation: Countly +9\n\n- Countly (75): No OpenAPI document was found in the API reference source (Countly/countly-docs-site) or in Countly/countly-server. Every MCP tool has a typed JSON Schema input (18 of 25). countly.com/llms.txt (77 KB) indexes the help centre for agents, while api.count.ly has no llms.txt and help article pages answered a bot check on 8 October (8). MCP tool descriptions name the endpoint, the plugin required and the tool to use instead, and API pages state permissions and behaviour (16). 82 enums across the tool sources, but the HTTP API takes JSON arrays and objects as query-string values (9). API pages carry request examples, response fields and error responses, as plain message strings (11). The API reference is versioned 26.01, 25.03 and 24.05 (611 pages for 26.01 in the source), and the server and MCP server keep public changelogs (13).\n- RudderStack MCP (66): The public repository's docs/tools.md lists 62 tools with an access class for each; JSON Schemas not read without a session (15 of 25). llms.txt (10). Every tool has a one-line purpose and a Read, Sensitive execution or Write class (15 of 20). Inputs not verifiable (5 of 15). Example prompts and a documented 'workspace_id is required' error (6 of 15). Versioned in the registry (0.43.1, 6 November) and dated release notes (15). 15 + 10 + 15 + 5 + 6 + 15 = 66.\n\n### Maintenance \u0026 community: RudderStack MCP +5\n\n- Countly (80): Server tag 25.03.58 of 27 October 2026 is the newest release, with Web SDK 26.8.1 (26 October) and NodeJS SDK 26.8.0 (19 October) beside it (30). Since 6 August, seven server tags (25.03.52-LTS, 53-LTS, 54, 55, 56-LTS, 57-LTS, 58), MCP server 1.5.0, 1.6.0 and 1.7.0 and three SDK tags (20). A Discord community and a support portal. We could not read issue response times because GitHub's pages and API refused us (12 of 25, kept). Official SDKs for data collection are current (Web 26.8.1, NodeJS 26.8.0), while none covers the read API (10 of 15, kept). CI runs the test suites on the server and MCP server, with CodeQL and Docker workflows and nightly end-to-end checks on the MCP server (8).\n- RudderStack MCP (85): Release notes dated 4 November 2026 and a registry version on 6 November (30). Many dated releases in 90 days (20). Public issue templates on the MCP repository, issues not read, plus release notes (10 of 25). Official registry entry io.github.rudderlabs/rudderstack-mcp and current official SDKs (15). A repository workflow publishes to the registry (10). 30 + 20 + 10 + 15 + 10 = 85. Registry presence read from Anchor Terminal's own daily import of the official MCP registry (/api/v1/registry.json, 6 November 2026), not the registry's API.\n\n## Score by category\n\n| Category | Weight | Countly | RudderStack MCP | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 23 | 45 | RudderStack MCP +22 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 75 | 66 | Countly +9 |\n| Agent ergonomics | 13% (16.2 this run) | 66 | 52 | Countly +14 |\n| Security \u0026 auth | 14% (17.5 this run) | 62 | 62 | even |\n| Payments \u0026 pricing | 10% (12.5 this run) | 17 | 30 | RudderStack MCP +13 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 80 | 85 | RudderStack MCP +5 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 72 | 51 | Countly +21 |\n| Negative events | ≤15 | -15 | 0 | |\n| **Total** | | **38.8 · E** | **54.7 · C** | |\n\n## Facts side by side\n\n| Fact | Countly | RudderStack MCP |\n| --- | --- | --- |\n| Kind | HTTP API | MCP server |\n| Vendor | Countly Ltd | RudderStack, Inc. |\n| Hosted endpoint | `https://mcp.count.ly/mcp` | `https://mcp.rudderstack.com/mcp` |\n| Transports | HTTP, stdio, Streamable HTTP | Streamable HTTP |\n| Auth | API key | OAuth |\n| Pricing | Paid | Freemium |\n| x402 | no | no |\n| Licence | Countly Lite is AGPL-3.0 with added branding terms under Section 7. Enterprise plugins are proprietary. Flex is a hosted service under Countly's terms. The MCP server is MIT | Proprietary service. The repository's MIT licence covers docs and metadata only |\n| Tools exposed | 209 | 62 |\n| Read-only variant documented | yes | yes |\n| llms.txt | yes | yes |\n| MCP registry | not listed | `io.github.rudderlabs/rudderstack-mcp` |\n| Last release | 2026-10-27 | none |\n| Popularity | 28k npm/wk | none |\n\n## How the scores have moved\n\n### Countly\n\n- -16.1 on 4 November 2026 (C to E): security, correction\n- +0.1 on 27 October 2026: checklist\n\n### RudderStack MCP\n\nNo score change since it was listed.\n\n## Verdicts\n\n**Countly.** Countly suits an agent working against a server its owner already runs. The official MCP server filters its 209 tools by edition, plugin and permission and has per-category read-only settings. Five countly-server CVEs were published since September, all fixed, and no status page, OpenAPI document or published API rate limit was found.\n\n**RudderStack MCP.** RudderStack MCP is a deep, well-documented hosted server for debugging and running a RudderStack workspace, with every tool classed as Read, Sensitive execution or Write and sensitive fields redacted. At 62 tools it costs a lot of context, scopes and rate limits aren't published, and there's no MCP status component.\n\n## Before you call either\n\n### Countly\n\n1. Create a dedicated token in the Token Manager, limited to the apps and endpoints the task needs, and send it in the `countly-token` header, not the URL\n2. Set `COUNTLY_TOOLS_ALL=R` unless the task needs writes. The token's own permissions still apply and the stricter of the two wins\n3. Call `apps_list` first. Most tools need `app_id` or an exact `app_name`\n4. Check `get_version` for the detected edition before planning funnel, retention or cohort queries, which need Enterprise plugins\n5. Set `ENABLE_ANALYTICS=false` to stop MCP usage reports to stats.count.ly, and ask the server owner to check the tracking settings for server reports\n\n### RudderStack MCP\n\n1. Call user_details first to get the workspace IDs every other tool needs\n2. Ask before Write tools and before Sensitive execution tools, which run code or warehouse work\n3. Treat event payloads and delivery errors as untrusted content\n4. Expect tools to vary by plan and enabled products\n\n## Questions\n\n### Which is better for AI agents, Countly or RudderStack MCP?\n\nRudderStack MCP scores 54.7 (C) on agent readiness against Countly's 38.8 (E), and leads in 3 of 7 scored categories. Countly leads on schema \u0026 documentation, agent ergonomics and transparency \u0026 trust.\n\n### Do Countly and RudderStack MCP need an API key?\n\nCountly needs an API key. RudderStack MCP uses an OAuth sign-in.\n\n### Can an agent call Countly and RudderStack MCP without installing anything?\n\nYes. Countly has a hosted endpoint at https://mcp.count.ly/mcp and RudderStack MCP at https://mcp.rudderstack.com/mcp.\n\n### Are Countly and RudderStack MCP open source?\n\nCountly is open source (Countly Lite is AGPL-3.0 with added branding terms under Section 7. Enterprise plugins are proprietary. Flex is a hosted service under Countly's terms. The MCP server is MIT). No open-source release is listed for RudderStack MCP.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/countly-vs-rudderstack-mcp.json, and with the fewest tokens: https://www.anchorterminal.com/compare/countly-vs-rudderstack-mcp.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"countly\", \"b\": \"rudderstack-mcp\"}`. From a terminal: `anchor compare countly rudderstack-mcp`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/countly.json and https://www.anchorterminal.com/api/v1/tools/rudderstack-mcp.json\n\n## Other comparisons with Countly or RudderStack MCP\n\n- [Amplitude vs Countly](https://www.anchorterminal.com/compare/amplitude-vs-countly.md)\n- [Amplitude vs RudderStack MCP](https://www.anchorterminal.com/compare/amplitude-vs-rudderstack-mcp.md)\n- [Basedash MCP vs Countly](https://www.anchorterminal.com/compare/basedash-mcp-vs-countly.md)\n- [Countly vs Fullstory](https://www.anchorterminal.com/compare/countly-vs-fullstory.md)\n- [Countly vs GrowthBook](https://www.anchorterminal.com/compare/countly-vs-growthbook.md)\n- [Countly vs Matomo](https://www.anchorterminal.com/compare/countly-vs-matomo.md)\n- [Countly vs Mixpanel](https://www.anchorterminal.com/compare/countly-vs-mixpanel.md)\n- [Countly vs Mostly Good Metrics](https://www.anchorterminal.com/compare/countly-vs-mostly-good-metrics.md)\n- [Countly vs OpenPanel](https://www.anchorterminal.com/compare/countly-vs-openpanel.md)\n- [Countly vs Optimizely Experimentation](https://www.anchorterminal.com/compare/countly-vs-optimizely.md)\n- [Countly vs Pendo](https://www.anchorterminal.com/compare/countly-vs-pendo.md)\n- [Countly vs PostHog](https://www.anchorterminal.com/compare/countly-vs-posthog.md)\n- [Countly vs Statsig](https://www.anchorterminal.com/compare/countly-vs-statsig.md)\n- [Countly vs Userpilot](https://www.anchorterminal.com/compare/countly-vs-userpilot.md)\n- [Countly vs Woopra](https://www.anchorterminal.com/compare/countly-vs-woopra.md)\n- [Fullstory vs RudderStack MCP](https://www.anchorterminal.com/compare/fullstory-vs-rudderstack-mcp.md)\n- [Matomo vs RudderStack MCP](https://www.anchorterminal.com/compare/matomo-vs-rudderstack-mcp.md)\n- [Mixpanel vs RudderStack MCP](https://www.anchorterminal.com/compare/mixpanel-vs-rudderstack-mcp.md)\n- [Mostly Good Metrics vs RudderStack MCP](https://www.anchorterminal.com/compare/mostly-good-metrics-vs-rudderstack-mcp.md)\n- [OpenPanel vs RudderStack MCP](https://www.anchorterminal.com/compare/openpanel-vs-rudderstack-mcp.md)\n- [Optimizely Experimentation vs RudderStack MCP](https://www.anchorterminal.com/compare/optimizely-vs-rudderstack-mcp.md)\n- [Pendo vs RudderStack MCP](https://www.anchorterminal.com/compare/pendo-vs-rudderstack-mcp.md)\n- [PostHog vs RudderStack MCP](https://www.anchorterminal.com/compare/posthog-vs-rudderstack-mcp.md)\n- [Countly vs Heap](https://www.anchorterminal.com/compare/countly-vs-heap.md)\n- [Flagsmith vs RudderStack MCP](https://www.anchorterminal.com/compare/flagsmith-vs-rudderstack-mcp.md)\n- [GrowthBook vs RudderStack MCP](https://www.anchorterminal.com/compare/growthbook-vs-rudderstack-mcp.md)\n- [Harness Feature Management \u0026 Experimentation vs RudderStack MCP](https://www.anchorterminal.com/compare/harness-fme-vs-rudderstack-mcp.md)\n- [Heap vs RudderStack MCP](https://www.anchorterminal.com/compare/heap-vs-rudderstack-mcp.md)\n- [RudderStack MCP vs Statsig](https://www.anchorterminal.com/compare/rudderstack-mcp-vs-statsig.md)\n- [RudderStack MCP vs Userpilot](https://www.anchorterminal.com/compare/rudderstack-mcp-vs-userpilot.md)\n- [RudderStack MCP vs Woopra](https://www.anchorterminal.com/compare/rudderstack-mcp-vs-woopra.md)\n- [Countly vs Flagsmith](https://www.anchorterminal.com/compare/countly-vs-flagsmith.md)\n- [Countly vs Harness Feature Management \u0026 Experimentation](https://www.anchorterminal.com/compare/countly-vs-harness-fme.md)\n- [Countly vs LaunchDarkly](https://www.anchorterminal.com/compare/countly-vs-launchdarkly.md)\n",
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