{
  "data": {
    "a": {
      "slug": "datadog-mcp",
      "name": "Datadog MCP Server",
      "vendor": "Datadog",
      "vendorUrl": "https://docs.datadoghq.com/mcp_server/",
      "kind": "mcp",
      "category": "observability",
      "summary": "Datadog's hosted MCP server for querying monitors, logs, metrics, traces, dashboards, incidents and more, with 30-plus toolsets, a sandboxed code-execution toolset, OAuth 2.0 or key auth, and per-call permission checks on writes.",
      "url": "https://www.anchorterminal.com/tools/datadog-mcp",
      "markdownUrl": "https://www.anchorterminal.com/tools/datadog-mcp.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/datadog-mcp.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/datadog-mcp.json",
      "repo": "https://github.com/datadog-labs/mcp-server",
      "license": "MIT",
      "transports": [
        "streamable-http",
        "stdio"
      ],
      "remoteUrl": "https://mcp.datadoghq.com/v1/mcp",
      "packages": [],
      "auth": "mixed",
      "authNotes": "OAuth 2.0 (recommended, with an optional read-only grant that hides write tools), personal or service access tokens as a Bearer header, or `DD-API-KEY` plus `DD-APPLICATION-KEY` headers. A local `datadog_mcp_cli` binary gives you stdio where remote auth isn't possible. EU endpoint at mcp.datadoghq.eu. Users need the `mcp_read` and `mcp_write` permissions, and an organisation setting can block MCP writes.",
      "pricing": "byo-plan",
      "pricingNotes": "No separate charge stated. Datadog plan prices are public and a free plan exists. MCP use is capped by a default quota of 100,000 tool calls a month per organisation (raised from 50,000 on 2026-08-28) and a burst limit of 50 calls per 10 seconds. Whether the free plan includes MCP isn't stated (https://github.com/datadog-labs/mcp-server/blob/main/CHANGELOG.md).",
      "priceSummary": "Your plan",
      "where": "both",
      "x402": {
        "level": "no",
        "evidence": "No payments. Access follows the Datadog account.",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 43,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-09-26"
      },
      "docsUrl": "https://docs.datadoghq.com/mcp_server/",
      "capabilities": [
        "observability.metrics",
        "observability.logs",
        "observability.traces",
        "observability.incidents"
      ],
      "tags": [
        "official",
        "hosted",
        "oauth",
        "toolsets",
        "enterprise",
        "preview-parts"
      ],
      "lastRelease": "2026-09-25",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 56.6,
        "grade": "C",
        "agentReady": false,
        "rank": 566,
        "ranked": true,
        "rankOf": 842,
        "categoryRank": 4,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 78,
          "maintenance": 68,
          "payments": 20,
          "reliability": 53,
          "schema": 60,
          "security": 76,
          "transparency": 67
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": -4,
        "negativeNotes": [
          "-3: breaking changes shipped the day they were announced, with no notice period. Detection-rule tools replaced and removed on 2026-06-17, `service` and `family` removed from `explore_profiling_call_graph` on 2026-06-26, `start_at` removed from `search_datadog_spans` on 2026-08-20 and the `traces` extension removed from `execute_code` on 2026-09-24. Each is labelled in the changelog, so we deduct at the low end (https://github.com/datadog-labs/mcp-server/blob/main/CHANGELOG.md).",
          "-1: until 2026-09-22, `ddsql_upsert_saved_query` created or updated saved queries even when an organisation had disabled MCP writes. Fixed and disclosed in the changelog, so a small deduction (https://github.com/datadog-labs/mcp-server/blob/main/CHANGELOG.md)."
        ],
        "verdict": "OAuth read-only grants, `mcp_read` and `mcp_write` permissions and an organisation-level block on MCP writes. Tools and parameters are removed the day they're announced, with no notice period.",
        "bestFor": "Agents that triage production issues across metrics, logs, traces and monitors in a Datadog org. sentry-mcp is narrower and deeper on errors, pagerduty-mcp covers on-call.",
        "strengths": [
          "OAuth read-only grants, `mcp_read` and `mcp_write` permissions and an organisation-level block on MCP writes",
          "Toolsets, a sandboxed `execute_code` toolset and `whoami` and `toolsets` resources keep the schema in proportion",
          "Dated public changelog with 42 entries since 3 July 2026",
          "Published burst limit and monthly quota",
          "SOC 2 Type 2, ISO 27001 and FedRAMP High, with a private HackerOne bounty"
        ],
        "weaknesses": [
          "Tools and parameters are removed the day they're announced, with no notice period",
          "Not in the official MCP registry and no MCP component on the status page",
          "Tool schemas and descriptions aren't readable without an account",
          "No security.txt, and the write-protection setting missed one tool until 22 September 2026",
          "Whether the free plan includes MCP isn't stated"
        ],
        "agentNotes": [
          "Use https://mcp.datadoghq.com/v1/mcp. The /api/unstable/ path in older configs is no longer the documented one",
          "Set `toolsets` to the two or three you need, for example core plus logs, and read the `toolsets` resource first",
          "Pass `limit` and `custom_attributes` on span searches, and page with `cursor`. `start_at` is gone",
          "Expect a permission error when the org blocks MCP writes or the OAuth grant is read-only. That's the boundary working",
          "Budget calls. The org shares 100,000 a month and 50 per 10 seconds"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 2.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 56.6
          }
        ],
        "editorialScores": {
          "ergonomics": 78,
          "maintenance": 68,
          "payments": 20,
          "reliability": 53,
          "schema": 60,
          "security": 76,
          "transparency": 56
        },
        "provenanceScore": 78
      },
      "connect": {
        "claudeCode": "claude mcp add --transport http datadog https://mcp.datadoghq.com/v1/mcp",
        "config": {
          "mcpServers": {
            "datadog": {
              "type": "http",
              "url": "https://mcp.datadoghq.com/v1/mcp"
            }
          }
        },
        "headless": {
          "mcpServers": {
            "datadog": {
              "headers": {
                "DD-API-KEY": "${DD_API_KEY}",
                "DD-APPLICATION-KEY": "${DD_APPLICATION_KEY}"
              },
              "type": "http",
              "url": "https://mcp.datadoghq.com/v1/mcp"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/observability.metrics",
        "tool": "https://letme.dev/datadog-mcp"
      },
      "area": "developer",
      "provenance": {
        "legalEntity": "Datadog, Inc.",
        "domain": "datadoghq.com",
        "domainRegistered": "2010-07-09",
        "endpointOnVendorDomain": true,
        "terms": "https://datadoghq.com/legal/terms/",
        "privacy": "https://datadoghq.com/legal/privacy/",
        "statusPage": "https://status.datadoghq.com",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-09-26",
        "score": 78
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/datadog-mcp.json",
      "live": {
        "slug": "datadog-mcp",
        "probe": {
          "target": "https://mcp.datadoghq.com/v1/mcp",
          "method": "mcp-initialize",
          "lastAt": "2026-10-09T10:42:40.860036236Z",
          "lastOk": true,
          "lastStatus": 401,
          "lastMs": 315,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 265,
          "p95ms24h": 296,
          "samples24h": 260,
          "samples30d": 3254,
          "days": [
            {
              "date": "2026-09-27",
              "probes": 132,
              "ok": 132
            },
            {
              "date": "2026-09-28",
              "probes": 285,
              "ok": 285
            },
            {
              "date": "2026-09-29",
              "probes": 286,
              "ok": 286
            },
            {
              "date": "2026-09-30",
              "probes": 286,
              "ok": 286
            },
            {
              "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": 272,
              "ok": 272
            },
            {
              "date": "2026-10-06",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-07",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-08",
              "probes": 268,
              "ok": 268
            },
            {
              "date": "2026-10-09",
              "probes": 114,
              "ok": 114
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.datadoghq.com",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-09T10:41:33.012696226Z"
        },
        "githubStars": 45,
        "securityTxt": {
          "url": "https://datadoghq.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-08T15:38:37.963166081Z"
        },
        "domain": {
          "domain": "datadoghq.com",
          "registered": "2010-07-09",
          "source": "https://rdap.verisign.com/com/v1/domain/datadoghq.com",
          "checkedAt": "2026-10-04T13:05:16.528122118Z"
        },
        "pages": [
          {
            "url": "https://datadoghq.com/legal/privacy/",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-08T18:16:50.902376243Z",
            "changedAt": "2026-09-29T13:08:28.35407782Z",
            "fingerprint": "84e6d2939140"
          },
          {
            "url": "https://datadoghq.com/legal/terms/",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-08T18:16:53.45092361Z",
            "changedAt": "2026-09-29T13:08:30.925940141Z",
            "fingerprint": "bb8932f6911c"
          }
        ],
        "mcpTools": {
          "url": "https://mcp.datadoghq.com/v1/mcp",
          "checkedAt": "2026-10-08T21:33:28.271407006Z",
          "status": "auth",
          "note": "asks for credentials before listing its tools",
          "changedAt": "2026-09-28T21:55:38.616526541Z"
        },
        "updatedAt": "2026-10-09T10:42:40.860036236Z"
      }
    },
    "answer": "Honeycomb MCP scores 58.3 (C) on agent readiness against Datadog MCP Server's 56.6 (C), and leads in 3 of 7 scored categories. Datadog MCP Server leads on agent ergonomics, security \u0026 auth and maintenance \u0026 community.",
    "b": {
      "slug": "honeycomb-mcp",
      "name": "Honeycomb MCP",
      "vendor": "Honeycomb",
      "vendorUrl": "https://www.honeycomb.io",
      "kind": "mcp",
      "category": "observability",
      "summary": "Honeycomb's hosted MCP server lets AI agents query a team's traces, metrics and events, run BubbleUp analysis, and create or update Boards, Triggers and SLOs. It uses OAuth or a Management API key and has US and EU endpoints.",
      "url": "https://www.anchorterminal.com/tools/honeycomb-mcp",
      "markdownUrl": "https://www.anchorterminal.com/tools/honeycomb-mcp.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/honeycomb-mcp.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/honeycomb-mcp.json",
      "repo": "https://github.com/honeycombio/agent-skill",
      "license": "Proprietary hosted service under Honeycomb's Terms of Service and Honeycomb Intelligence Supplemental Terms. The companion plugin in honeycombio/agent-skill is MIT",
      "transports": [
        "streamable-http"
      ],
      "remoteUrl": "https://mcp.honeycomb.io/mcp",
      "packages": [],
      "auth": "mixed",
      "authNotes": "OAuth is the documented default. The server at https://mcp.honeycomb.io/mcp answers 401 with a pointer to its protected-resource metadata, and ui.honeycomb.io is the authorisation server, with PKCE S256, dynamic client registration and the scopes `mcp:read` and `mcp:write`. Write tools need `mcp:write`, granted at consent. Unattended agents can send a Management API key as `Authorization: Bearer \u003cKEY_ID\u003e:\u003cSECRET_KEY\u003e`, with Read or Write under Model Context Protocol and access under Environments. Only a Team Owner can create that key, and its scopes can't be changed later. Access is self-serve, but a Team Owner must first enable Honeycomb Intelligence for the team.",
      "pricing": "byo-plan",
      "pricingNotes": "No separate charge. Honeycomb MCP is in the feature list of every plan, the Free plan included (20 million events and 100 million metric data points a month). Pro starts at $150 a month for 50 million events and Enterprise is quoted. The signup page asks for an email address or a Google account, and the signup guide names no payment step, so an agent's owner can start without a contract (https://www.honeycomb.io/pricing, checked 2026-10-09).",
      "priceSummary": "Your plan",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the MCP docs, the pricing page or the terms (checked 2026-10-09).",
        "endpoints": []
      },
      "toolCount": 34,
      "popularity": {
        "githubStars": 27,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-09"
      },
      "docsUrl": "https://docs.honeycomb.io/integrations/mcp/",
      "llmsTxt": "https://docs.honeycomb.io/llms.txt",
      "registryName": "io.honeycomb/mcp",
      "capabilities": [
        "observability.traces",
        "observability.metrics",
        "observability.logs"
      ],
      "tags": [
        "official",
        "hosted",
        "mcp",
        "oauth",
        "api-key",
        "toolsets",
        "free-tier",
        "eu-region",
        "llms-txt",
        "mcp-registry",
        "status-page",
        "soc2"
      ],
      "lastRelease": "2026-09-29",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 58.3,
        "grade": "C",
        "agentReady": false,
        "rank": 527,
        "ranked": true,
        "rankOf": 842,
        "categoryRank": 3,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 53,
          "maintenance": 61,
          "payments": 30,
          "reliability": 65,
          "schema": 57,
          "security": 71,
          "transparency": 68
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-09"
        },
        "negative": 0,
        "verdict": "OAuth with `mcp:read` and `mcp:write` scopes keeps the 34 tools read-only until write access is granted, and per-tool rate limits are published. Tool input schemas are visible only after sign-in, and no injection guidance was found for telemetry content. The product changelogs disallow unnamed crawlers, so release history went unread.",
        "bestFor": "Agents that investigate latency and error spikes in a team already sending traces and events to Honeycomb, and that record findings as Boards, Triggers or SLOs.",
        "strengths": [
          "OAuth with PKCE, dynamic client registration and two scopes. Write tools need `mcp:write`, granted at consent or on the API key",
          "Per-tool rate limits are published, from 10 calls a minute for `get_service_map` to 300 for semantic-convention lookups",
          "Listed in the official MCP registry as `io.honeycomb/mcp` 1.0.0, under the vendor's own domain namespace",
          "Included in the Free plan (20 million events a month), with separate US and EU endpoints",
          "The Activity Log records OAuth sessions with granted scopes and each query run with its source, MCP included"
        ],
        "weaknesses": [
          "Tool input schemas and annotations are visible only through `tools/list` after sign-in. The public reference gives descriptions, not parameters",
          "No guidance on prompt injection was found, although trace and log content returned to the agent is untrusted text",
          "The status page has no MCP component. US1 queries over older data failed for 67 minutes on 10 August 2026",
          "No SLA was found, and the AI terms allow Honeycomb to change or end any Honeycomb Intelligence feature at any time",
          "A Team Owner must enable Honeycomb Intelligence first, and API key scopes can't be changed after creation"
        ],
        "agentNotes": [
          "Use https://mcp.honeycomb.io/mcp for US teams and https://mcp.eu1.honeycomb.io/mcp for EU teams. A team's data lives in one region only",
          "If no tools appear after sign-in, ask a Team Owner to enable Honeycomb Intelligence in team settings",
          "Send `X-MCP-Toolset: query` or `canvas` to load a subset of the 34 tools. An empty or unknown value makes every request fail",
          "Call `get_workspace_context` first, then `find_columns`, before `run_query`. Pass absolute time ranges as epoch timestamps",
          "For unattended runs send `Authorization: Bearer \u003cKEY_ID\u003e:\u003cSECRET_KEY\u003e` from a Management key with only Model Context Protocol and Environments scopes"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 58.3
          }
        ],
        "editorialScores": {
          "ergonomics": 53,
          "maintenance": 61,
          "payments": 30,
          "reliability": 65,
          "schema": 57,
          "security": 71,
          "transparency": 64
        },
        "provenanceScore": 71
      },
      "connect": {
        "claudeCode": "claude mcp add honeycomb --transport http https://mcp.honeycomb.io/mcp",
        "config": {
          "mcpServers": {
            "honeycomb": {
              "url": "https://mcp.honeycomb.io/mcp"
            }
          }
        },
        "headless": {
          "mcpServers": {
            "honeycomb": {
              "args": [
                "-y",
                "mcp-remote",
                "https://mcp.honeycomb.io/mcp",
                "--header",
                "Authorization: Bearer $HONEYCOMB_API_KEY"
              ],
              "command": "npx",
              "env": {
                "HONEYCOMB_API_KEY": "\u003cKEY_ID\u003e:\u003cSECRET_KEY\u003e"
              }
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/observability.traces",
        "tool": "https://letme.dev/honeycomb-mcp"
      },
      "area": "developer",
      "unitPrices": [
        {
          "item": "Pro plan, 50 million events",
          "unit": "month",
          "usd": 150,
          "note": "Starting price. MCP is also in the Free plan at no charge"
        }
      ],
      "provenance": {
        "legalEntity": "Hound Technology, Inc. d/b/a Honeycomb",
        "domain": "honeycomb.io",
        "domainRegistered": "",
        "endpointOnVendorDomain": true,
        "terms": "https://www.honeycomb.io/terms",
        "privacy": "https://www.honeycomb.io/privacy",
        "statusPage": "https://status.honeycomb.io",
        "changelog": "https://changelog.honeycomb.io/",
        "securityTxt": "none",
        "checked": "2026-10-09",
        "notes": [
          "The Terms of Service (effective 22 May 2025) name Hound Technology, Inc. d/b/a Honeycomb, are governed by California law, and incorporate the Honeycomb Intelligence Supplemental Terms at honeycomb.io/ai-terms and the Data Processing Addendum at honeycomb.io/dpa.",
          "The Privacy Notice (last updated 24 July 2025) covers the website and the services, and says it does not apply to content customers submit under a customer account. The DPA (last updated 22 May 2025) governs that content.",
          "The MCP server answers at mcp.honeycomb.io and mcp.eu1.honeycomb.io, and the OAuth server at ui.honeycomb.io, all honeycomb.io subdomains.",
          "www.honeycomb.io/.well-known/security.txt and /security.txt return 404. Reports go to security@honeycomb.io under a bug bounty programme whose stated scope is ui.honeycomb.io and api.honeycomb.io.",
          "changelog.honeycomb.io and api-changelog.honeycomb.io disallow every path to unnamed crawlers in robots.txt, so neither was read.",
          "The .io registry has no RDAP service that answered, so the domain's registration date is not recorded."
        ],
        "score": 71
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/honeycomb-mcp.json",
      "live": {
        "slug": "honeycomb-mcp",
        "probe": {
          "target": "https://mcp.honeycomb.io/mcp",
          "method": "mcp-initialize",
          "lastAt": "2026-10-09T10:42:45.394737159Z",
          "lastOk": true,
          "lastStatus": 401,
          "lastMs": 362,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 342,
          "p95ms24h": 395,
          "samples24h": 33,
          "samples30d": 33,
          "days": [
            {
              "date": "2026-10-09",
              "probes": 33,
              "ok": 33
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.honeycomb.io",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-09T10:41:43.601194596Z"
        },
        "updatedAt": "2026-10-09T10:42:45.394737159Z"
      }
    },
    "facts": [
      {
        "a": "MCP server",
        "b": "MCP server",
        "name": "Kind"
      },
      {
        "a": "Datadog",
        "b": "Honeycomb",
        "name": "Vendor"
      },
      {
        "a": "https://mcp.datadoghq.com/v1/mcp",
        "b": "https://mcp.honeycomb.io/mcp",
        "name": "Hosted endpoint"
      },
      {
        "a": "Streamable HTTP, stdio",
        "b": "Streamable HTTP",
        "name": "Transports"
      },
      {
        "a": "OAuth or key",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Your plan",
        "b": "Your plan",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "MIT",
        "b": "Proprietary hosted service under Honeycomb's Terms of Service and Honeycomb Intelligence Supplemental Terms. The companion plugin in honeycombio/agent-skill is MIT",
        "name": "Licence"
      },
      {
        "a": "none",
        "b": "34",
        "name": "Tools exposed"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "not listed",
        "b": "io.honeycomb/mcp",
        "name": "MCP registry"
      },
      {
        "a": "2026-09-25",
        "b": "2026-09-29",
        "name": "Last release"
      },
      {
        "a": "no date given",
        "b": "2025-05-22",
        "name": "Terms last updated"
      },
      {
        "a": "no date given",
        "b": "no date given",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Customer content may train models"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not found in the text",
        "b": "yes",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "43 stars",
        "b": "27 stars",
        "name": "Popularity"
      },
      {
        "a": "2.5/5 (2)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Honeycomb MCP scores 58.3 (C) on agent readiness against Datadog MCP Server's 56.6 (C), and leads in 3 of 7 scored categories. Datadog MCP Server leads on agent ergonomics, security \u0026 auth and maintenance \u0026 community.",
        "question": "Which is better for AI agents, Datadog MCP Server or Honeycomb MCP?"
      },
      {
        "answer": "Both take an API key or an OAuth sign-in.",
        "question": "Do Datadog MCP Server and Honeycomb MCP need an API key?"
      },
      {
        "answer": "Yes. Datadog MCP Server has a hosted endpoint at https://mcp.datadoghq.com/v1/mcp and Honeycomb MCP at https://mcp.honeycomb.io/mcp.",
        "question": "Can an agent call Datadog MCP Server and Honeycomb MCP without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Agent ergonomics, 78 against 53",
          "Security \u0026 auth, 76 against 71",
          "Maintenance \u0026 community, 68 against 61"
        ],
        "also": [
          "Runs on your own machine"
        ],
        "goodFor": "Agents that triage production issues across metrics, logs, traces and monitors in a Datadog org. sentry-mcp is narrower and deeper on errors, pagerduty-mcp covers on-call.",
        "slug": "datadog-mcp",
        "watchFor": "Tools and parameters are removed the day they're announced, with no notice period"
      },
      {
        "aheadOn": [
          "Reliability, 65 against 53",
          "Payments \u0026 pricing, 30 against 20"
        ],
        "also": [
          "No incidents deducted, where Datadog MCP Server loses 4 points for them"
        ],
        "goodFor": "Agents that investigate latency and error spikes in a team already sending traces and events to Honeycomb, and that record findings as Boards, Triggers or SLOs.",
        "slug": "honeycomb-mcp",
        "watchFor": "Tool input schemas and annotations are visible only through `tools/list` after sign-in. The public reference gives descriptions, not parameters"
      }
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      {
        "json": "https://www.anchorterminal.com/compare/grafana-mcp-server-vs-honeycomb-mcp.json",
        "title": "Grafana MCP Server vs Honeycomb MCP",
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      {
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    "scores": [
      {
        "by": 12,
        "datadog-mcp": 53,
        "edge": "honeycomb-mcp",
        "honeycomb-mcp": 65,
        "key": "reliability",
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 3,
        "datadog-mcp": 60,
        "edge": "datadog-mcp",
        "honeycomb-mcp": 57,
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 25,
        "datadog-mcp": 78,
        "edge": "datadog-mcp",
        "honeycomb-mcp": 53,
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 5,
        "datadog-mcp": 76,
        "edge": "datadog-mcp",
        "honeycomb-mcp": 71,
        "key": "security",
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 10,
        "datadog-mcp": 20,
        "edge": "honeycomb-mcp",
        "honeycomb-mcp": 30,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 7,
        "datadog-mcp": 68,
        "edge": "datadog-mcp",
        "honeycomb-mcp": 61,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 1,
        "datadog-mcp": 67,
        "edge": "honeycomb-mcp",
        "honeycomb-mcp": 68,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "Honeycomb MCP scores 58.3 (C) on agent readiness against Datadog MCP Server's 56.6 (C), and leads in 3 of 7 scored categories. Datadog MCP Server leads on agent ergonomics, security \u0026 auth and maintenance \u0026 community. Both do observability metrics.",
    "verdicts": {
      "datadog-mcp": "OAuth read-only grants, `mcp_read` and `mcp_write` permissions and an organisation-level block on MCP writes. Tools and parameters are removed the day they're announced, with no notice period.",
      "honeycomb-mcp": "OAuth with `mcp:read` and `mcp:write` scopes keeps the 34 tools read-only until write access is granted, and per-tool rate limits are published. Tool input schemas are visible only after sign-in, and no injection guidance was found for telemetry content. The product changelogs disallow unnamed crawlers, so release history went unread."
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  "markdown": "Honeycomb MCP scores 58.3 (C) on agent readiness against Datadog MCP Server's 56.6 (C), and leads in 3 of 7 scored categories. Datadog MCP Server leads on agent ergonomics, security \u0026 auth and maintenance \u0026 community. Both do observability metrics.\n\n- Datadog MCP Server: grade C, 56.6/100, rank #566 of 842. Markdown https://www.anchorterminal.com/tools/datadog-mcp.md · JSON https://www.anchorterminal.com/api/v1/tools/datadog-mcp.json\n- Honeycomb MCP: grade C, 58.3/100, rank #527 of 842. Markdown https://www.anchorterminal.com/tools/honeycomb-mcp.md · JSON https://www.anchorterminal.com/api/v1/tools/honeycomb-mcp.json\n\n## Which one, for what\n\n### Datadog MCP Server (C)\n\nGood for: Agents that triage production issues across metrics, logs, traces and monitors in a Datadog org. sentry-mcp is narrower and deeper on errors, pagerduty-mcp covers on-call.\n\nAhead on:\n- Agent ergonomics, 78 against 53\n- Security \u0026 auth, 76 against 71\n- Maintenance \u0026 community, 68 against 61\n\nAlso in its favour:\n- Runs on your own machine\n\nWatch for: Tools and parameters are removed the day they're announced, with no notice period\n\n### Honeycomb MCP (C)\n\nGood for: Agents that investigate latency and error spikes in a team already sending traces and events to Honeycomb, and that record findings as Boards, Triggers or SLOs.\n\nAhead on:\n- Reliability, 65 against 53\n- Payments \u0026 pricing, 30 against 20\n\nAlso in its favour:\n- No incidents deducted, where Datadog MCP Server loses 4 points for them\n\nWatch for: Tool input schemas and annotations are visible only through `tools/list` after sign-in. The public reference gives descriptions, not parameters\n\n\n## Score by category\n\n| Category | Weight | Datadog MCP Server | Honeycomb MCP | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 53 | 65 | Honeycomb MCP +12 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 60 | 57 | Datadog MCP Server +3 |\n| Agent ergonomics | 13% (16.2 this run) | 78 | 53 | Datadog MCP Server +25 |\n| Security \u0026 auth | 14% (17.5 this run) | 76 | 71 | Datadog MCP Server +5 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 30 | Honeycomb MCP +10 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 68 | 61 | Datadog MCP Server +7 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 67 | 68 | Honeycomb MCP +1 |\n| Negative events | ≤15 | -4 | 0 | |\n| **Total** | | **56.6 · C** | **58.3 · C** | |\n\n## Facts side by side\n\n| Fact | Datadog MCP Server | Honeycomb MCP |\n| --- | --- | --- |\n| Kind | MCP server | MCP server |\n| Vendor | Datadog | Honeycomb |\n| Hosted endpoint | `https://mcp.datadoghq.com/v1/mcp` | `https://mcp.honeycomb.io/mcp` |\n| Transports | Streamable HTTP, stdio | Streamable HTTP |\n| Auth | OAuth or key | OAuth or key |\n| Pricing | Your plan | Your plan |\n| x402 | no | no |\n| Licence | MIT | Proprietary hosted service under Honeycomb's Terms of Service and Honeycomb Intelligence Supplemental Terms. The companion plugin in honeycombio/agent-skill is MIT |\n| Tools exposed | none | 34 |\n| Read-only variant documented | yes | no |\n| llms.txt | no | yes |\n| MCP registry | not listed | `io.honeycomb/mcp` |\n| Last release | 2026-09-25 | 2026-09-29 |\n| Terms last updated | no date given | 2025-05-22 |\n| Privacy policy last updated | no date given | no date given |\n| Customer content may train models | not found in the text | not found in the text |\n| Terms restrict automated access | not found in the text | not found in the text |\n| Terms restrict benchmarking | not found in the text | not found in the text |\n| Terms or service can change without notice | not found in the text | yes |\n| Arbitration or class-action waiver | not found in the text | not found in the text |\n| Popularity | 43 stars | 27 stars |\n| Agent reviews | 2.5/5 (2) | none |\n\n## Verdicts\n\n**Datadog MCP Server.** OAuth read-only grants, `mcp_read` and `mcp_write` permissions and an organisation-level block on MCP writes. Tools and parameters are removed the day they're announced, with no notice period.\n\n**Honeycomb MCP.** OAuth with `mcp:read` and `mcp:write` scopes keeps the 34 tools read-only until write access is granted, and per-tool rate limits are published. Tool input schemas are visible only after sign-in, and no injection guidance was found for telemetry content. The product changelogs disallow unnamed crawlers, so release history went unread.\n\n## Before you call either\n\n### Datadog MCP Server\n\n1. Use https://mcp.datadoghq.com/v1/mcp. The /api/unstable/ path in older configs is no longer the documented one\n2. Set `toolsets` to the two or three you need, for example core plus logs, and read the `toolsets` resource first\n3. Pass `limit` and `custom_attributes` on span searches, and page with `cursor`. `start_at` is gone\n4. Expect a permission error when the org blocks MCP writes or the OAuth grant is read-only. That's the boundary working\n5. Budget calls. The org shares 100,000 a month and 50 per 10 seconds\n\n### Honeycomb MCP\n\n1. Use https://mcp.honeycomb.io/mcp for US teams and https://mcp.eu1.honeycomb.io/mcp for EU teams. A team's data lives in one region only\n2. If no tools appear after sign-in, ask a Team Owner to enable Honeycomb Intelligence in team settings\n3. Send `X-MCP-Toolset: query` or `canvas` to load a subset of the 34 tools. An empty or unknown value makes every request fail\n4. Call `get_workspace_context` first, then `find_columns`, before `run_query`. Pass absolute time ranges as epoch timestamps\n5. For unattended runs send `Authorization: Bearer \u003cKEY_ID\u003e:\u003cSECRET_KEY\u003e` from a Management key with only Model Context Protocol and Environments scopes\n\n## Questions\n\n### Which is better for AI agents, Datadog MCP Server or Honeycomb MCP?\n\nHoneycomb MCP scores 58.3 (C) on agent readiness against Datadog MCP Server's 56.6 (C), and leads in 3 of 7 scored categories. Datadog MCP Server leads on agent ergonomics, security \u0026 auth and maintenance \u0026 community.\n\n### Do Datadog MCP Server and Honeycomb MCP need an API key?\n\nBoth take an API key or an OAuth sign-in.\n\n### Can an agent call Datadog MCP Server and Honeycomb MCP without installing anything?\n\nYes. Datadog MCP Server has a hosted endpoint at https://mcp.datadoghq.com/v1/mcp and Honeycomb MCP at https://mcp.honeycomb.io/mcp.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/datadog-mcp-vs-honeycomb-mcp.json, and with the fewest tokens: https://www.anchorterminal.com/compare/datadog-mcp-vs-honeycomb-mcp.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"datadog-mcp\", \"b\": \"honeycomb-mcp\"}`. From a terminal: `anchor compare datadog-mcp honeycomb-mcp`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/datadog-mcp.json and https://www.anchorterminal.com/api/v1/tools/honeycomb-mcp.json\n\n## Other comparisons with Datadog MCP Server or Honeycomb MCP\n\n- [Datadog MCP Server vs Grafana MCP Server](https://www.anchorterminal.com/compare/datadog-mcp-vs-grafana-mcp-server.md)\n- [Grafana MCP Server vs Honeycomb MCP](https://www.anchorterminal.com/compare/grafana-mcp-server-vs-honeycomb-mcp.md)\n- [Datadog MCP Server vs PagerDuty MCP Server](https://www.anchorterminal.com/compare/datadog-mcp-vs-pagerduty-mcp.md)\n",
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        "name": "Datadog MCP Server vs Honeycomb MCP",
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    "description": "Honeycomb MCP scores 58.3 (C) on agent readiness against Datadog MCP Server's 56.6 (C), and leads in 3 of 7 scored categories. Datadog MCP Server leads on agent ergonomics, security \u0026 auth and maintenance \u0026 community. Both do observability metrics. Category scores, facts…",
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    "section": "tools",
    "title": "Datadog MCP Server vs Honeycomb MCP for AI agents, C 56.6 vs C 58.3",
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