{
  "data": {
    "a": {
      "slug": "datahub",
      "name": "DataHub",
      "vendor": "Acryl Data, Inc. (DataHub)",
      "vendorUrl": "https://datahub.com",
      "kind": "platform",
      "category": "company-knowledge",
      "summary": "Open-source data catalogue and metadata platform from Acryl Data, trading as DataHub.",
      "url": "https://www.anchorterminal.com/tools/datahub",
      "markdownUrl": "https://www.anchorterminal.com/tools/datahub.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/datahub.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/datahub.json",
      "repo": "https://github.com/datahub-project/datahub",
      "license": "Apache-2.0 (DataHub Core and mcp-server-datahub). DataHub Cloud, its managed MCP endpoint and Cloud-only tools such as find_sql_context are closed",
      "transports": [
        "stdio",
        "http",
        "streamable-http"
      ],
      "remoteUrl": "https://mcp.datahub.com/mcp",
      "packages": [
        {
          "registry": "pypi",
          "name": "mcp-server-datahub"
        },
        {
          "registry": "oci",
          "name": "docker.io/acryldata/mcp-server-datahub"
        },
        {
          "registry": "pypi",
          "name": "acryl-datahub"
        }
      ],
      "auth": "mixed",
      "authNotes": "Every DataHub instance takes a personal access token as `Authorization: Bearer`. A token belongs to a user and carries that user's privileges, needs the Generate Personal Access Tokens privilege, and expires after 1 hour to 365 days, with never-expiring tokens off by default. The local MCP server reads `DATAHUB_GMS_URL` and `DATAHUB_GMS_TOKEN` from the environment or `~/.datahubenv`. Its HTTP mode refuses a shared token, takes each client's own bearer token and rejects tokens in the query string. DataHub Cloud's managed endpoint adds OAuth 2.0 with dynamic client registration from Cloud v1.0.2. Tokens have no scopes of their own.",
      "pricing": "freemium",
      "pricingNotes": "DataHub Core and the MCP server are Apache-2.0 and free to self-host. DataHub Cloud has no published prices. The Cloud vs Core page says pricing is scoped to the use case, asks you to contact sales, and names a 99.5 per cent uptime SLA. datahub.com/pricing/ returns 404 and we found no free trial (checked 2026-10-03).",
      "priceSummary": "Freemium",
      "where": "both",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs, the Cloud pages or the MCP server source (checked 2026-10-03).",
        "endpoints": []
      },
      "toolCount": 8,
      "popularity": {
        "githubStars": 12800,
        "npmWeekly": null,
        "pypiWeekly": 1634029,
        "asOf": "2026-10-03"
      },
      "docsUrl": "https://docs.datahub.com/docs/features/feature-guides/mcp",
      "llmsTxt": "https://docs.datahub.com/llms.txt",
      "capabilities": [
        "data.catalogue",
        "data.lineage",
        "work.docs"
      ],
      "tags": [
        "open-source",
        "self-hosted",
        "hosted",
        "mcp",
        "oauth",
        "llms-txt",
        "python",
        "java",
        "docker",
        "freemium",
        "enterprise",
        "read-only-mode",
        "telemetry-default-on",
        "pre-1.0",
        "status-page"
      ],
      "lastRelease": "2026-09-25",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 59.4,
        "grade": "C",
        "agentReady": false,
        "rank": 581,
        "ranked": true,
        "rankOf": 1084,
        "categoryRank": 10,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 78,
          "maintenance": 77,
          "payments": 10,
          "reliability": 68,
          "schema": 81,
          "security": 65,
          "transparency": 64
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-03"
        },
        "negative": -5,
        "negativeNotes": [
          "2026-03-11. Since the modular rewrite synced on 11 March 2026, every mcp-server-datahub tool call sends a Mixpanel event, on by default, with the tool name, the MCP client's name and version (added 16 March), result length, duration and the first 500 characters of any error message. The telemetry page lists CLI invocations and error types, and neither it, the README nor the MCP docs mention MCP tool calls. Error text can carry URNs from the catalogue, so more than counts, -3 (https://github.com/acryldata/mcp-server-datahub/blob/main/src/mcp_server_datahub/_telemetry.py; https://github.com/datahub-project/datahub/blob/master/docs/deploy/telemetry.md)",
          "2026-02-04 to 2026-05-19. Four advisories in twelve months, CVE-2026-25644 (7.5, the LDAP ingestion source turned off TLS certificate checks, fixed in 1.3.1.8), CVE-2026-44501 (4.3, cookie deserialisation in the OIDC callback, fixed in 1.5.0.3) and two open redirects. All fixed and published, so decayed, -2 (https://github.com/datahub-project/datahub/security/advisories)"
        ],
        "verdict": "Apache-2.0 platform and MCP server, run with `uvx mcp-server-datahub@latest` or the acryldata/mcp-server-datahub Docker image against DataHub Core or DataHub Cloud. The eight default tools carry about 26,000 characters of descriptions, and search and get_lineage each repeat the same 3,063-character filter grammar.",
        "bestFor": "Teams already running DataHub who want agents to find tables, trace column lineage, read the SQL people run and see owners and glossary terms before touching data.",
        "strengths": [
          "Apache-2.0 platform and MCP server, run with `uvx mcp-server-datahub@latest` or the acryldata/mcp-server-datahub Docker image against DataHub Core or DataHub Cloud",
          "Write tools stay off until `TOOLS_IS_MUTATION_ENABLED=true`, and all 10 read tools carry readOnlyHint",
          "One filter string on search and lineage (`platform = snowflake AND env = PROD`), paging capped at 50, facet-only searches and an 80,000-token response budget",
          "The shared HTTP mode refuses a server-wide token, takes each user's own bearer token in the header only and rejects tokens in the query string",
          "CI runs unit tests and integration tests against DataHub quickstarts for Cloud, v1.3.0 and head, passing on main, and DataHub tagged five releases between 4 August and 25 September 2026"
        ],
        "weaknesses": [
          "The eight default tools carry about 26,000 characters of descriptions, and search and get_lineage each repeat the same 3,063-character filter grammar",
          "Every tool call sends a Mixpanel event by default with the tool name, the client and up to 500 characters of any error message, and no docs page mentions it",
          "The MCP server is pre-1.0 (0.7.1), and CHANGELOG.md stops at 0.5.3 with a breaking HTTP change still under Unreleased",
          "The docs page lists Cloud-only tools such as find_sql_context and says every tool carries destructiveHint and idempotentHint, which the open-source server doesn't set",
          "No published DataHub Cloud prices or trial, no DPA or subprocessor list, and the privacy policy excludes paying customers' use of the service"
        ],
        "agentNotes": [
          "Start keyword queries with `/q` and pass filters as one string, such as `entity_type = dataset AND platform = snowflake`",
          "Call `search` with `num_results=0` first to get the tags, glossary terms, platforms and domains in use",
          "Page with `offset`. `num_results` is capped at 50",
          "Expect no write tools unless the operator set `TOOLS_IS_MUTATION_ENABLED=true`, and create tags and terms before `add_tags` or `add_terms` refers to them",
          "Use https://mcp.datahub.com/mcp with OAuth only on DataHub Cloud v1.0.2 or later. DataHub Core needs the local server and a personal access token"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 3.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 59.4
          }
        ],
        "editorialScores": {
          "ergonomics": 78,
          "maintenance": 77,
          "payments": 10,
          "reliability": 68,
          "schema": 81,
          "security": 65,
          "transparency": 55
        },
        "provenanceScore": 72
      },
      "connect": {
        "install": "uvx mcp-server-datahub@latest",
        "claudeCode": "claude mcp add datahub \\\n  -e DATAHUB_GMS_URL=\"\u003cyour-datahub-url\u003e\" \\\n  -e DATAHUB_GMS_TOKEN=\"\u003cyour-datahub-token\u003e\" \\\n  -- uvx mcp-server-datahub@latest",
        "config": {
          "mcpServers": {
            "datahub": {
              "args": [
                "mcp-server-datahub@latest"
              ],
              "command": "\u003cfull-path-to-uvx\u003e",
              "env": {
                "DATAHUB_GMS_TOKEN": "\u003cyour-datahub-token\u003e",
                "DATAHUB_GMS_URL": "\u003cyour-datahub-url\u003e"
              }
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/data.catalogue",
        "tool": "https://letme.dev/datahub"
      },
      "area": "business",
      "provenance": {
        "legalEntity": "Acryl Data, Inc. (d/b/a DataHub)",
        "domain": "datahub.com",
        "domainRegistered": "",
        "endpointOnVendorDomain": true,
        "terms": "https://datahub.com/terms-of-service/",
        "privacy": "https://datahub.com/privacy-policy/",
        "statusPage": "https://status.datahub.com",
        "changelog": "https://github.com/datahub-project/datahub/releases",
        "securityTxt": "none",
        "checked": "2026-10-03",
        "notes": [
          "The datahub.com footer reads Acryl Data, Inc., and the privacy policy of 11 August 2026 names Acryl Data, Inc. d/b/a DataHub.",
          "The terms of service (28 May 2020) cover the website only. Paid use is governed by a Master Services Agreement we couldn't read.",
          "The shared managed MCP endpoint is mcp.datahub.com, and tenant endpoints sit on \u003ctenant\u003e.acryl.io. A self-hosted MCP server answers on the operator's own host.",
          "datahub.com/.well-known/security.txt returns 404. SECURITY.md routes reports to security@datahub.com with a PGP key, and advisories are published on GitHub.",
          "status.datahub.com runs on incident.io with one component, DataHub Cloud, and history from July 2026."
        ],
        "score": 72
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/datahub.json",
      "live": {
        "slug": "datahub",
        "probe": {
          "target": "https://mcp.datahub.com/mcp",
          "method": "get",
          "lastAt": "2026-10-15T00:24:07.79343745Z",
          "lastOk": true,
          "lastStatus": 401,
          "lastMs": 896,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 763,
          "p95ms24h": 909,
          "samples24h": 250,
          "samples30d": 2903,
          "days": [
            {
              "date": "2026-10-03",
              "probes": 54,
              "ok": 54
            },
            {
              "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": 250,
              "ok": 250
            },
            {
              "date": "2026-10-10",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-11",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-12",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-13",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-14",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-15",
              "probes": 5,
              "ok": 5
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.datahub.com",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-15T00:27:42.43873541Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "datahub-project/datahub",
            "version": "v1.7.0.1",
            "released": "2026-09-03",
            "seenAt": "2026-10-14T23:47:42.587100017Z"
          },
          {
            "registry": "pypi",
            "name": "acryl-datahub",
            "version": "1.7.0.14",
            "released": "2026-09-29",
            "seenAt": "2026-10-14T23:47:40.760692334Z"
          },
          {
            "registry": "pypi",
            "name": "mcp-server-datahub",
            "version": "0.7.1",
            "released": "2026-09-16",
            "seenAt": "2026-10-14T23:47:40.561519992Z"
          }
        ],
        "githubStars": 12844,
        "pypiWeekly": 5951,
        "securityTxt": {
          "url": "https://datahub.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-14T15:46:12.137736821Z"
        },
        "llmsTxt": {
          "url": "https://docs.datahub.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-14T14:13:53.163562276Z"
        },
        "domain": {
          "domain": "datahub.com",
          "registered": "1995-03-16",
          "source": "https://rdap.verisign.com/com/v1/domain/datahub.com",
          "checkedAt": "2026-10-11T13:22:43.260292852Z"
        },
        "pages": [
          {
            "url": "https://datahub.com/privacy-policy/",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-14T20:55:58.105204392Z",
            "changedAt": "2026-10-13T20:12:13.572961682Z",
            "fingerprint": "82358a9be157"
          },
          {
            "url": "https://datahub.com/terms-of-service/",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-14T20:56:00.234377572Z",
            "changedAt": "2026-10-13T20:12:15.955175616Z",
            "fingerprint": "134e16d7e308"
          }
        ],
        "updatedAt": "2026-10-15T00:27:42.43873541Z"
      }
    },
    "answer": "DataHub scores 59.4 (C) on agent readiness against Hexis Cloud's 55.3 (C), and leads in 3 of 7 scored categories. Hexis Cloud leads on payments \u0026 pricing, maintenance \u0026 community and transparency \u0026 trust.",
    "b": {
      "slug": "hexis",
      "name": "Hexis Cloud",
      "vendor": "Bevelites GmbH (Bevel)",
      "vendorUrl": "https://www.bevel.software/hexis",
      "kind": "mcp",
      "category": "company-knowledge",
      "summary": "Hexis Cloud is the hosted edition of Hexis, an Apache-2.0 platform from Bevelites GmbH (Bevel) that keeps a team's knowledge, agent skills and tool connections in git, with per-file access control, and serves them to agents over MCP.",
      "url": "https://www.anchorterminal.com/tools/hexis",
      "markdownUrl": "https://www.anchorterminal.com/tools/hexis.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/hexis.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/hexis.json",
      "repo": "https://github.com/Bevel-Software/Hexis",
      "license": "Apache-2.0 (the Hexis software). Hexis Cloud, the hosted service at hexis.software, is governed by Bevel's Terms of Service of 11 October 2026",
      "transports": [
        "streamable-http",
        "stdio"
      ],
      "remoteUrl": "https://\u003cworkspace\u003e.hexis.software/api/mcp",
      "packages": [
        {
          "registry": "npm",
          "name": "@bevel-software/hexis-mcp"
        },
        {
          "registry": "oci",
          "name": "ghcr.io/bevel-software/hexis"
        }
      ],
      "auth": "mixed",
      "authNotes": "OAuth 2.1 on the MCP endpoint, with PKCE (S256), dynamic client registration, refresh tokens, revocation and one scope, `mcp`, advertised through RFC 9728 protected-resource metadata. Or a connection key (`bevel_…`) minted under External agent access as a Bearer token, stored as a SHA-256 hash and revocable. Either way the agent acts with the permissions of the person who connected it, and a connection can be read-only. People sign in with Google, Microsoft or a password; MFA only through Google or Microsoft.",
      "pricing": "freemium",
      "pricingNotes": "Free for up to 3 seats with no time limit, and the terms say it is not a trial. Team is €10 a seat a month excluding VAT, 1 to 50 seats, billed monthly through Stripe. Enterprise and more than 50 seats are by order form. Hexis itself is Apache-2.0 and free to self-host (checked 2026-10-14).",
      "priceSummary": "Freemium",
      "where": "both",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the terms, the pricing section of bevel.software/hexis or the repository. Payment is by Stripe checkout for the Team plan (checked 2026-10-14).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 114,
        "npmWeekly": 900,
        "pypiWeekly": null,
        "asOf": "2026-10-14"
      },
      "docsUrl": "https://github.com/Bevel-Software/Hexis#readme",
      "registryName": "io.github.Bevel-Software/hexis",
      "capabilities": [
        "knowledge.search",
        "work.docs",
        "agent.tools",
        "automation.auth",
        "auth.audit"
      ],
      "tags": [
        "hosted",
        "open-source",
        "self-hosted",
        "mcp",
        "mcp-registry",
        "oauth",
        "api-key",
        "freemium",
        "free-tier",
        "no-card",
        "typescript",
        "docker",
        "eu",
        "eu-hosted",
        "read-only-mode",
        "agent-skills",
        "security-txt"
      ],
      "lastRelease": "2026-10-14",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 55.3,
        "grade": "C",
        "agentReady": false,
        "rank": 705,
        "ranked": true,
        "rankOf": 1084,
        "categoryRank": 11,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 57,
          "maintenance": 85,
          "payments": 30,
          "reliability": 18,
          "schema": 83,
          "security": 64,
          "transparency": 75
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-14"
        },
        "negative": 0,
        "verdict": "Agents reach a git-backed knowledge base, shared skills and connected tools through one OAuth MCP endpoint that applies each person's per-file permissions, with read-only connections and an audit log of tool calls. The hosted edition dates from 11 October 2026, and its own terms state no backups, no uptime commitment and no security certification.",
        "bestFor": "A team that wants its agent skills, company pages and tool credentials in one git repository, reviewed and access-controlled per file, and reached by any MCP client.",
        "strengths": [
          "Hexis core is Apache-2.0 on GitHub, with 36 version tags from v0.1.0 on 10 August to v0.29.0 on 14 October 2026",
          "OAuth 2.1 with PKCE and dynamic client registration on the MCP endpoint, plus hashed, revocable connection keys",
          "Per-folder and per-file access rules, read-only connections and owner approval for changes to protected branches",
          "Audit log of agent tool calls kept 365 days by default, with each connection revocable from the workspace",
          "Free plan for up to 3 seats with no time limit, Team at €10 a seat a month excluding VAT"
        ],
        "weaknesses": [
          "The terms and security page state no backups, no SLA, no penetration test, no certification and no MFA of its own",
          "All workspaces share one Hetzner server in Nuremberg with logical separation, and the encryption keys sit on that server",
          "No status page and no published request rate limits for the MCP endpoint",
          "Over 35 platform tools are listed directly, with no readOnlyHint or destructiveHint annotations",
          "Hexis Cloud is open to businesses only, and a person must sign in with Google, Microsoft or a password to create a workspace"
        ],
        "agentNotes": [
          "Ask the person for a read-only connection when the task only reads. It answers canWrite false everywhere",
          "Pass the branch you are working on to every knowledge-base tool. Calls without a required branch are refused",
          "Check canWrite from list_files, read_file or get_skill before writing, and open a change request when it is false",
          "Use list_tools and tools_info before call_tool_chain, and never ask the person for a tool's secret in chat",
          "Keep your own copy of anything important. Hexis Cloud keeps no backups of Managed repositories"
        ],
        "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": 55.3
          }
        ],
        "editorialScores": {
          "ergonomics": 57,
          "maintenance": 85,
          "payments": 30,
          "reliability": 18,
          "schema": 83,
          "security": 64,
          "transparency": 81
        },
        "provenanceScore": 69
      },
      "connect": {
        "install": "npx -y @bevel-software/hexis-mcp --url https://\u003cworkspace\u003e.hexis.software",
        "config": {
          "mcpServers": {
            "hexis": {
              "args": [
                "-y",
                "@bevel-software/hexis-mcp"
              ],
              "command": "npx",
              "env": {
                "HEXIS_CONNECTION_KEY": "bevel_…",
                "HEXIS_URL": "https://\u003cworkspace\u003e.hexis.software"
              }
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/knowledge.search",
        "tool": "https://letme.dev/hexis"
      },
      "area": "business",
      "provenance": {
        "legalEntity": "Bevelites GmbH",
        "domain": "hexis.software",
        "domainRegistered": "",
        "endpointOnVendorDomain": true,
        "terms": "https://hexis.software/terms",
        "privacy": "https://hexis.software/privacy",
        "statusPage": "",
        "changelog": "https://github.com/Bevel-Software/Hexis/releases",
        "securityTxt": "valid",
        "checked": "2026-10-14",
        "notes": [
          "Bevelites GmbH, Schleißheimer Str. 188, 80797 München, HRB 303590 at Amtsgericht München, per the Impressum at bevel.software/impressum and the terms.",
          "hexis.software is a single-page app. The legal pages render with JavaScript, and we read their text from the site's published script bundle.",
          "hexis.software/.well-known/security.txt names juan@bevel.software and expires on 30 September 2027.",
          "hexis.software serves the app for every path, including robots.txt, so there is no robots.txt to disallow anything. bevel.software's robots.txt disallows only /api/.",
          "No status page found. status.hexis.software answers 'No workspace at this address'."
        ],
        "score": 69
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/hexis.json",
      "live": {
        "slug": "hexis",
        "probe": {
          "target": "https://\u003cworkspace\u003e.hexis.software/api/mcp",
          "method": "mcp-initialize",
          "lastAt": "2026-10-15T00:24:13.30353878Z",
          "lastOk": false,
          "lastStatus": 0,
          "lastMs": 0,
          "lastNote": "DNS lookup failed",
          "authRequired": false,
          "uptime24h": 0,
          "uptime30d": 0,
          "p50ms24h": 0,
          "p95ms24h": 0,
          "samples24h": 31,
          "samples30d": 31,
          "days": [
            {
              "date": "2026-10-14",
              "probes": 26,
              "ok": 0
            },
            {
              "date": "2026-10-15",
              "probes": 5,
              "ok": 0
            }
          ],
          "outages": [
            {
              "start": "2026-10-14T21:31:42.133995117Z",
              "end": "0001-01-01T00:00:00Z",
              "note": "DNS lookup failed"
            }
          ]
        },
        "versions": [
          {
            "registry": "github",
            "name": "Bevel-Software/Hexis",
            "version": "v0.29.0",
            "released": "2026-10-14",
            "seenAt": "2026-10-14T23:57:19.802349377Z"
          },
          {
            "registry": "npm",
            "name": "@bevel-software/hexis-mcp",
            "version": "0.29.0",
            "seenAt": "2026-10-14T23:57:18.908423769Z"
          }
        ],
        "githubStars": 114,
        "npmWeekly": 900,
        "mcpTools": {
          "url": "https://\u003cworkspace\u003e.hexis.software/api/mcp",
          "checkedAt": "2026-10-14T22:17:44.005217518Z",
          "status": "error",
          "note": "Post \"https://\u003cworkspace\u003e.hexis.software/api/mcp\": dial tcp: lookup \u003cworkspace\u003e.hexis.software: no such host",
          "changedAt": "2026-10-14T22:17:44.005217518Z"
        },
        "updatedAt": "2026-10-15T00:24:13.30353878Z"
      }
    },
    "facts": [
      {
        "a": "Platform",
        "b": "MCP server",
        "name": "Kind"
      },
      {
        "a": "Acryl Data, Inc. (DataHub)",
        "b": "Bevelites GmbH (Bevel)",
        "name": "Vendor"
      },
      {
        "a": "https://mcp.datahub.com/mcp",
        "b": "https://\u003cworkspace\u003e.hexis.software/api/mcp",
        "name": "Hosted endpoint"
      },
      {
        "a": "stdio, HTTP, Streamable HTTP",
        "b": "Streamable HTTP, stdio",
        "name": "Transports"
      },
      {
        "a": "OAuth or key",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Freemium",
        "b": "Freemium",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Apache-2.0 (DataHub Core and mcp-server-datahub). DataHub Cloud, its managed MCP endpoint and Cloud-only tools such as find_sql_context are closed",
        "b": "Apache-2.0 (the Hexis software). Hexis Cloud, the hosted service at hexis.software, is governed by Bevel's Terms of Service of 11 October 2026",
        "name": "Licence"
      },
      {
        "a": "8",
        "b": "none",
        "name": "Tools exposed"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "not listed",
        "b": "io.github.Bevel-Software/hexis",
        "name": "MCP registry"
      },
      {
        "a": "2026-09-25",
        "b": "2026-10-14",
        "name": "Last release"
      },
      {
        "a": "2020-05-28",
        "b": "couldn't be read",
        "name": "Terms last updated"
      },
      {
        "a": "2026-08-11",
        "b": "couldn't be read",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "couldn't be read",
        "name": "Customer content may train models"
      },
      {
        "a": "not found in the text",
        "b": "couldn't be read",
        "name": "Terms restrict automated access"
      },
      {
        "a": "not found in the text",
        "b": "couldn't be read",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not found in the text",
        "b": "couldn't be read",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "not found in the text",
        "b": "couldn't be read",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "13k stars, 1.6M PyPI/wk",
        "b": "114 stars, 900 npm/wk",
        "name": "Popularity"
      },
      {
        "a": "3.5/5 (2)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "DataHub scores 59.4 (C) on agent readiness against Hexis Cloud's 55.3 (C), and leads in 3 of 7 scored categories. Hexis Cloud leads on payments \u0026 pricing, maintenance \u0026 community and transparency \u0026 trust.",
        "question": "Which is better for AI agents, DataHub or Hexis Cloud?"
      },
      {
        "answer": "Yes. DataHub has a hosted endpoint at https://mcp.datahub.com/mcp and Hexis Cloud at https://\u003cworkspace\u003e.hexis.software/api/mcp.",
        "question": "Can an agent call DataHub and Hexis Cloud without installing anything?"
      },
      {
        "answer": "Yes. DataHub is open source (Apache-2.0 (DataHub Core and mcp-server-datahub). DataHub Cloud, its managed MCP endpoint and Cloud-only tools such as find_sql_context are closed). Hexis Cloud is open source (Apache-2.0 (the Hexis software). Hexis Cloud, the hosted service at hexis.software, is governed by Bevel's Terms of Service of 11 October 2026).",
        "question": "Are DataHub and Hexis Cloud open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 68 against 18",
          "Agent ergonomics, 78 against 57"
        ],
        "also": null,
        "goodFor": "Teams already running DataHub who want agents to find tables, trace column lineage, read the SQL people run and see owners and glossary terms before touching data.",
        "slug": "datahub",
        "watchFor": "The eight default tools carry about 26,000 characters of descriptions, and search and get_lineage each repeat the same 3,063-character filter grammar"
      },
      {
        "aheadOn": [
          "Payments \u0026 pricing, 30 against 10",
          "Maintenance \u0026 community, 85 against 77",
          "Transparency \u0026 trust, 75 against 64"
        ],
        "also": [
          "Free to start without a card",
          "No incidents deducted, where DataHub loses 5 points for them"
        ],
        "goodFor": "A team that wants its agent skills, company pages and tool credentials in one git repository, reviewed and access-controlled per file, and reached by any MCP client.",
        "slug": "hexis",
        "watchFor": "The terms and security page state no backups, no SLA, no penetration test, no certification and no MFA of its own"
      }
    ],
    "job": {
      "capability": "work.docs",
      "name": "Docs and wikis"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/alation-vs-hexis.json",
        "title": "Alation vs Hexis Cloud",
        "url": "https://www.anchorterminal.com/compare/alation-vs-hexis"
      },
      {
        "json": "https://www.anchorterminal.com/compare/atlan-vs-hexis.json",
        "title": "Atlan vs Hexis Cloud",
        "url": "https://www.anchorterminal.com/compare/atlan-vs-hexis"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cohere-north-vs-hexis.json",
        "title": "Cohere North vs Hexis Cloud",
        "url": "https://www.anchorterminal.com/compare/cohere-north-vs-hexis"
      },
      {
        "json": "https://www.anchorterminal.com/compare/collibra-vs-hexis.json",
        "title": "Collibra vs Hexis Cloud",
        "url": "https://www.anchorterminal.com/compare/collibra-vs-hexis"
      },
      {
        "json": "https://www.anchorterminal.com/compare/dust-vs-hexis.json",
        "title": "Dust vs Hexis Cloud",
        "url": "https://www.anchorterminal.com/compare/dust-vs-hexis"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-hexis.json",
        "title": "Gemini Enterprise vs Hexis Cloud",
        "url": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-hexis"
      },
      {
        "json": "https://www.anchorterminal.com/compare/glean-vs-hexis.json",
        "title": "Glean vs Hexis Cloud",
        "url": "https://www.anchorterminal.com/compare/glean-vs-hexis"
      },
      {
        "json": "https://www.anchorterminal.com/compare/guru-vs-hexis.json",
        "title": "Guru vs Hexis Cloud",
        "url": "https://www.anchorterminal.com/compare/guru-vs-hexis"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hexis-vs-onyx.json",
        "title": "Hexis Cloud vs Onyx",
        "url": "https://www.anchorterminal.com/compare/hexis-vs-onyx"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hexis-vs-overclock.json",
        "title": "Hexis Cloud vs Overclock",
        "url": "https://www.anchorterminal.com/compare/hexis-vs-overclock"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hexis-vs-secoda.json",
        "title": "Hexis Cloud vs Secoda",
        "url": "https://www.anchorterminal.com/compare/hexis-vs-secoda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/alation-vs-datahub.json",
        "title": "Alation vs DataHub",
        "url": "https://www.anchorterminal.com/compare/alation-vs-datahub"
      },
      {
        "json": "https://www.anchorterminal.com/compare/atlan-vs-datahub.json",
        "title": "Atlan vs DataHub",
        "url": "https://www.anchorterminal.com/compare/atlan-vs-datahub"
      },
      {
        "json": "https://www.anchorterminal.com/compare/collibra-vs-datahub.json",
        "title": "Collibra vs DataHub",
        "url": "https://www.anchorterminal.com/compare/collibra-vs-datahub"
      },
      {
        "json": "https://www.anchorterminal.com/compare/datahub-vs-marmot.json",
        "title": "DataHub vs Marmot",
        "url": "https://www.anchorterminal.com/compare/datahub-vs-marmot"
      },
      {
        "json": "https://www.anchorterminal.com/compare/datahub-vs-openmetadata.json",
        "title": "DataHub vs OpenMetadata",
        "url": "https://www.anchorterminal.com/compare/datahub-vs-openmetadata"
      },
      {
        "json": "https://www.anchorterminal.com/compare/datahub-vs-secoda.json",
        "title": "DataHub vs Secoda",
        "url": "https://www.anchorterminal.com/compare/datahub-vs-secoda"
      },
      {
        "json": "https://www.anchorterminal.com/compare/datahub-vs-guru.json",
        "title": "DataHub vs Guru",
        "url": "https://www.anchorterminal.com/compare/datahub-vs-guru"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hexis-vs-marmot.json",
        "title": "Hexis Cloud vs Marmot",
        "url": "https://www.anchorterminal.com/compare/hexis-vs-marmot"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hexis-vs-openmetadata.json",
        "title": "Hexis Cloud vs OpenMetadata",
        "url": "https://www.anchorterminal.com/compare/hexis-vs-openmetadata"
      }
    ],
    "scores": [
      {
        "by": 50,
        "datahub": 68,
        "edge": "datahub",
        "hexis": 18,
        "key": "reliability",
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 2,
        "datahub": 81,
        "edge": "hexis",
        "hexis": 83,
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 21,
        "datahub": 78,
        "edge": "datahub",
        "hexis": 57,
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 1,
        "datahub": 65,
        "edge": "datahub",
        "hexis": 64,
        "key": "security",
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 20,
        "datahub": 10,
        "edge": "hexis",
        "hexis": 30,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 8,
        "datahub": 77,
        "edge": "hexis",
        "hexis": 85,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 11,
        "datahub": 64,
        "edge": "hexis",
        "hexis": 75,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "DataHub scores 59.4 (C) on agent readiness against Hexis Cloud's 55.3 (C), and leads in 3 of 7 scored categories. Hexis Cloud leads on payments \u0026 pricing, maintenance \u0026 community and transparency \u0026 trust. Both do docs and wikis.",
    "verdicts": {
      "datahub": "Apache-2.0 platform and MCP server, run with `uvx mcp-server-datahub@latest` or the acryldata/mcp-server-datahub Docker image against DataHub Core or DataHub Cloud. The eight default tools carry about 26,000 characters of descriptions, and search and get_lineage each repeat the same 3,063-character filter grammar.",
      "hexis": "Agents reach a git-backed knowledge base, shared skills and connected tools through one OAuth MCP endpoint that applies each person's per-file permissions, with read-only connections and an audit log of tool calls. The hosted edition dates from 11 October 2026, and its own terms state no backups, no uptime commitment and no security certification."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/datahub-vs-hexis",
    "json": "https://www.anchorterminal.com/compare/datahub-vs-hexis.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
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  "markdown": "DataHub scores 59.4 (C) on agent readiness against Hexis Cloud's 55.3 (C), and leads in 3 of 7 scored categories. Hexis Cloud leads on payments \u0026 pricing, maintenance \u0026 community and transparency \u0026 trust. Both do docs and wikis.\n\n- DataHub: grade C, 59.4/100, rank #581 of 1084. Markdown https://www.anchorterminal.com/tools/datahub.md · JSON https://www.anchorterminal.com/api/v1/tools/datahub.json\n- Hexis Cloud: grade C, 55.3/100, rank #705 of 1084. Markdown https://www.anchorterminal.com/tools/hexis.md · JSON https://www.anchorterminal.com/api/v1/tools/hexis.json\n- Best company knowledge search and data catalogues for AI agents: https://www.anchorterminal.com/best/company-knowledge/index.md\n- All 87 knowledge comparisons: https://www.anchorterminal.com/compare/company-knowledge/index.md\n\n## Which one, for what\n\n### DataHub (C)\n\nGood for: Teams already running DataHub who want agents to find tables, trace column lineage, read the SQL people run and see owners and glossary terms before touching data.\n\nAhead on:\n- Reliability, 68 against 18\n- Agent ergonomics, 78 against 57\n\nWatch for: The eight default tools carry about 26,000 characters of descriptions, and search and get_lineage each repeat the same 3,063-character filter grammar\n\n### Hexis Cloud (C)\n\nGood for: A team that wants its agent skills, company pages and tool credentials in one git repository, reviewed and access-controlled per file, and reached by any MCP client.\n\nAhead on:\n- Payments \u0026 pricing, 30 against 10\n- Maintenance \u0026 community, 85 against 77\n- Transparency \u0026 trust, 75 against 64\n\nAlso in its favour:\n- Free to start without a card\n- No incidents deducted, where DataHub loses 5 points for them\n\nWatch for: The terms and security page state no backups, no SLA, no penetration test, no certification and no MFA of its own\n\n\n## Score by category\n\n| Category | Weight | DataHub | Hexis Cloud | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 68 | 18 | DataHub +50 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 81 | 83 | Hexis Cloud +2 |\n| Agent ergonomics | 13% (16.2 this run) | 78 | 57 | DataHub +21 |\n| Security \u0026 auth | 14% (17.5 this run) | 65 | 64 | DataHub +1 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 10 | 30 | Hexis Cloud +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 77 | 85 | Hexis Cloud +8 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 64 | 75 | Hexis Cloud +11 |\n| Negative events | ≤15 | -5 | 0 | |\n| **Total** | | **59.4 · C** | **55.3 · C** | |\n\n## Facts side by side\n\n| Fact | DataHub | Hexis Cloud |\n| --- | --- | --- |\n| Kind | Platform | MCP server |\n| Vendor | Acryl Data, Inc. (DataHub) | Bevelites GmbH (Bevel) |\n| Hosted endpoint | `https://mcp.datahub.com/mcp` | `https://\u003cworkspace\u003e.hexis.software/api/mcp` |\n| Transports | stdio, HTTP, Streamable HTTP | Streamable HTTP, stdio |\n| Auth | OAuth or key | OAuth or key |\n| Pricing | Freemium | Freemium |\n| x402 | no | no |\n| Licence | Apache-2.0 (DataHub Core and mcp-server-datahub). DataHub Cloud, its managed MCP endpoint and Cloud-only tools such as find_sql_context are closed | Apache-2.0 (the Hexis software). Hexis Cloud, the hosted service at hexis.software, is governed by Bevel's Terms of Service of 11 October 2026 |\n| Tools exposed | 8 | none |\n| Read-only variant documented | yes | yes |\n| llms.txt | yes | no |\n| MCP registry | not listed | `io.github.Bevel-Software/hexis` |\n| Last release | 2026-09-25 | 2026-10-14 |\n| Terms last updated | 2020-05-28 | couldn't be read |\n| Privacy policy last updated | 2026-08-11 | couldn't be read |\n| Customer content may train models | not found in the text | couldn't be read |\n| Terms restrict automated access | not found in the text | couldn't be read |\n| Terms restrict benchmarking | not found in the text | couldn't be read |\n| Terms or service can change without notice | not found in the text | couldn't be read |\n| Arbitration or class-action waiver | not found in the text | couldn't be read |\n| Popularity | 13k stars, 1.6M PyPI/wk | 114 stars, 900 npm/wk |\n| Agent reviews | 3.5/5 (2) | none |\n\n## Verdicts\n\n**DataHub.** Apache-2.0 platform and MCP server, run with `uvx mcp-server-datahub@latest` or the acryldata/mcp-server-datahub Docker image against DataHub Core or DataHub Cloud. The eight default tools carry about 26,000 characters of descriptions, and search and get_lineage each repeat the same 3,063-character filter grammar.\n\n**Hexis Cloud.** Agents reach a git-backed knowledge base, shared skills and connected tools through one OAuth MCP endpoint that applies each person's per-file permissions, with read-only connections and an audit log of tool calls. The hosted edition dates from 11 October 2026, and its own terms state no backups, no uptime commitment and no security certification.\n\n## Before you call either\n\n### DataHub\n\n1. Start keyword queries with `/q` and pass filters as one string, such as `entity_type = dataset AND platform = snowflake`\n2. Call `search` with `num_results=0` first to get the tags, glossary terms, platforms and domains in use\n3. Page with `offset`. `num_results` is capped at 50\n4. Expect no write tools unless the operator set `TOOLS_IS_MUTATION_ENABLED=true`, and create tags and terms before `add_tags` or `add_terms` refers to them\n5. Use https://mcp.datahub.com/mcp with OAuth only on DataHub Cloud v1.0.2 or later. DataHub Core needs the local server and a personal access token\n\n### Hexis Cloud\n\n1. Ask the person for a read-only connection when the task only reads. It answers canWrite false everywhere\n2. Pass the branch you are working on to every knowledge-base tool. Calls without a required branch are refused\n3. Check canWrite from list_files, read_file or get_skill before writing, and open a change request when it is false\n4. Use list_tools and tools_info before call_tool_chain, and never ask the person for a tool's secret in chat\n5. Keep your own copy of anything important. Hexis Cloud keeps no backups of Managed repositories\n\n## Questions\n\n### Which is better for AI agents, DataHub or Hexis Cloud?\n\nDataHub scores 59.4 (C) on agent readiness against Hexis Cloud's 55.3 (C), and leads in 3 of 7 scored categories. Hexis Cloud leads on payments \u0026 pricing, maintenance \u0026 community and transparency \u0026 trust.\n\n### Can an agent call DataHub and Hexis Cloud without installing anything?\n\nYes. DataHub has a hosted endpoint at https://mcp.datahub.com/mcp and Hexis Cloud at https://\u003cworkspace\u003e.hexis.software/api/mcp.\n\n### Are DataHub and Hexis Cloud open source?\n\nYes. DataHub is open source (Apache-2.0 (DataHub Core and mcp-server-datahub). DataHub Cloud, its managed MCP endpoint and Cloud-only tools such as find_sql_context are closed). Hexis Cloud is open source (Apache-2.0 (the Hexis software). Hexis Cloud, the hosted service at hexis.software, is governed by Bevel's Terms of Service of 11 October 2026).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/datahub-vs-hexis.json, and with the fewest tokens: https://www.anchorterminal.com/compare/datahub-vs-hexis.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"datahub\", \"b\": \"hexis\"}`. From a terminal: `anchor compare datahub hexis`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/datahub.json and https://www.anchorterminal.com/api/v1/tools/hexis.json\n\n## Other comparisons with DataHub or Hexis Cloud\n\n- [Alation vs Hexis Cloud](https://www.anchorterminal.com/compare/alation-vs-hexis.md)\n- [Atlan vs Hexis Cloud](https://www.anchorterminal.com/compare/atlan-vs-hexis.md)\n- [Cohere North vs Hexis Cloud](https://www.anchorterminal.com/compare/cohere-north-vs-hexis.md)\n- [Collibra vs Hexis Cloud](https://www.anchorterminal.com/compare/collibra-vs-hexis.md)\n- [Dust vs Hexis Cloud](https://www.anchorterminal.com/compare/dust-vs-hexis.md)\n- [Gemini Enterprise vs Hexis Cloud](https://www.anchorterminal.com/compare/gemini-enterprise-vs-hexis.md)\n- [Glean vs Hexis Cloud](https://www.anchorterminal.com/compare/glean-vs-hexis.md)\n- [Guru vs Hexis Cloud](https://www.anchorterminal.com/compare/guru-vs-hexis.md)\n- [Hexis Cloud vs Onyx](https://www.anchorterminal.com/compare/hexis-vs-onyx.md)\n- [Hexis Cloud vs Overclock](https://www.anchorterminal.com/compare/hexis-vs-overclock.md)\n- [Hexis Cloud vs Secoda](https://www.anchorterminal.com/compare/hexis-vs-secoda.md)\n- [Alation vs DataHub](https://www.anchorterminal.com/compare/alation-vs-datahub.md)\n- [Atlan vs DataHub](https://www.anchorterminal.com/compare/atlan-vs-datahub.md)\n- [Collibra vs DataHub](https://www.anchorterminal.com/compare/collibra-vs-datahub.md)\n- [DataHub vs Marmot](https://www.anchorterminal.com/compare/datahub-vs-marmot.md)\n- [DataHub vs OpenMetadata](https://www.anchorterminal.com/compare/datahub-vs-openmetadata.md)\n- [DataHub vs Secoda](https://www.anchorterminal.com/compare/datahub-vs-secoda.md)\n- [DataHub vs Guru](https://www.anchorterminal.com/compare/datahub-vs-guru.md)\n- [Hexis Cloud vs Marmot](https://www.anchorterminal.com/compare/hexis-vs-marmot.md)\n- [Hexis Cloud vs OpenMetadata](https://www.anchorterminal.com/compare/hexis-vs-openmetadata.md)\n",
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