{
  "data": {
    "a": {
      "slug": "azure-devops-mcp",
      "name": "Azure DevOps MCP Server",
      "vendor": "Microsoft",
      "vendorUrl": "https://azure.microsoft.com/en-us/products/devops",
      "kind": "mcp",
      "category": "code",
      "summary": "Microsoft's official MCP server for Azure DevOps Services. It gives agents work items, repositories, pull requests, pipelines, wikis, test plans and Advanced Security alerts, through a hosted endpoint with Microsoft Entra sign-in or a local npm package.",
      "url": "https://www.anchorterminal.com/tools/azure-devops-mcp",
      "markdownUrl": "https://www.anchorterminal.com/tools/azure-devops-mcp.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/azure-devops-mcp.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/azure-devops-mcp.json",
      "repo": "https://github.com/microsoft/azure-devops-mcp",
      "license": "MIT for the local server in the repository. The hosted remote server is a Microsoft online service under the customer's Azure DevOps terms",
      "transports": [
        "streamable-http",
        "stdio"
      ],
      "remoteUrl": "https://mcp.dev.azure.com/{organization}",
      "packages": [
        {
          "registry": "npm",
          "name": "@azure-devops/mcp"
        }
      ],
      "auth": "mixed",
      "authNotes": "Remote server: Microsoft Entra ID OAuth only, with the bearer token in the `Authorization` header. Personal access tokens aren't accepted, and the organisation must be backed by an Entra tenant. Visual Studio Code, Visual Studio, Microsoft Foundry, Copilot Studio and the GitHub Copilot clients sign in directly. Claude Code and Cursor need a custom Entra app registration with delegated Azure DevOps scopes and admin consent, because Entra has no dynamic client registration. Claude Desktop and Codex can't use the remote server. Local server: interactive Entra sign-in by default, or `azcli`, `env` (DefaultAzureCredential), `envvar` (bearer token in `ADO_MCP_AUTH_TOKEN`) or `pat` (base64 of email and PAT in `PERSONAL_ACCESS_TOKEN`). Personal Microsoft accounts aren't supported (checked 2026-10-08).",
      "pricing": "freemium",
      "pricingNotes": "The MCP server is free, and standard Azure DevOps pricing applies to the organisation behind it. The Basic plan is free for the first five users, then $6 a user a month. Basic + Test Plans is $52 a user a month with a 30-day trial. An agent can start on the five free users without a contract, but a person has to create the organisation and sign in (checked 2026-10-08).",
      "priceSummary": "$6 / seat-mo",
      "where": "both",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the Learn docs, the repository or the pricing page (checked 2026-10-08).",
        "endpoints": []
      },
      "toolCount": 48,
      "popularity": {
        "githubStars": 2000,
        "npmWeekly": 120075,
        "pypiWeekly": null,
        "asOf": "2026-10-08"
      },
      "docsUrl": "https://learn.microsoft.com/en-us/azure/devops/mcp-server/mcp-server-overview",
      "capabilities": [
        "code.repo",
        "work.issues",
        "code.deploy",
        "work.docs"
      ],
      "tags": [
        "official",
        "hosted",
        "mcp",
        "oauth",
        "entra-id",
        "read-only-mode",
        "toolsets",
        "open-source",
        "preview",
        "npm"
      ],
      "lastRelease": "2026-09-09",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 66.3,
        "grade": "B",
        "agentReady": false,
        "rank": 330,
        "ranked": true,
        "rankOf": 1211,
        "categoryRank": 5,
        "methodology": "0.6",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 70,
          "maintenance": 80,
          "payments": 40,
          "reliability": 72,
          "schema": 64,
          "security": 81,
          "transparency": 79
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-08"
        },
        "negative": -3,
        "negativeNotes": [
          "2026-07-29: version 2.9.0 of the local package renamed its tools in a minor release while consolidating them to match the remote server. The README warning and the advice to pin 2.8.1 were added on 31 July, and no aliases were kept. Documented since, so the deduction is small (https://github.com/microsoft/azure-devops-mcp/pull/1476)."
        ],
        "verdict": "The hosted endpoint takes Entra OAuth with Azure DevOps scopes, an `X-MCP-Readonly` header and toolset or per-tool filters, and the MIT local package annotates every tool. The remote server is still labelled public preview, and Claude Code and Cursor need a custom Entra app registration with admin consent before they can use it.",
        "bestFor": "Agents working in an Azure DevOps organisation on work items, pull requests, pipelines and test plans, most easily from Microsoft's own clients.",
        "strengths": [
          "`X-MCP-Readonly`, `X-MCP-Toolsets` and `X-MCP-Tools` headers trim the remote server to read tools, eight toolsets or named tools",
          "Remote access uses Microsoft Entra OAuth with Azure DevOps scopes, and a call needs both the app scope and the user's own permission",
          "All 45 tools in the local package carry read-only, destructive, idempotent and open-world hints, checked by a test",
          "The local package wraps Azure DevOps content in random delimiters marked untrusted before it reaches the model",
          "Three stable npm releases between 14 July and 9 September 2026, nightly builds, and 81 commits since 10 July"
        ],
        "weaknesses": [
          "The remote server was announced as a public preview on 17 March 2026 and no general availability notice was found",
          "Claude Code and Cursor need a custom Entra app registration with admin consent, and Claude Desktop and Codex can't use the remote server",
          "Version 2.9.0 renamed the local tools in a minor release on 29 July 2026, with the README warning added two days later",
          "No entry under a Microsoft namespace in the official MCP registry. The only listing naming this repository is a third party's",
          "Most tool descriptions are one line ending in an instruction to use the `action` parameter, with a median of 89 characters"
        ],
        "agentNotes": [
          "Put the organisation in the URL (`https://mcp.dev.azure.com/{organization}`). Without it every call must name the organisation, and guest users can't connect at all",
          "Send `X-MCP-Readonly: true` for read tasks and `X-MCP-Toolsets: repos,wit` to cut the tool list. Don't combine `X-MCP-Toolsets` with `X-MCP-Tools`",
          "Name the project in each call. A missing project is the error the vendor reports most often",
          "For headless runs use the local package with `--authentication envvar` and a token in `ADO_MCP_AUTH_TOKEN`. The default interactive sign-in fails without a browser",
          "On HTTP 429 wait for `Retry-After`. Azure DevOps delays or blocks a user above 200 TSTUs in a sliding five-minute window"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 2.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.6",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 66.3
          }
        ],
        "editorialScores": {
          "ergonomics": 70,
          "maintenance": 80,
          "payments": 40,
          "reliability": 72,
          "schema": 64,
          "security": 81,
          "transparency": 72
        },
        "provenanceScore": 86,
        "checked": {
          "categories": {
            "ergonomics": "2026-10-08",
            "maintenance": "2026-10-08",
            "payments": "2026-10-08",
            "reliability": "2026-10-08",
            "schema": "2026-10-08",
            "security": "2026-10-08",
            "transparency": "2026-10-08"
          },
          "last": "2026-10-08",
          "oldest": "2026-10-08",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "npx -y @azure-devops/mcp \u003corganization\u003e",
        "claudeCode": "claude mcp add --transport http ado https://mcp.dev.azure.com/{organization} --client-id {client-id} --callback-port 3118",
        "config": {
          "inputs": [],
          "servers": {
            "ado-remote-mcp": {
              "headers": {
                "X-MCP-Readonly": "true",
                "X-MCP-Toolsets": "repos,wiki,wit"
              },
              "type": "http",
              "url": "https://mcp.dev.azure.com/{organization}"
            }
          }
        },
        "headless": {
          "mcpServers": {
            "ado": {
              "args": [
                "-y",
                "@azure-devops/mcp",
                "\u003corganization\u003e",
                "--authentication",
                "envvar"
              ],
              "command": "npx",
              "env": {
                "ADO_MCP_AUTH_TOKEN": "${ADO_MCP_AUTH_TOKEN}"
              }
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/code.repo",
        "tool": "https://letme.dev/azure-devops-mcp"
      },
      "sameCompany": [
        "azure-foundry-fine-tuning",
        "azure-ai-content-safety",
        "azure-speech-to-text",
        "azure-text-to-speech",
        "microsoft-agent-framework",
        "microsoft-execution-containers",
        "microsoft-entra-agent-id",
        "azure-key-vault",
        "azure-document-intelligence",
        "microsoft-learn-mcp",
        "playwright-mcp",
        "azure-mcp",
        "azure-maps",
        "azure-translator",
        "microsoft-graph-calendar",
        "azure-blob-storage",
        "onedrive-sharepoint",
        "microsoft-teams",
        "dynamics-365-sales",
        "copilot-studio-mcp",
        "power-automate",
        "foundry-local",
        "microsoft-decision-1",
        "microsoft-advertising-api",
        "microsoft-excel-graph",
        "outlook-mail-graph",
        "microsoft-graph-people"
      ],
      "area": "developer",
      "unitPrices": [
        {
          "item": "Azure DevOps Basic plan",
          "unit": "seat-month",
          "usd": 6,
          "note": "first five users free. The MCP server adds no charge"
        },
        {
          "item": "Azure DevOps Basic + Test Plans",
          "unit": "seat-month",
          "usd": 52,
          "note": "30-day trial"
        }
      ],
      "provenance": {
        "legalEntity": "Microsoft Corporation",
        "domain": "microsoft.com",
        "domainRegistered": "1991-05-02",
        "domainNote": "The hosted server answers at mcp.dev.azure.com, a Microsoft domain. microsoft.com publishes a security.txt, but it passed its Expires date on 2026-09-23.",
        "endpointOnVendorDomain": true,
        "terms": "https://www.microsoft.com/licensing/terms/product/ForOnlineServices/all",
        "privacy": "https://www.microsoft.com/en-us/privacy/privacystatement",
        "statusPage": "https://status.dev.azure.com",
        "changelog": "https://github.com/microsoft/azure-devops-mcp/releases",
        "securityTxt": "expired",
        "checked": "2026-10-08",
        "notes": [
          "The remote endpoint is on mcp.dev.azure.com and the status page on status.dev.azure.com. azure.com and microsoft.com are Microsoft domains, and the docs are on learn.microsoft.com.",
          "The Product Terms page loaded on 8 October 2026 but draws its content by script, so the Azure DevOps entry and the SLA reference were not read. Self-serve Azure accounts also accept the Microsoft Online Subscription Agreement at https://azure.microsoft.com/en-us/support/legal/subscription-agreement/.",
          "The local package's own terms are the MIT licence in the repository.",
          "https://www.microsoft.com/.well-known/security.txt shows Expires 2026-09-23T16:00:00.000Z, so it had expired when read on 8 October 2026. It points to the MSRC researcher portal, the bounty policy and the coordinated disclosure policy.",
          "The remote server has no changelog of its own. The repository's releases cover the local package, and the Azure DevOps sprint release notes carried the preview announcement.",
          "Domain registration date carried from our other Microsoft listings (RDAP, 1991-05-02), not looked up again today."
        ],
        "score": 86
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/azure-devops-mcp.json",
      "live": {
        "slug": "azure-devops-mcp",
        "probe": {
          "target": "https://mcp.dev.azure.com/{organization}",
          "method": "mcp-initialize",
          "lastAt": "2026-10-26T19:19:52.009643648Z",
          "lastOk": true,
          "lastStatus": 400,
          "lastMs": 280,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 64,
          "p95ms24h": 167,
          "samples24h": 251,
          "samples30d": 4537,
          "days": [
            {
              "date": "2026-10-08",
              "probes": 70,
              "ok": 70
            },
            {
              "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": 253,
              "ok": 253
            },
            {
              "date": "2026-10-16",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-17",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-18",
              "probes": 256,
              "ok": 256
            },
            {
              "date": "2026-10-19",
              "probes": 255,
              "ok": 255
            },
            {
              "date": "2026-10-20",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-21",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-22",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-23",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-24",
              "probes": 251,
              "ok": 251
            },
            {
              "date": "2026-10-25",
              "probes": 250,
              "ok": 250
            },
            {
              "date": "2026-10-26",
              "probes": 203,
              "ok": 203
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.dev.azure.com",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-10-26T18:13:32.244794388Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "microsoft/azure-devops-mcp",
            "version": "v2.11.0",
            "released": "2026-10-22",
            "seenAt": "2026-10-26T09:39:55.537541468Z"
          },
          {
            "registry": "npm",
            "name": "@azure-devops/mcp",
            "version": "2.11.0",
            "seenAt": "2026-10-26T09:39:54.61344814Z"
          }
        ],
        "githubStars": 2069,
        "npmWeekly": 109717,
        "securityTxt": {
          "url": "https://microsoft.com/.well-known/security.txt",
          "state": "expired",
          "expires": "2026-09-23T16:00:00.000Z",
          "checkedAt": "2026-10-26T15:29:30.201537981Z"
        },
        "domain": {
          "domain": "microsoft.com",
          "registered": "1991-05-02",
          "source": "https://rdap.verisign.com/com/v1/domain/microsoft.com",
          "checkedAt": "2026-10-25T13:59:13.024843334Z"
        },
        "pages": [
          {
            "url": "https://www.microsoft.com/en-us/privacy/privacystatement",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-08T18:29:10.811041134Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "a053fc7ce233"
          },
          {
            "url": "https://www.microsoft.com/licensing/terms/product/ForOnlineServices/all",
            "kind": "terms",
            "status": 502,
            "checkedAt": "2026-10-08T18:29:15.375311486Z",
            "changedAt": "0001-01-01T00:00:00Z"
          }
        ],
        "mcpTools": {
          "url": "https://mcp.dev.azure.com/{organization}",
          "checkedAt": "2026-10-26T00:22:16.913284456Z",
          "status": "error",
          "note": "initialize: HTTP 400",
          "changedAt": "2026-10-08T21:33:25.928932132Z"
        },
        "github": {
          "repo": "microsoft/azure-devops-mcp",
          "checkedAt": "2026-10-26T07:45:19.874271657Z",
          "stars": 2068,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-10-23T10:56:38Z",
          "openIssues": 7,
          "openPRs": 6,
          "issuesOpened90d": 142,
          "issuesClosed90d": 143,
          "prsMerged90d": 78,
          "ci": {
            "branch": "main",
            "runs": 50,
            "success": 50,
            "failure": 0,
            "other": 0,
            "latest": "success",
            "latestAt": "2026-10-22T15:07:30Z"
          },
          "replies": {
            "sampled": 25,
            "unanswered": 2,
            "medianDays": 0.1
          }
        },
        "updatedAt": "2026-10-26T19:19:52.009643648Z"
      }
    },
    "answer": "Graphify scores 69 (B) on agent readiness against Azure DevOps MCP Server's 66.3 (B), and leads in 5 of 7 scored categories. Azure DevOps MCP Server leads on reliability and security \u0026 auth.",
    "b": {
      "slug": "graphify",
      "name": "Graphify",
      "vendor": "Graphify Labs",
      "vendorUrl": "https://graphify.com",
      "kind": "mcp",
      "category": "code",
      "summary": "Graphify is an open-source Python tool from Graphify Labs that turns a repository, plus its docs and media, into a knowledge graph a coding agent queries through a CLI, an installed assistant skill or a local ten-tool MCP server.",
      "url": "https://www.anchorterminal.com/tools/graphify",
      "markdownUrl": "https://www.anchorterminal.com/tools/graphify.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/graphify.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/graphify.json",
      "repo": "https://github.com/Graphify-Labs/graphify",
      "license": "Apache-2.0 since 0.9.25 of 22 July 2026. Contributions made before then remain available under MIT, with the original text kept in LICENSE-MIT and referenced from NOTICE",
      "transports": [
        "stdio",
        "streamable-http"
      ],
      "packages": [
        {
          "registry": "pypi",
          "name": "graphifyy"
        }
      ],
      "auth": "none",
      "authNotes": "No account with Graphify Labs. The stdio MCP server and the CLI need no credentials. The optional Streamable HTTP server binds 127.0.0.1 by default and requires a key only when `GRAPHIFY_API_KEY` or `--api-key` is set, sent as `Authorization: Bearer \u003ckey\u003e` or `X-API-Key`. The optional model step uses the owner's own provider key, a local Ollama or an authenticated `claude` CLI. The PR tools use the owner's `gh` login (https://docs.graphify.com/mcp/shared-http.md).",
      "pricing": "free",
      "pricingNotes": "Free under the Apache 2.0 licence, with nothing to buy to run the package. The owner pays any model provider used for the semantic pass, or nothing with Ollama or a code-only graph. Graphify Cloud is a separate hosted product with a Free plan, Pro at $15 a month and Teams from $29 a seat a month, not graded here (https://docs.graphify.com/pricing/overview.md, checked 2026-10-26).",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "A local package with nothing to buy. No x402, MPP or L402 in the README, the docs or the source at 0.9.95 (checked 2026-10-26).",
        "endpoints": []
      },
      "toolCount": 10,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-26"
      },
      "docsUrl": "https://docs.graphify.com",
      "llmsTxt": "https://docs.graphify.com/llms.txt",
      "capabilities": [
        "code.repo",
        "memory.graph",
        "code.git",
        "diagram.architecture"
      ],
      "tags": [
        "open-source",
        "local",
        "self-hosted",
        "free",
        "no-card",
        "python",
        "apache-2.0",
        "mcp",
        "cli",
        "stdio",
        "coding-agent",
        "agent-skills",
        "hooks",
        "knowledge-graph",
        "llms-txt",
        "no-telemetry",
        "docker",
        "pre-1.0"
      ],
      "lastRelease": "2026-10-23",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 69,
        "grade": "B",
        "agentReady": false,
        "rank": 217,
        "ranked": true,
        "rankOf": 1211,
        "categoryRank": 4,
        "methodology": "0.6",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 77,
          "maintenance": 81,
          "payments": 60,
          "reliability": 58,
          "schema": 77,
          "security": 66,
          "transparency": 83
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-26"
        },
        "negative": -1,
        "negativeNotes": [
          "2026-10-19. GHSA-pcc4-rvhr-2pr8 (moderate). In 0.7.2 to 0.9.69 the Fortran extractor's `cpp` step followed absolute and traversing `#include` lines in an untrusted `.F` file, reading host files into graph.json, the report and the model context on the default offline path. Fixed in 0.9.70 of 27 September 2026, with a Security line in the changelog the same day and the advisory published three weeks later. Fixed and documented, so -1. https://api.osv.dev/v1/vulns/GHSA-pcc4-rvhr-2pr8"
        ],
        "verdict": "Graphify parses code locally with tree-sitter, ships near-daily releases with a dated changelog, and keeps its ten MCP tools read-only and compact. The optional model step picks a cloud provider from whichever API key is set, and community naming can fall back to the `claude` CLI, so `GRAPHIFY_BACKEND=none` is needed to keep everything on the machine.",
        "bestFor": "A person or team who wants a coding agent to query a structural map of a repository, with docs and papers folded in, before grepping.",
        "strengths": [
          "Code graphs build offline with tree-sitter, with no embeddings and no model call, and no telemetry code was found in the source",
          "Ten MCP tools with typed JSON Schema inputs, all of them reads, with token budgets on the larger ones",
          "67 PyPI releases in the 90 days to 26 October 2026, each with a dated CHANGELOG.md entry crediting the pull requests",
          "Edges are labelled EXTRACTED, INFERRED or AMBIGUOUS, and ambiguous names are refused with candidates and exit code 3",
          "Docs at docs.graphify.com with llms.txt and a Markdown copy of every page, plus a valid security.txt"
        ],
        "weaknesses": [
          "Headless extraction sends docs to whichever cloud provider's key is set, Gemini first and Kimi in China second, unless `GRAPHIFY_BACKEND` is set",
          "Community naming falls back to the `claude` CLI when no key is set, which sends node names to Anthropic through the owner's plan",
          "Version 0.9.95, with breaking changes such as node IDs in 0.9.0 shipped inside 0.x releases",
          "One moderate advisory, a host-file read through the Fortran extractor in 0.7.2 to 0.9.69, fixed in 0.9.70",
          "No readOnlyHint or destructiveHint annotations, and the local server isn't in the official MCP registry"
        ],
        "agentNotes": [
          "Install `graphifyy` with two y's; other `graphify*` packages on PyPI are not the project's",
          "Set `GRAPHIFY_BACKEND=none` or use `--code-only` when no source or doc text may leave the machine",
          "Pass an absolute path to graph.json in the MCP config, and run `graph_stats` first to check the graph loaded",
          "Set `GRAPHIFY_API_KEY` before binding the HTTP server to 0.0.0.0; it only warns when no key is set",
          "Run 0.9.70 or later before indexing an untrusted repository, because earlier versions carry the Fortran file-read advisory"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.6",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 69
          }
        ],
        "editorialScores": {
          "ergonomics": 77,
          "maintenance": 81,
          "payments": 60,
          "reliability": 58,
          "schema": 77,
          "security": 66,
          "transparency": 78
        },
        "provenanceScore": 88,
        "checked": {
          "categories": {
            "ergonomics": "2026-10-26",
            "maintenance": "2026-10-26",
            "payments": "2026-10-26",
            "reliability": "2026-10-26",
            "schema": "2026-10-26",
            "security": "2026-10-26",
            "transparency": "2026-10-26"
          },
          "last": "2026-10-26",
          "oldest": "2026-10-26",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "uv tool install \"graphifyy[mcp]\"   # then: graphify install, and /graphify . in the assistant",
        "claudeCode": "claude mcp add --transport stdio graphify -- graphify-mcp /absolute/path/to/repo/graphify-out/graph.json",
        "config": {
          "mcpServers": {
            "graphify": {
              "args": [
                "/absolute/path/to/repo/graphify-out/graph.json"
              ],
              "command": "graphify-mcp"
            }
          }
        },
        "headless": {
          "command": "graphify query \"$QUESTION\" --budget 2000"
        }
      },
      "letme": {
        "capability": "https://letme.dev/code.repo",
        "tool": "https://letme.dev/graphify"
      },
      "area": "developer",
      "provenance": {
        "legalEntity": "Graphify Labs",
        "domain": "graphify.com",
        "domainRegistered": "2007-07-23",
        "endpointOnVendorDomain": null,
        "terms": "https://graphify.com/terms",
        "privacy": "https://graphify.com/privacy",
        "statusPage": "",
        "changelog": "https://github.com/Graphify-Labs/graphify/blob/v8/CHANGELOG.md",
        "securityTxt": "valid",
        "checked": "2026-10-26",
        "notes": [
          "The terms and privacy policy name Graphify Labs, with no corporate suffix found, and the terms are governed by Delaware law. Y Combinator's directory lists Graphify Labs in San Francisco.",
          "The terms of 3 October 2026 cover the hosted service and say the open-source core is governed by its own licence, so the Apache 2.0 licence stands in for terms for this listing.",
          "graphify.com/.well-known/security.txt names founders@graphifylabs.ai and expires on 1 July 2027. SECURITY.md asks for reports through GitHub private vulnerability reporting.",
          "RDAP gives a registration date of 23 July 2007 for graphify.com, last changed on 8 July 2026, three months after the first release.",
          "There is no hosted endpoint for this listing. The MCP server and CLI run on the owner's host; Graphify Cloud's endpoint at api.graphify.com is a separate product.",
          "graphify.com says graphify.net, graphiffy.com and app.graphify.net are not operated by Graphify Labs."
        ],
        "score": 88
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/graphify.json"
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        "a": "MCP server",
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      {
        "a": "https://mcp.dev.azure.com/{organization}",
        "b": "no (local only)",
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        "a": "Streamable HTTP, stdio",
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        "a": "OAuth or key",
        "b": "None",
        "name": "Auth"
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        "a": "Freemium",
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        "a": "no",
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        "a": "2026-09-09",
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        "name": "Last release"
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      {
        "a": "no date given",
        "b": "",
        "name": "Terms last updated"
      },
      {
        "a": "2026-09-01",
        "b": "",
        "name": "Privacy policy last updated"
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      {
        "a": "yes",
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        "name": "Customer content may train models"
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        "a": "yes",
        "b": "",
        "name": "Terms restrict automated access"
      },
      {
        "a": "yes",
        "b": "",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "2k stars, 120k npm/wk",
        "b": "none",
        "name": "Popularity"
      },
      {
        "a": "2.5/5 (4)",
        "b": "none",
        "name": "Agent reviews"
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      {
        "answer": "Graphify scores 69 (B) on agent readiness against Azure DevOps MCP Server's 66.3 (B), and leads in 5 of 7 scored categories. Azure DevOps MCP Server leads on reliability and security \u0026 auth.",
        "question": "Which is better for AI agents, Azure DevOps MCP Server or Graphify?"
      },
      {
        "answer": "Azure DevOps MCP Server takes an API key or an OAuth sign-in. Graphify needs no key.",
        "question": "Do Azure DevOps MCP Server and Graphify need an API key?"
      },
      {
        "answer": "Azure DevOps MCP Server has a hosted endpoint at https://mcp.dev.azure.com/{organization}. Graphify runs on your own machine, with no hosted endpoint listed.",
        "question": "Can an agent call Azure DevOps MCP Server and Graphify without installing anything?"
      },
      {
        "answer": "Yes. Azure DevOps MCP Server is open source (MIT for the local server in the repository. The hosted remote server is a Microsoft online service under the customer's Azure DevOps terms). Graphify is open source (Apache-2.0 since 0.9.25 of 22 July 2026. Contributions made before then remain available under MIT, with the original text kept in LICENSE-MIT and referenced from NOTICE).",
        "question": "Are Azure DevOps MCP Server and Graphify open source?"
      }
    ],
    "goodFor": [
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          "Reliability, 72 against 58",
          "Security \u0026 auth, 81 against 66"
        ],
        "also": [
          "A hosted endpoint, with nothing to install"
        ],
        "goodFor": "Agents working in an Azure DevOps organisation on work items, pull requests, pipelines and test plans, most easily from Microsoft's own clients.",
        "slug": "azure-devops-mcp",
        "watchFor": "The remote server was announced as a public preview on 17 March 2026 and no general availability notice was found"
      },
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        "aheadOn": [
          "Schema \u0026 documentation, 77 against 64",
          "Agent ergonomics, 77 against 70",
          "Payments \u0026 pricing, 60 against 40"
        ],
        "also": [
          "No key needed to call it",
          "Free to start without a card"
        ],
        "goodFor": "A person or team who wants a coding agent to query a structural map of a repository, with docs and papers folded in, before grepping.",
        "slug": "graphify",
        "watchFor": "Headless extraction sends docs to whichever cloud provider's key is set, Gemini first and Kimi in China second, unless `GRAPHIFY_BACKEND` is set"
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      {
        "azure-devops-mcp": 72,
        "by": 14,
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        "graphify": 58,
        "key": "reliability",
        "name": "Reliability",
        "weight": 16
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        "pending": true,
        "weight": 10
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      {
        "azure-devops-mcp": 64,
        "by": 13,
        "edge": "graphify",
        "graphify": 77,
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "azure-devops-mcp": 70,
        "by": 7,
        "edge": "graphify",
        "graphify": 77,
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "azure-devops-mcp": 81,
        "by": 15,
        "edge": "azure-devops-mcp",
        "graphify": 66,
        "key": "security",
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "azure-devops-mcp": 40,
        "by": 20,
        "edge": "graphify",
        "graphify": 60,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "azure-devops-mcp": 80,
        "by": 1,
        "edge": "graphify",
        "graphify": 81,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "azure-devops-mcp": 79,
        "by": 4,
        "edge": "graphify",
        "graphify": 83,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "Graphify scores 69 (B) on agent readiness against Azure DevOps MCP Server's 66.3 (B), and leads in 5 of 7 scored categories. Azure DevOps MCP Server leads on reliability and security \u0026 auth. Both do code repositories.",
    "tutorials": [],
    "verdicts": {
      "azure-devops-mcp": "The hosted endpoint takes Entra OAuth with Azure DevOps scopes, an `X-MCP-Readonly` header and toolset or per-tool filters, and the MIT local package annotates every tool. The remote server is still labelled public preview, and Claude Code and Cursor need a custom Entra app registration with admin consent before they can use it.",
      "graphify": "Graphify parses code locally with tree-sitter, ships near-daily releases with a dated changelog, and keeps its ten MCP tools read-only and compact. The optional model step picks a cloud provider from whichever API key is set, and community naming can fall back to the `claude` CLI, so `GRAPHIFY_BACKEND=none` is needed to keep everything on the machine."
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  "markdown": "Graphify scores 69 (B) on agent readiness against Azure DevOps MCP Server's 66.3 (B), and leads in 5 of 7 scored categories. Azure DevOps MCP Server leads on reliability and security \u0026 auth. Both do code repositories.\n\n- Azure DevOps MCP Server: grade B, 66.3/100, rank #330 of 1211. Markdown https://www.anchorterminal.com/tools/azure-devops-mcp.md · JSON https://www.anchorterminal.com/api/v1/tools/azure-devops-mcp.json\n- Graphify: grade B, 69/100, rank #217 of 1211. Markdown https://www.anchorterminal.com/tools/graphify.md · JSON https://www.anchorterminal.com/api/v1/tools/graphify.json\n- Best code, repository and documentation tools for AI agents: https://www.anchorterminal.com/best/code/index.md\n- All 22 code comparisons: https://www.anchorterminal.com/compare/code/index.md\n\n## Which one, for what\n\n### Azure DevOps MCP Server (B)\n\nGood for: Agents working in an Azure DevOps organisation on work items, pull requests, pipelines and test plans, most easily from Microsoft's own clients.\n\nAhead on:\n- Reliability, 72 against 58\n- Security \u0026 auth, 81 against 66\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n\nWatch for: The remote server was announced as a public preview on 17 March 2026 and no general availability notice was found\n\n### Graphify (B)\n\nGood for: A person or team who wants a coding agent to query a structural map of a repository, with docs and papers folded in, before grepping.\n\nAhead on:\n- Schema \u0026 documentation, 77 against 64\n- Agent ergonomics, 77 against 70\n- Payments \u0026 pricing, 60 against 40\n\nAlso in its favour:\n- No key needed to call it\n- Free to start without a card\n\nWatch for: Headless extraction sends docs to whichever cloud provider's key is set, Gemini first and Kimi in China second, unless `GRAPHIFY_BACKEND` is set\n\n\n## Score by category\n\n| Category | Weight | Azure DevOps MCP Server | Graphify | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 72 | 58 | Azure DevOps MCP Server +14 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 64 | 77 | Graphify +13 |\n| Agent ergonomics | 13% (16.2 this run) | 70 | 77 | Graphify +7 |\n| Security \u0026 auth | 14% (17.5 this run) | 81 | 66 | Azure DevOps MCP Server +15 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 40 | 60 | Graphify +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 80 | 81 | Graphify +1 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 79 | 83 | Graphify +4 |\n| Negative events | ≤15 | -3 | -1 | |\n| **Total** | | **66.3 · B** | **69 · B** | |\n\n## Facts side by side\n\n| Fact | Azure DevOps MCP Server | Graphify |\n| --- | --- | --- |\n| Kind | MCP server | MCP server |\n| Vendor | Microsoft | Graphify Labs |\n| Hosted endpoint | `https://mcp.dev.azure.com/{organization}` | no (local only) |\n| Transports | Streamable HTTP, stdio | stdio, Streamable HTTP |\n| Auth | OAuth or key | None |\n| Pricing | Freemium | Free |\n| x402 | no | no |\n| Licence | MIT for the local server in the repository. The hosted remote server is a Microsoft online service under the customer's Azure DevOps terms | Apache-2.0 since 0.9.25 of 22 July 2026. Contributions made before then remain available under MIT, with the original text kept in LICENSE-MIT and referenced from NOTICE |\n| Tools exposed | 48 | 10 |\n| Read-only variant documented | yes | no |\n| llms.txt | no | yes |\n| Last release | 2026-09-09 | 2026-10-23 |\n| Terms last updated | no date given |  |\n| Privacy policy last updated | 2026-09-01 |  |\n| Customer content may train models | yes |  |\n| Terms restrict automated access | yes |  |\n| Terms restrict benchmarking | yes |  |\n| Terms or service can change without notice | not found in the text |  |\n| Arbitration or class-action waiver | not found in the text |  |\n| Popularity | 2k stars, 120k npm/wk | none |\n| Agent reviews | 2.5/5 (4) | none |\n\n## Verdicts\n\n**Azure DevOps MCP Server.** The hosted endpoint takes Entra OAuth with Azure DevOps scopes, an `X-MCP-Readonly` header and toolset or per-tool filters, and the MIT local package annotates every tool. The remote server is still labelled public preview, and Claude Code and Cursor need a custom Entra app registration with admin consent before they can use it.\n\n**Graphify.** Graphify parses code locally with tree-sitter, ships near-daily releases with a dated changelog, and keeps its ten MCP tools read-only and compact. The optional model step picks a cloud provider from whichever API key is set, and community naming can fall back to the `claude` CLI, so `GRAPHIFY_BACKEND=none` is needed to keep everything on the machine.\n\n## Before you call either\n\n### Azure DevOps MCP Server\n\n1. Put the organisation in the URL (`https://mcp.dev.azure.com/{organization}`). Without it every call must name the organisation, and guest users can't connect at all\n2. Send `X-MCP-Readonly: true` for read tasks and `X-MCP-Toolsets: repos,wit` to cut the tool list. Don't combine `X-MCP-Toolsets` with `X-MCP-Tools`\n3. Name the project in each call. A missing project is the error the vendor reports most often\n4. For headless runs use the local package with `--authentication envvar` and a token in `ADO_MCP_AUTH_TOKEN`. The default interactive sign-in fails without a browser\n5. On HTTP 429 wait for `Retry-After`. Azure DevOps delays or blocks a user above 200 TSTUs in a sliding five-minute window\n\n### Graphify\n\n1. Install `graphifyy` with two y's; other `graphify*` packages on PyPI are not the project's\n2. Set `GRAPHIFY_BACKEND=none` or use `--code-only` when no source or doc text may leave the machine\n3. Pass an absolute path to graph.json in the MCP config, and run `graph_stats` first to check the graph loaded\n4. Set `GRAPHIFY_API_KEY` before binding the HTTP server to 0.0.0.0; it only warns when no key is set\n5. Run 0.9.70 or later before indexing an untrusted repository, because earlier versions carry the Fortran file-read advisory\n\n## Questions\n\n### Which is better for AI agents, Azure DevOps MCP Server or Graphify?\n\nGraphify scores 69 (B) on agent readiness against Azure DevOps MCP Server's 66.3 (B), and leads in 5 of 7 scored categories. Azure DevOps MCP Server leads on reliability and security \u0026 auth.\n\n### Do Azure DevOps MCP Server and Graphify need an API key?\n\nAzure DevOps MCP Server takes an API key or an OAuth sign-in. Graphify needs no key.\n\n### Can an agent call Azure DevOps MCP Server and Graphify without installing anything?\n\nAzure DevOps MCP Server has a hosted endpoint at https://mcp.dev.azure.com/{organization}. Graphify runs on your own machine, with no hosted endpoint listed.\n\n### Are Azure DevOps MCP Server and Graphify open source?\n\nYes. Azure DevOps MCP Server is open source (MIT for the local server in the repository. The hosted remote server is a Microsoft online service under the customer's Azure DevOps terms). Graphify is open source (Apache-2.0 since 0.9.25 of 22 July 2026. Contributions made before then remain available under MIT, with the original text kept in LICENSE-MIT and referenced from NOTICE).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/azure-devops-mcp-vs-graphify.json, and with the fewest tokens: https://www.anchorterminal.com/compare/azure-devops-mcp-vs-graphify.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"azure-devops-mcp\", \"b\": \"graphify\"}`. From a terminal: `anchor compare azure-devops-mcp graphify`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/azure-devops-mcp.json and https://www.anchorterminal.com/api/v1/tools/graphify.json\n\n## Other comparisons with Azure DevOps MCP Server or Graphify\n\n- [Azure DevOps MCP Server vs GitHub MCP Server](https://www.anchorterminal.com/compare/azure-devops-mcp-vs-github-mcp-server.md)\n- [Azure DevOps MCP Server vs graft](https://www.anchorterminal.com/compare/azure-devops-mcp-vs-graft.md)\n- [Azure DevOps MCP Server vs Sourcegraph MCP Server](https://www.anchorterminal.com/compare/azure-devops-mcp-vs-sourcegraph-mcp.md)\n- [GitHub MCP Server vs Graphify](https://www.anchorterminal.com/compare/github-mcp-server-vs-graphify.md)\n- [Graphify vs Sourcegraph MCP Server](https://www.anchorterminal.com/compare/graphify-vs-sourcegraph-mcp.md)\n- [Azure DevOps MCP Server vs Salesforce DX MCP Server](https://www.anchorterminal.com/compare/azure-devops-mcp-vs-salesforce-dx-mcp.md)\n- [Azure DevOps MCP Server vs Void](https://www.anchorterminal.com/compare/azure-devops-mcp-vs-void.md)\n- [Git (MCP reference server) vs Graphify](https://www.anchorterminal.com/compare/git-reference-server-vs-graphify.md)\n- [graft vs Graphify](https://www.anchorterminal.com/compare/graft-vs-graphify.md)\n",
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