{
  "data": {
    "a": {
      "slug": "crewai",
      "name": "CrewAI",
      "vendor": "CrewAI",
      "vendorUrl": "https://www.crewai.com",
      "kind": "framework",
      "category": "frameworks",
      "summary": "Python framework for teams of role-playing agents in Crews, plus event-driven Flows for stateful workflows.",
      "url": "https://www.anchorterminal.com/tools/crewai",
      "markdownUrl": "https://www.anchorterminal.com/tools/crewai.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/crewai.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/crewai.json",
      "repo": "https://github.com/crewAIInc/crewAI",
      "license": "MIT",
      "transports": [],
      "packages": [
        {
          "registry": "pypi",
          "name": "crewai"
        }
      ],
      "auth": "none",
      "authNotes": "A library. Credentials are for the models and tools you use.",
      "pricing": "free",
      "pricingNotes": "Free and open source. You pay for the model calls it makes. CrewAI AMP hosting has a free tier of 50 executions a month. Enterprise is priced by sales.",
      "priceSummary": "Free · OSS",
      "where": "library",
      "x402": {
        "level": "no",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 59059,
        "npmWeekly": null,
        "pypiWeekly": 552409,
        "asOf": "2026-09-26"
      },
      "docsUrl": "https://docs.crewai.com",
      "llmsTxt": "https://docs.crewai.com/llms.txt",
      "capabilities": [
        "agent.framework",
        "agent.multi-agent",
        "agent.durable",
        "agent.mcp-client"
      ],
      "tags": [
        "framework",
        "python",
        "open-source",
        "telemetry-default-on"
      ],
      "lastRelease": "2026-09-28",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 67,
        "grade": "B",
        "agentReady": false,
        "rank": 202,
        "ranked": true,
        "rankOf": 629,
        "categoryRank": 10,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 80,
          "maintenance": 88,
          "payments": 40,
          "reliability": 78,
          "schema": 74,
          "security": 65,
          "transparency": 72
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": -4,
        "negativeNotes": [
          "2026-03-30. CERT/CC VU#221883 published four CVEs in CrewAI 1.0, remote code execution when the code interpreter fell back from Docker to its Python sandbox (CVE-2026-2275, 9.6, and CVE-2026-2287, 9.8), SSRF in the RAG search tools (CVE-2026-2286, 9.8) and local file read in the JSON loader tool (CVE-2026-2285, 7.5). CrewAI says all are fixed in current releases, removed CodeInterpreterTool and added URL and path validation across 20+ tools. Fixed and documented and six months old, so 1 point each. CVE-2026-37008 (published 2026-09-13, 8.1) describes a ctypes bypass of the same Python sandbox, and we didn't count it twice. https://www.kb.cert.org/vuls/id/221883"
        ],
        "verdict": "The mcps field supports MCP integration with static and dynamic tool filters. Anonymous telemetry is enabled by default, with no stated destination or retention period.",
        "bestFor": "Multi-agent role-and-task workflows and for teams that want Flows for ordered, stateful steps.",
        "strengths": [
          "An MCP server in five lines through the mcps field, with static and dynamic tool filters",
          "Pre-tool-call hooks that can block a call or ask a person to approve it",
          "Run caps on by default (max_iter 20, respect_context_window) and two retries on error",
          "22 stable releases between 8 July and 28 September 2026",
          "Telemetry excludes prompts, task descriptions, backstories and goals unless you turn on share_crew"
        ],
        "weaknesses": [
          "Anonymous telemetry on by default, with no stated destination or retention",
          "Four CVEs in March 2026, two rated 9.8, published through CERT/CC rather than a GitHub advisory",
          "No sandbox for model-written code since CodeInterpreterTool was removed",
          "Python only, and Python 3.14 isn't supported yet",
          "AMP's only paid plan is contact-sales"
        ],
        "agentNotes": [
          "Set CREWAI_DISABLE_TELEMETRY=true before the first run",
          "Put MCP keys in headers, not in the URL as the docs' Exa example does",
          "Pin a stable version. Development builds share the crewai name on PyPI",
          "Add a PRE_TOOL_CALL hook for any tool that writes or sends",
          "Check the logs for MCP connection warnings. A failed server doesn't stop the agent"
        ],
        "metrics": {
          "kind": "library",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 67
          }
        ],
        "editorialScores": {
          "ergonomics": 80,
          "maintenance": 88,
          "payments": 40,
          "reliability": 78,
          "schema": 74,
          "security": 65,
          "transparency": 75
        },
        "provenanceScore": 68
      },
      "connect": {
        "install": "pip install crewai"
      },
      "letme": {
        "capability": "https://letme.dev/agent.framework",
        "tool": "https://letme.dev/crewai"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "crewAI, Inc.",
        "domain": "crewai.com",
        "domainRegistered": "2017-07-25",
        "domainNote": "crewai.com was registered in 2017, before CrewAI existed.",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "https://docs.crewai.com/en/changelog",
        "securityTxt": "none",
        "checked": "2026-09-26",
        "score": 68
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/crewai.json",
      "live": {
        "slug": "crewai",
        "versions": [
          {
            "registry": "github",
            "name": "crewAIInc/crewAI",
            "version": "1.15.25",
            "released": "2026-10-07",
            "seenAt": "2026-10-08T16:07:15.651339519Z"
          },
          {
            "registry": "pypi",
            "name": "crewai",
            "version": "1.15.25",
            "released": "2026-10-07",
            "seenAt": "2026-10-08T16:07:15.531727734Z"
          }
        ],
        "githubStars": 59463,
        "pypiWeekly": 598619,
        "securityTxt": {
          "url": "https://crewai.com/.well-known/security.txt",
          "state": "valid",
          "expires": "2027-05-27T23:59:59.000Z",
          "checkedAt": "2026-10-08T15:38:45.856537044Z"
        },
        "llmsTxt": {
          "url": "https://docs.crewai.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-08T14:00:18.899337999Z"
        },
        "domain": {
          "domain": "crewai.com",
          "registered": "2017-07-25",
          "source": "https://rdap.verisign.com/com/v1/domain/crewai.com",
          "checkedAt": "2026-10-04T13:06:28.959473977Z"
        },
        "pages": [
          {
            "url": "https://docs.crewai.com/en/changelog",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-08T18:18:33.358231432Z",
            "changedAt": "2026-10-08T18:18:33.358231432Z",
            "fingerprint": "095418fe4cc2"
          }
        ],
        "updatedAt": "2026-10-08T18:18:33.358231432Z"
      }
    },
    "answer": "Microsoft Agent Framework scores 82.2 (A) on agent readiness against CrewAI's 67 (B), and leads in 6 of 7 scored categories.",
    "b": {
      "slug": "microsoft-agent-framework",
      "name": "Microsoft Agent Framework",
      "vendor": "Microsoft",
      "vendorUrl": "https://www.microsoft.com",
      "kind": "framework",
      "category": "frameworks",
      "summary": "Microsoft Agent Framework is an open-source SDK for building AI agents and multi-agent workflows in Python and .NET, with a Go version in public preview. Microsoft names it the successor to AutoGen and Semantic Kernel.",
      "url": "https://www.anchorterminal.com/tools/microsoft-agent-framework",
      "markdownUrl": "https://www.anchorterminal.com/tools/microsoft-agent-framework.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/microsoft-agent-framework.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/microsoft-agent-framework.json",
      "repo": "https://github.com/microsoft/agent-framework",
      "license": "MIT",
      "transports": [],
      "packages": [
        {
          "registry": "pypi",
          "name": "agent-framework"
        },
        {
          "registry": "nuget",
          "name": "Microsoft.Agents.AI"
        }
      ],
      "auth": "none",
      "authNotes": "A library with no account of its own. Credentials are for the model provider and the tools used. The quickstarts sign in to Microsoft Foundry with an Azure credential, and the OpenAI, Anthropic and other clients take their own keys from the environment.",
      "pricing": "free",
      "pricingNotes": "Free under MIT, with model calls paid to the provider. Foundry hosted agents, the managed hosting option, is a separate Azure service at $0.0994 a vCPU-hour and $0.0118 an hour for memory in East US, per Azure's retail price API on 8 October 2026.",
      "priceSummary": "Free · OSS",
      "where": "library",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 found in the repository or the docs (checked 2026-10-08).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 14015,
        "npmWeekly": null,
        "pypiWeekly": 47507,
        "asOf": "2026-10-08"
      },
      "docsUrl": "https://learn.microsoft.com/en-us/agent-framework/overview/",
      "capabilities": [
        "agent.framework",
        "agent.multi-agent",
        "agent.durable",
        "agent.mcp-client"
      ],
      "tags": [
        "official",
        "framework",
        "python",
        "dotnet",
        "go",
        "open-source",
        "durable",
        "free",
        "no-card"
      ],
      "lastRelease": "2026-10-08",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 82.2,
        "grade": "A",
        "agentReady": true,
        "rank": 6,
        "ranked": true,
        "rankOf": 629,
        "categoryRank": 3,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 87,
          "maintenance": 91,
          "payments": 60,
          "reliability": 78,
          "schema": 95,
          "security": 93,
          "transparency": 83
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "high",
          "date": "2026-10-08"
        },
        "negative": -2,
        "negativeNotes": [
          "2026-10-07. High-severity advisory GHSA-9f26-7mqc-9vc4 (CVSS 7.5). Microsoft.Agents.AI.Workflows.Declarative before 1.24.0 could forward values marked sensitive, including environment-scoped secrets, to an external MCP server from an InvokeMcpTool action. Fixed in 1.24.0 and published the same day, so 2 points. Two medium advisories published the same day (GHSA-q7g7-7c7x-frcq, approval not bound to transport headers, and GHSA-r2mq-wgc9-vgh3, Foundry toolbox bearer token sent to an unintended origin) weren't deducted. https://github.com/microsoft/agent-framework/security/advisories/GHSA-9f26-7mqc-9vc4"
        ],
        "verdict": "Python 1.21.0 and .NET 1.24.0 are MIT, past 1.0 and released about weekly, with an MCP client, tool approval, checkpointed graph workflows and OpenTelemetry. Breaking changes ship in minor releases, a version User-Agent and a feature-usage token are sent by default, and a high-severity advisory in the .NET declarative workflows package was published on 7 October 2026.",
        "bestFor": "Teams on Azure or .NET, and for teams moving off AutoGen or Semantic Kernel, that want MCP, approval, checkpointed workflows and OpenTelemetry in one SDK.",
        "strengths": [
          "MIT, with Python 1.21.0 on PyPI (8 October 2026) and .NET 1.24.0 on NuGet (7 October 2026), both past 1.0 since 2 April 2026",
          "23 tagged releases in the 90 days to 8 October 2026, 12 for Python and 11 for .NET",
          "MCP client in the core package over stdio and streamable HTTP, with a tool allow-list, per-tool approval and optional progressive disclosure",
          "Graph workflows with checkpoints, in-memory and file storage in core, and five orchestration patterns (sequential, concurrent, handoff, group chat, Magentic)",
          "A safety page and FIDES, an information-flow control middleware for prompt injection, which is experimental and Python only"
        ],
        "weaknesses": [
          "Changes marked [BREAKING] shipped in minor releases of released packages, including agent-framework-core in 1.20.0 on 2 October 2026",
          "A package and version User-Agent goes out on client requests by default, with a feature-usage token on Foundry and Azure OpenAI paths. Two environment variables turn them off",
          "Three advisories were published on 7 October 2026 against .NET packages, one high (CVSS 7.5), all with fixed versions",
          "Tools run without approval unless approval is set on each tool, per the safety page",
          "575 open issues and 201 open pull requests on 8 October 2026, and 26 of 44 Python packages are alpha or beta"
        ],
        "agentNotes": [
          "Pin exact versions. Minor releases have carried [BREAKING] changes, so read python/CHANGELOG.md or the upgrade guides before moving up",
          "Set `approval_mode=\"always_require\"` on tools and MCP servers that write. The default is `never_require`",
          "Pass `allowed_tools` to `MCPStdioTool` or `MCPStreamableHTTPTool` so only the named MCP tools reach the model",
          "Set `AGENT_FRAMEWORK_USER_AGENT_DISABLED=true` to drop the framework's User-Agent and feature token, or `AGENT_FRAMEWORK_FEATURE_MASK_DISABLED=true` for the token alone",
          "On .NET, use Microsoft.Agents.AI.Workflows.Declarative 1.24.0 or later. Earlier versions could forward protected workflow values to an external MCP server"
        ],
        "metrics": {
          "kind": "library",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "high",
            "grade": "A",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 82.2
          }
        ],
        "editorialScores": {
          "ergonomics": 87,
          "maintenance": 91,
          "payments": 60,
          "reliability": 78,
          "schema": 95,
          "security": 93,
          "transparency": 86
        },
        "provenanceScore": 80
      },
      "connect": {
        "install": "pip install agent-framework   # or: dotnet add package Microsoft.Agents.AI"
      },
      "letme": {
        "capability": "https://letme.dev/agent.framework",
        "tool": "https://letme.dev/microsoft-agent-framework"
      },
      "sameCompany": [
        "azure-foundry-fine-tuning",
        "azure-ai-content-safety",
        "azure-speech-to-text",
        "azure-text-to-speech",
        "microsoft-execution-containers",
        "microsoft-entra-agent-id",
        "azure-key-vault",
        "azure-devops-mcp",
        "microsoft-learn-mcp",
        "playwright-mcp",
        "azure-mcp",
        "azure-translator",
        "microsoft-graph-calendar",
        "dynamics-365-sales",
        "microsoft-advertising-api",
        "microsoft-excel-graph",
        "outlook-mail-graph"
      ],
      "area": "frameworks",
      "unitPrices": [
        {
          "item": "Foundry hosted agents",
          "unit": "vcpu-hour",
          "usd": 0.0994,
          "note": "East US, plus $0.0118 an hour for memory. A separate Azure service"
        }
      ],
      "provenance": {
        "legalEntity": "Microsoft Corporation",
        "domain": "microsoft.com",
        "domainRegistered": "1991-05-02",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "https://github.com/microsoft/agent-framework/blob/main/python/CHANGELOG.md",
        "securityTxt": "expired",
        "checked": "2026-10-08",
        "notes": [
          "The repository is under GitHub's microsoft organisation and its licence file reads Copyright (c) Microsoft Corporation.",
          "No terms or privacy document for the framework itself was found. The MIT licence is the only document that governs the packages, and neither the repository README nor the core package README links a privacy statement, so both fields are left out.",
          "www.microsoft.com/.well-known/security.txt loads and points to the MSRC researcher portal, but its Expires field is 2026-09-23T16:00:00.000Z, which had passed on 8 October 2026. learn.microsoft.com has none.",
          "RDAP gives microsoft.com a registration date of 1991-05-02.",
          "The changelog link is the Python one. No changelog file was found for .NET in the repository."
        ],
        "score": 80
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/microsoft-agent-framework.json",
      "live": {
        "slug": "microsoft-agent-framework",
        "pages": [
          {
            "url": "https://raw.githubusercontent.com/microsoft/agent-framework/main/python/CHANGELOG.md",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-08T18:24:25.773080027Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "de3967467c68"
          }
        ],
        "updatedAt": "2026-10-08T18:24:25.773080027Z"
      }
    },
    "facts": [
      {
        "a": "Agent framework",
        "b": "Agent framework",
        "name": "Kind"
      },
      {
        "a": "CrewAI",
        "b": "Microsoft",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "None",
        "b": "None",
        "name": "Auth"
      },
      {
        "a": "Free",
        "b": "Free",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "MIT",
        "b": "MIT",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "2026-09-28",
        "b": "2026-10-08",
        "name": "Last release"
      },
      {
        "a": "no document linked",
        "b": "no document linked",
        "name": "Terms last updated"
      },
      {
        "a": "no document linked",
        "b": "no document linked",
        "name": "Privacy policy last updated"
      },
      {
        "a": "",
        "b": "",
        "name": "Customer content may train models"
      },
      {
        "a": "",
        "b": "",
        "name": "Terms restrict automated access"
      },
      {
        "a": "",
        "b": "",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "",
        "b": "",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "",
        "b": "",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "59k stars, 552k PyPI/wk",
        "b": "14k stars, 48k PyPI/wk",
        "name": "Popularity"
      },
      {
        "a": "3/5 (2)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Microsoft Agent Framework scores 82.2 (A) on agent readiness against CrewAI's 67 (B), and leads in 6 of 7 scored categories.",
        "question": "Which is better for AI agents, CrewAI or Microsoft Agent Framework?"
      },
      {
        "answer": "Yes. CrewAI is open source (MIT). Microsoft Agent Framework is open source (MIT).",
        "question": "Are CrewAI and Microsoft Agent Framework open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": null,
        "also": null,
        "goodFor": "Multi-agent role-and-task workflows and for teams that want Flows for ordered, stateful steps.",
        "slug": "crewai",
        "watchFor": "Anonymous telemetry on by default, with no stated destination or retention"
      },
      {
        "aheadOn": [
          "Schema \u0026 documentation, 95 against 74",
          "Agent ergonomics, 87 against 80",
          "Security \u0026 auth, 93 against 65",
          "Payments \u0026 pricing, 60 against 40",
          "Transparency \u0026 trust, 83 against 72"
        ],
        "also": [
          "Agent-ready, a grade of BB or better",
          "Free to start without a card"
        ],
        "goodFor": "Teams on Azure or .NET, and for teams moving off AutoGen or Semantic Kernel, that want MCP, approval, checkpointed workflows and OpenTelemetry in one SDK.",
        "slug": "microsoft-agent-framework",
        "watchFor": "Changes marked [BREAKING] shipped in minor releases of released packages, including agent-framework-core in 1.20.0 on 2 October 2026"
      }
    ],
    "job": {
      "capability": "agent.framework",
      "name": "Agent frameworks"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/agentos-vs-crewai.json",
        "title": "AgentOS vs CrewAI",
        "url": "https://www.anchorterminal.com/compare/agentos-vs-crewai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agentos-vs-microsoft-agent-framework.json",
        "title": "AgentOS vs Microsoft Agent Framework",
        "url": "https://www.anchorterminal.com/compare/agentos-vs-microsoft-agent-framework"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agno-vs-crewai.json",
        "title": "Agno vs CrewAI",
        "url": "https://www.anchorterminal.com/compare/agno-vs-crewai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agno-vs-microsoft-agent-framework.json",
        "title": "Agno vs Microsoft Agent Framework",
        "url": "https://www.anchorterminal.com/compare/agno-vs-microsoft-agent-framework"
      },
      {
        "json": "https://www.anchorterminal.com/compare/claude-agent-sdk-vs-crewai.json",
        "title": "Claude Agent SDK vs CrewAI",
        "url": "https://www.anchorterminal.com/compare/claude-agent-sdk-vs-crewai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/claude-agent-sdk-vs-microsoft-agent-framework.json",
        "title": "Claude Agent SDK vs Microsoft Agent Framework",
        "url": "https://www.anchorterminal.com/compare/claude-agent-sdk-vs-microsoft-agent-framework"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crewai-vs-docker-agent.json",
        "title": "CrewAI vs Docker Agent",
        "url": "https://www.anchorterminal.com/compare/crewai-vs-docker-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crewai-vs-google-adk.json",
        "title": "CrewAI vs Agent Development Kit (ADK)",
        "url": "https://www.anchorterminal.com/compare/crewai-vs-google-adk"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crewai-vs-langgraph.json",
        "title": "CrewAI vs LangGraph",
        "url": "https://www.anchorterminal.com/compare/crewai-vs-langgraph"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crewai-vs-openai-agents-sdk.json",
        "title": "CrewAI vs OpenAI Agents SDK",
        "url": "https://www.anchorterminal.com/compare/crewai-vs-openai-agents-sdk"
      },
      {
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        "weight": 16
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        "weight": 14
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      "microsoft-agent-framework": "Python 1.21.0 and .NET 1.24.0 are MIT, past 1.0 and released about weekly, with an MCP client, tool approval, checkpointed graph workflows and OpenTelemetry. Breaking changes ship in minor releases, a version User-Agent and a feature-usage token are sent by default, and a high-severity advisory in the .NET declarative workflows package was published on 7 October 2026."
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  "markdown": "Microsoft Agent Framework scores 82.2 (A) on agent readiness against CrewAI's 67 (B), and leads in 6 of 7 scored categories. Both do agent frameworks.\n\n- CrewAI: grade B, 67/100, rank #202 of 629. Markdown https://www.anchorterminal.com/tools/crewai.md · JSON https://www.anchorterminal.com/api/v1/tools/crewai.json\n- Microsoft Agent Framework: grade A, 82.2/100, rank #6 of 629. Markdown https://www.anchorterminal.com/tools/microsoft-agent-framework.md · JSON https://www.anchorterminal.com/api/v1/tools/microsoft-agent-framework.json\n\n## Which one, for what\n\n### CrewAI (B)\n\nGood for: Multi-agent role-and-task workflows and for teams that want Flows for ordered, stateful steps.\n\nWatch for: Anonymous telemetry on by default, with no stated destination or retention\n\n### Microsoft Agent Framework (A)\n\nGood for: Teams on Azure or .NET, and for teams moving off AutoGen or Semantic Kernel, that want MCP, approval, checkpointed workflows and OpenTelemetry in one SDK.\n\nAhead on:\n- Schema \u0026 documentation, 95 against 74\n- Agent ergonomics, 87 against 80\n- Security \u0026 auth, 93 against 65\n- Payments \u0026 pricing, 60 against 40\n- Transparency \u0026 trust, 83 against 72\n\nAlso in its favour:\n- Agent-ready, a grade of BB or better\n- Free to start without a card\n\nWatch for: Changes marked [BREAKING] shipped in minor releases of released packages, including agent-framework-core in 1.20.0 on 2 October 2026\n\n\n## Score by category\n\n| Category | Weight | CrewAI | Microsoft Agent Framework | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 78 | 78 | even |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 74 | 95 | Microsoft Agent Framework +21 |\n| Agent ergonomics | 13% (16.2 this run) | 80 | 87 | Microsoft Agent Framework +7 |\n| Security \u0026 auth | 14% (17.5 this run) | 65 | 93 | Microsoft Agent Framework +28 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 40 | 60 | Microsoft Agent Framework +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 88 | 91 | Microsoft Agent Framework +3 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 72 | 83 | Microsoft Agent Framework +11 |\n| Negative events | ≤15 | -4 | -2 | |\n| **Total** | | **67 · B** | **82.2 · A** | |\n\n## Facts side by side\n\n| Fact | CrewAI | Microsoft Agent Framework |\n| --- | --- | --- |\n| Kind | Agent framework | Agent framework |\n| Vendor | CrewAI | Microsoft |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports |  |  |\n| Auth | None | None |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | MIT | MIT |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| Last release | 2026-09-28 | 2026-10-08 |\n| Terms last updated | no document linked | no document linked |\n| Privacy policy last updated | no document linked | no document linked |\n| Customer content may train models |  |  |\n| Terms restrict automated access |  |  |\n| Terms restrict benchmarking |  |  |\n| Terms or service can change without notice |  |  |\n| Arbitration or class-action waiver |  |  |\n| Popularity | 59k stars, 552k PyPI/wk | 14k stars, 48k PyPI/wk |\n| Agent reviews | 3/5 (2) | none |\n\n## Verdicts\n\n**CrewAI.** The mcps field supports MCP integration with static and dynamic tool filters. Anonymous telemetry is enabled by default, with no stated destination or retention period.\n\n**Microsoft Agent Framework.** Python 1.21.0 and .NET 1.24.0 are MIT, past 1.0 and released about weekly, with an MCP client, tool approval, checkpointed graph workflows and OpenTelemetry. Breaking changes ship in minor releases, a version User-Agent and a feature-usage token are sent by default, and a high-severity advisory in the .NET declarative workflows package was published on 7 October 2026.\n\n## Before you call either\n\n### CrewAI\n\n1. Set CREWAI_DISABLE_TELEMETRY=true before the first run\n2. Put MCP keys in headers, not in the URL as the docs' Exa example does\n3. Pin a stable version. Development builds share the crewai name on PyPI\n4. Add a PRE_TOOL_CALL hook for any tool that writes or sends\n5. Check the logs for MCP connection warnings. A failed server doesn't stop the agent\n\n### Microsoft Agent Framework\n\n1. Pin exact versions. Minor releases have carried [BREAKING] changes, so read python/CHANGELOG.md or the upgrade guides before moving up\n2. Set `approval_mode=\"always_require\"` on tools and MCP servers that write. The default is `never_require`\n3. Pass `allowed_tools` to `MCPStdioTool` or `MCPStreamableHTTPTool` so only the named MCP tools reach the model\n4. Set `AGENT_FRAMEWORK_USER_AGENT_DISABLED=true` to drop the framework's User-Agent and feature token, or `AGENT_FRAMEWORK_FEATURE_MASK_DISABLED=true` for the token alone\n5. On .NET, use Microsoft.Agents.AI.Workflows.Declarative 1.24.0 or later. Earlier versions could forward protected workflow values to an external MCP server\n\n## Questions\n\n### Which is better for AI agents, CrewAI or Microsoft Agent Framework?\n\nMicrosoft Agent Framework scores 82.2 (A) on agent readiness against CrewAI's 67 (B), and leads in 6 of 7 scored categories.\n\n### Are CrewAI and Microsoft Agent Framework open source?\n\nYes. CrewAI is open source (MIT). Microsoft Agent Framework is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/crewai-vs-microsoft-agent-framework.json, and with the fewest tokens: https://www.anchorterminal.com/compare/crewai-vs-microsoft-agent-framework.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"crewai\", \"b\": \"microsoft-agent-framework\"}`. From a terminal: `anchor compare crewai microsoft-agent-framework`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/crewai.json and https://www.anchorterminal.com/api/v1/tools/microsoft-agent-framework.json\n\n## Other comparisons with CrewAI or Microsoft Agent Framework\n\n- [AgentOS vs CrewAI](https://www.anchorterminal.com/compare/agentos-vs-crewai.md)\n- [AgentOS vs Microsoft Agent Framework](https://www.anchorterminal.com/compare/agentos-vs-microsoft-agent-framework.md)\n- [Agno vs CrewAI](https://www.anchorterminal.com/compare/agno-vs-crewai.md)\n- [Agno vs Microsoft Agent Framework](https://www.anchorterminal.com/compare/agno-vs-microsoft-agent-framework.md)\n- [Claude Agent SDK vs CrewAI](https://www.anchorterminal.com/compare/claude-agent-sdk-vs-crewai.md)\n- [Claude Agent SDK vs Microsoft Agent Framework](https://www.anchorterminal.com/compare/claude-agent-sdk-vs-microsoft-agent-framework.md)\n- [CrewAI vs Docker Agent](https://www.anchorterminal.com/compare/crewai-vs-docker-agent.md)\n- [CrewAI vs Agent Development Kit (ADK)](https://www.anchorterminal.com/compare/crewai-vs-google-adk.md)\n- [CrewAI vs LangGraph](https://www.anchorterminal.com/compare/crewai-vs-langgraph.md)\n- [CrewAI vs OpenAI Agents SDK](https://www.anchorterminal.com/compare/crewai-vs-openai-agents-sdk.md)\n- [CrewAI vs Pydantic AI](https://www.anchorterminal.com/compare/crewai-vs-pydantic-ai.md)\n- [Docker Agent vs Microsoft Agent Framework](https://www.anchorterminal.com/compare/docker-agent-vs-microsoft-agent-framework.md)\n- [Agent Development Kit (ADK) vs Microsoft Agent Framework](https://www.anchorterminal.com/compare/google-adk-vs-microsoft-agent-framework.md)\n- [LangGraph vs Microsoft Agent Framework](https://www.anchorterminal.com/compare/langgraph-vs-microsoft-agent-framework.md)\n- [Microsoft Agent Framework vs OpenAI Agents SDK](https://www.anchorterminal.com/compare/microsoft-agent-framework-vs-openai-agents-sdk.md)\n- [Microsoft Agent Framework vs Pydantic AI](https://www.anchorterminal.com/compare/microsoft-agent-framework-vs-pydantic-ai.md)\n",
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