{
  "data": {
    "a": {
      "slug": "guilds-run",
      "name": "guilds.run",
      "vendor": "Cigale AI",
      "vendorUrl": "https://guilds.run",
      "kind": "framework",
      "category": "frameworks",
      "summary": "Open-source, self-hosted system from Cigale AI for standing teams of AI agents, each with its own role, model and tools. A guild shares chat, notes and tables, and every run keeps the prompt, tool calls and memory changes.",
      "url": "https://www.anchorterminal.com/tools/guilds-run",
      "markdownUrl": "https://www.anchorterminal.com/tools/guilds-run.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/guilds-run.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/guilds-run.json",
      "repo": "https://github.com/CigaleAI/guilds",
      "license": "AGPL-3.0-only",
      "transports": [],
      "packages": [],
      "auth": "api-key",
      "authNotes": "The box has no model key of its own. Each organisation pastes a key for OpenAI, OpenRouter, xAI, DeepInfra or Kimi Code, or points at a local OpenAI-compatible endpoint, and the key is sent only to that provider. The web app on 127.0.0.1:8080 has no login by default; whoever reaches the port is the operator. AUTH_MODE=trusted-header takes identity from an authenticating proxy with a shared secret.",
      "pricing": "free",
      "pricingNotes": "Free under AGPL-3.0 to run yourself, with model usage billed by your own provider and no spend cap set by guilds.run. A hosted edition from $19 a month is listed as coming soon and not available on 14 October 2026 (https://www.guilds.run/pricing).",
      "priceSummary": "Free · OSS",
      "where": "library",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the repository, the docs or on guilds.run (checked 2026-10-14).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 57,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-14"
      },
      "docsUrl": "https://docs.guilds.run/",
      "capabilities": [
        "agent.framework",
        "agent.multi-agent",
        "agent.mcp-client",
        "agent.durable"
      ],
      "tags": [
        "framework",
        "open-source",
        "self-hosted",
        "local",
        "docker",
        "typescript",
        "free",
        "no-card",
        "pre-1.0"
      ],
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 56.5,
        "grade": "C",
        "agentReady": false,
        "rank": 674,
        "ranked": true,
        "rankOf": 1084,
        "categoryRank": 11,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 67,
          "maintenance": 41,
          "payments": 60,
          "reliability": 53,
          "schema": 58,
          "security": 68,
          "transparency": 52
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-14"
        },
        "negative": -2,
        "negativeNotes": [
          "2026-10-14. The home page says each agent has its own computer, and its script example reads sandboxed in scout's workspace. Since the change of 13 October 2026 (pull request #8, per-org machines), agents are placed on shared machines, and the vendor's own register (SEC-24, open and accepted) says agents on one machine can read each other's homes, git tokens, browser sessions and running commands' environments. The footer also links to terms and privacy pages that return 404. The docs state the shared-machine risk plainly, so 2 points. https://www.guilds.run/ and https://github.com/CigaleAI/guilds/blob/main/docs/architecture/security-register.md"
        ],
        "verdict": "A self-hosted multi-agent system that records each run's prompt, tool calls and memory changes, with per-agent models and tools and no telemetry by default. Public since 9 October 2026, it has no tagged release or published package, its own security register lists 13 open issues, and the site's terms and privacy links return 404.",
        "bestFor": "A person or small team that wants a standing, inspectable team of agents with schedules, shared tables and a web app, run on one machine, and is comfortable tracking main.",
        "strengths": [
          "Every run stores the prompt the model saw, each tool call and result, and versioned memory with the author of each change",
          "Free under AGPL-3.0, with Sentry off unless SENTRY_DSN is set and no other telemetry found in the source",
          "MCP tools that write or are marked destructive start Off for a new login, and each agent is offered only the tools turned on for it",
          "CI runs typecheck, lint, unit tests and a smoke test of the Compose stack, and all 13 runs on main passed",
          "A public security register records 26 issues with status, exposure and residual risk"
        ],
        "weaknesses": [
          "No tagged release, version number, changelog or published image. Users install whatever is on main",
          "13 issues in the vendor's security register are open, among them shared machines (SEC-24), root shells (SEC-6) and prompt injection into coding agents (SEC-8)",
          "No login on the default box. Whoever reaches port 8080 is the operator, and remote use needs a proxy or tailnet",
          "Terms and privacy links on guilds.run return 404, and no privacy statement for the software was found",
          "Five days of public history on 14 October 2026, with 57 stars and eight issues and pull requests"
        ],
        "agentNotes": [
          "Keep the box on loopback or behind an authenticating proxy with AUTH_MODE=trusted-header. The default mode does not authenticate",
          "Put agents that hold different secrets or GitHub tokens on different machines. Agents on one machine can read each other's homes and tokens",
          "Back up the .env file written by ./setup.sh. It holds the only copy of the key that encrypts stored credentials",
          "Set a spend limit at your model provider. guilds.run sets no spend cap, and max_tool_calls defaults to 50 per run",
          "Pin a commit of main when you deploy. There are no tagged releases or versioned images yet"
        ],
        "metrics": {
          "kind": "local",
          "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": 56.5
          }
        ],
        "editorialScores": {
          "ergonomics": 67,
          "maintenance": 41,
          "payments": 60,
          "reliability": 53,
          "schema": 58,
          "security": 68,
          "transparency": 63
        },
        "provenanceScore": 40
      },
      "connect": {
        "install": "git clone https://github.com/CigaleAI/guilds.git \u0026\u0026 cd guilds \u0026\u0026 ./setup.sh \u0026\u0026 docker compose up --detach --wait"
      },
      "letme": {
        "capability": "https://letme.dev/agent.framework",
        "tool": "https://letme.dev/guilds-run"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "Cigale AI",
        "domain": "guilds.run",
        "domainRegistered": "2026-09-19",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-10-14",
        "notes": [
          "The site footer says Cigale is the company behind guilds.run, and THIRD_PARTY_NOTICES.md reads copyright Cigale AI. No legal form or address was found.",
          "The footer links to https://www.guilds.run/terms and https://www.guilds.run/privacy, and both returned 404 on 14 October 2026.",
          "www.guilds.run/.well-known/security.txt returns 404. The repository has SECURITY.md with GitHub private vulnerability reporting.",
          "RDAP gives guilds.run a registration date of 2026-09-19.",
          "The GitHub organisation CigaleAI was created on 2025-02-17 and is not verified."
        ],
        "score": 40
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/guilds-run.json",
      "live": {
        "slug": "guilds-run",
        "pages": [
          {
            "url": "https://www.guilds.run/pricing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-14T21:13:14.789150755Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "56ebea156266"
          }
        ],
        "updatedAt": "2026-10-14T21:13:14.789150755Z"
      }
    },
    "answer": "Microsoft Agent Framework scores 82.2 (A) on agent readiness against guilds.run's 56.5 (C), 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": 1084,
        "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-document-intelligence",
        "azure-devops-mcp",
        "microsoft-learn-mcp",
        "playwright-mcp",
        "azure-mcp",
        "azure-maps",
        "azure-translator",
        "microsoft-graph-calendar",
        "azure-blob-storage",
        "onedrive-sharepoint",
        "microsoft-teams",
        "dynamics-365-sales",
        "power-automate",
        "foundry-local",
        "microsoft-decision-1",
        "microsoft-advertising-api",
        "microsoft-excel-graph",
        "outlook-mail-graph",
        "microsoft-graph-people"
      ],
      "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",
        "versions": [
          {
            "registry": "github",
            "name": "microsoft/agent-framework",
            "version": "python-1.21.0",
            "released": "2026-10-08",
            "seenAt": "2026-10-13T23:09:13.667425239Z"
          },
          {
            "registry": "pypi",
            "name": "agent-framework",
            "version": "1.21.0",
            "released": "2026-10-08",
            "seenAt": "2026-10-13T23:09:13.486918973Z"
          }
        ],
        "githubStars": 14116,
        "pypiWeekly": 47152,
        "securityTxt": {
          "url": "https://microsoft.com/.well-known/security.txt",
          "state": "expired",
          "expires": "2026-09-23T16:00:00.000Z",
          "checkedAt": "2026-10-14T15:46:30.527013799Z"
        },
        "domain": {
          "domain": "microsoft.com",
          "registered": "1991-05-02",
          "source": "https://rdap.verisign.com/com/v1/domain/microsoft.com",
          "checkedAt": "2026-10-11T13:11:44.704195317Z"
        },
        "pages": [
          {
            "url": "https://raw.githubusercontent.com/microsoft/agent-framework/main/python/CHANGELOG.md",
            "kind": "changelog",
            "status": 304,
            "checkedAt": "2026-10-14T21:07:17.596181027Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "de3967467c68"
          }
        ],
        "updatedAt": "2026-10-14T21:07:17.596181027Z"
      }
    },
    "facts": [
      {
        "a": "Agent framework",
        "b": "Agent framework",
        "name": "Kind"
      },
      {
        "a": "Cigale AI",
        "b": "Microsoft",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "None",
        "name": "Auth"
      },
      {
        "a": "Free",
        "b": "Free",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "AGPL-3.0-only",
        "b": "MIT",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "none",
        "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": "57 stars",
        "b": "14k stars, 48k PyPI/wk",
        "name": "Popularity"
      }
    ],
    "faq": [
      {
        "answer": "Microsoft Agent Framework scores 82.2 (A) on agent readiness against guilds.run's 56.5 (C), and leads in 6 of 7 scored categories.",
        "question": "Which is better for AI agents, guilds.run or Microsoft Agent Framework?"
      },
      {
        "answer": "Yes. guilds.run is open source (AGPL-3.0-only). Microsoft Agent Framework is open source (MIT).",
        "question": "Are guilds.run and Microsoft Agent Framework open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": null,
        "also": null,
        "goodFor": "A person or small team that wants a standing, inspectable team of agents with schedules, shared tables and a web app, run on one machine, and is comfortable tracking main.",
        "slug": "guilds-run",
        "watchFor": "No tagged release, version number, changelog or published image. Users install whatever is on main"
      },
      {
        "aheadOn": [
          "Reliability, 78 against 53",
          "Schema \u0026 documentation, 95 against 58",
          "Agent ergonomics, 87 against 67",
          "Security \u0026 auth, 93 against 68",
          "Maintenance \u0026 community, 91 against 41",
          "Transparency \u0026 trust, 83 against 52"
        ],
        "also": [
          "Agent-ready, a grade of BB or better",
          "No key needed to call it"
        ],
        "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-guilds-run.json",
        "title": "AgentOS vs guilds.run",
        "url": "https://www.anchorterminal.com/compare/agentos-vs-guilds-run"
      },
      {
        "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-guilds-run.json",
        "title": "Agno vs guilds.run",
        "url": "https://www.anchorterminal.com/compare/agno-vs-guilds-run"
      },
      {
        "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-guilds-run.json",
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        "json": "https://www.anchorterminal.com/compare/claude-agent-sdk-vs-microsoft-agent-framework.json",
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        "url": "https://www.anchorterminal.com/compare/claude-agent-sdk-vs-microsoft-agent-framework"
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        "json": "https://www.anchorterminal.com/compare/crewai-vs-guilds-run.json",
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      {
        "json": "https://www.anchorterminal.com/compare/crewai-vs-microsoft-agent-framework.json",
        "title": "CrewAI vs Microsoft Agent Framework",
        "url": "https://www.anchorterminal.com/compare/crewai-vs-microsoft-agent-framework"
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        "json": "https://www.anchorterminal.com/compare/docker-agent-vs-guilds-run.json",
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        "url": "https://www.anchorterminal.com/compare/docker-agent-vs-guilds-run"
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      {
        "json": "https://www.anchorterminal.com/compare/docker-agent-vs-microsoft-agent-framework.json",
        "title": "Docker Agent vs Microsoft Agent Framework",
        "url": "https://www.anchorterminal.com/compare/docker-agent-vs-microsoft-agent-framework"
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        "url": "https://www.anchorterminal.com/compare/google-adk-vs-guilds-run"
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        "json": "https://www.anchorterminal.com/compare/google-adk-vs-microsoft-agent-framework.json",
        "title": "Agent Development Kit (ADK) vs Microsoft Agent Framework",
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        "json": "https://www.anchorterminal.com/compare/guilds-run-vs-openai-agents-sdk.json",
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        "key": "reliability",
        "microsoft-agent-framework": 78,
        "name": "Reliability",
        "weight": 16
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        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
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      {
        "by": 37,
        "edge": "microsoft-agent-framework",
        "guilds-run": 58,
        "key": "schema",
        "microsoft-agent-framework": 95,
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 20,
        "edge": "microsoft-agent-framework",
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        "microsoft-agent-framework": 87,
        "name": "Agent ergonomics",
        "weight": 13
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      {
        "by": 25,
        "edge": "microsoft-agent-framework",
        "guilds-run": 68,
        "key": "security",
        "microsoft-agent-framework": 93,
        "name": "Security \u0026 auth",
        "weight": 14
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      {
        "by": 0,
        "edge": "",
        "guilds-run": 60,
        "key": "payments",
        "microsoft-agent-framework": 60,
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
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      {
        "by": 50,
        "edge": "microsoft-agent-framework",
        "guilds-run": 41,
        "key": "maintenance",
        "microsoft-agent-framework": 91,
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 31,
        "edge": "microsoft-agent-framework",
        "guilds-run": 52,
        "key": "transparency",
        "microsoft-agent-framework": 83,
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "Microsoft Agent Framework scores 82.2 (A) on agent readiness against guilds.run's 56.5 (C), and leads in 6 of 7 scored categories. Both do agent frameworks.",
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      "guilds-run": "A self-hosted multi-agent system that records each run's prompt, tool calls and memory changes, with per-agent models and tools and no telemetry by default. Public since 9 October 2026, it has no tagged release or published package, its own security register lists 13 open issues, and the site's terms and privacy links return 404.",
      "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 guilds.run's 56.5 (C), and leads in 6 of 7 scored categories. Both do agent frameworks.\n\n- guilds.run: grade C, 56.5/100, rank #674 of 1084. Markdown https://www.anchorterminal.com/tools/guilds-run.md · JSON https://www.anchorterminal.com/api/v1/tools/guilds-run.json\n- Microsoft Agent Framework: grade A, 82.2/100, rank #6 of 1084. Markdown https://www.anchorterminal.com/tools/microsoft-agent-framework.md · JSON https://www.anchorterminal.com/api/v1/tools/microsoft-agent-framework.json\n- Best agent frameworks and SDKs: https://www.anchorterminal.com/best/frameworks/index.md\n- All 55 frameworks comparisons: https://www.anchorterminal.com/compare/frameworks/index.md\n\n## Which one, for what\n\n### guilds.run (C)\n\nGood for: A person or small team that wants a standing, inspectable team of agents with schedules, shared tables and a web app, run on one machine, and is comfortable tracking main.\n\nWatch for: No tagged release, version number, changelog or published image. Users install whatever is on main\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- Reliability, 78 against 53\n- Schema \u0026 documentation, 95 against 58\n- Agent ergonomics, 87 against 67\n- Security \u0026 auth, 93 against 68\n- Maintenance \u0026 community, 91 against 41\n- Transparency \u0026 trust, 83 against 52\n\nAlso in its favour:\n- Agent-ready, a grade of BB or better\n- No key needed to call it\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 | guilds.run | Microsoft Agent Framework | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 53 | 78 | Microsoft Agent Framework +25 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 58 | 95 | Microsoft Agent Framework +37 |\n| Agent ergonomics | 13% (16.2 this run) | 67 | 87 | Microsoft Agent Framework +20 |\n| Security \u0026 auth | 14% (17.5 this run) | 68 | 93 | Microsoft Agent Framework +25 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 60 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 41 | 91 | Microsoft Agent Framework +50 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 52 | 83 | Microsoft Agent Framework +31 |\n| Negative events | ≤15 | -2 | -2 | |\n| **Total** | | **56.5 · C** | **82.2 · A** | |\n\n## Facts side by side\n\n| Fact | guilds.run | Microsoft Agent Framework |\n| --- | --- | --- |\n| Kind | Agent framework | Agent framework |\n| Vendor | Cigale AI | Microsoft |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports |  |  |\n| Auth | API key | None |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | AGPL-3.0-only | MIT |\n| Read-only variant documented | no | no |\n| llms.txt | no | no |\n| Last release | none | 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 | 57 stars | 14k stars, 48k PyPI/wk |\n\n## Verdicts\n\n**guilds.run.** A self-hosted multi-agent system that records each run's prompt, tool calls and memory changes, with per-agent models and tools and no telemetry by default. Public since 9 October 2026, it has no tagged release or published package, its own security register lists 13 open issues, and the site's terms and privacy links return 404.\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### guilds.run\n\n1. Keep the box on loopback or behind an authenticating proxy with AUTH_MODE=trusted-header. The default mode does not authenticate\n2. Put agents that hold different secrets or GitHub tokens on different machines. Agents on one machine can read each other's homes and tokens\n3. Back up the .env file written by ./setup.sh. It holds the only copy of the key that encrypts stored credentials\n4. Set a spend limit at your model provider. guilds.run sets no spend cap, and max_tool_calls defaults to 50 per run\n5. Pin a commit of main when you deploy. There are no tagged releases or versioned images yet\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, guilds.run or Microsoft Agent Framework?\n\nMicrosoft Agent Framework scores 82.2 (A) on agent readiness against guilds.run's 56.5 (C), and leads in 6 of 7 scored categories.\n\n### Are guilds.run and Microsoft Agent Framework open source?\n\nYes. guilds.run is open source (AGPL-3.0-only). Microsoft Agent Framework is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/guilds-run-vs-microsoft-agent-framework.json, and with the fewest tokens: https://www.anchorterminal.com/compare/guilds-run-vs-microsoft-agent-framework.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"guilds-run\", \"b\": \"microsoft-agent-framework\"}`. From a terminal: `anchor compare guilds-run microsoft-agent-framework`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/guilds-run.json and https://www.anchorterminal.com/api/v1/tools/microsoft-agent-framework.json\n\n## Other comparisons with guilds.run or Microsoft Agent Framework\n\n- [AgentOS vs guilds.run](https://www.anchorterminal.com/compare/agentos-vs-guilds-run.md)\n- [AgentOS vs Microsoft Agent Framework](https://www.anchorterminal.com/compare/agentos-vs-microsoft-agent-framework.md)\n- [Agno vs guilds.run](https://www.anchorterminal.com/compare/agno-vs-guilds-run.md)\n- [Agno vs Microsoft Agent Framework](https://www.anchorterminal.com/compare/agno-vs-microsoft-agent-framework.md)\n- [Claude Agent SDK vs guilds.run](https://www.anchorterminal.com/compare/claude-agent-sdk-vs-guilds-run.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 guilds.run](https://www.anchorterminal.com/compare/crewai-vs-guilds-run.md)\n- [CrewAI vs Microsoft Agent Framework](https://www.anchorterminal.com/compare/crewai-vs-microsoft-agent-framework.md)\n- [Docker Agent vs guilds.run](https://www.anchorterminal.com/compare/docker-agent-vs-guilds-run.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 guilds.run](https://www.anchorterminal.com/compare/google-adk-vs-guilds-run.md)\n- [Agent Development Kit (ADK) vs Microsoft Agent Framework](https://www.anchorterminal.com/compare/google-adk-vs-microsoft-agent-framework.md)\n- [guilds.run vs LangGraph](https://www.anchorterminal.com/compare/guilds-run-vs-langgraph.md)\n- [guilds.run vs OpenAI Agents SDK](https://www.anchorterminal.com/compare/guilds-run-vs-openai-agents-sdk.md)\n- [guilds.run vs Pydantic AI](https://www.anchorterminal.com/compare/guilds-run-vs-pydantic-ai.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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