{
  "data": {
    "a": {
      "slug": "agno",
      "name": "Agno",
      "vendor": "Agno Inc.",
      "vendorUrl": "https://www.agno.com",
      "kind": "framework",
      "category": "frameworks",
      "summary": "Open-source Python framework from Agno Inc. for building agents, teams and workflows, with the AgentOS runtime that serves them over a REST API and an MCP server. Formerly Phidata.",
      "url": "https://www.anchorterminal.com/tools/agno",
      "markdownUrl": "https://www.anchorterminal.com/tools/agno.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/agno.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/agno.json",
      "dns": "agno.grade.anchorterminal.com",
      "repo": "https://github.com/agno-agi/agno",
      "license": "Apache-2.0",
      "transports": [],
      "packages": [
        {
          "registry": "pypi",
          "name": "agno"
        }
      ],
      "auth": "api-key",
      "authNotes": "The framework has no account of its own. Each model provider takes its own key from the environment. AgentOS, the server you run, accepts JWTs, a shared OS_SECURITY_KEY or service-account tokens, and takes no credential when none is configured. The hosted control plane at os.agno.com needs a sign-in.",
      "pricing": "free",
      "pricingNotes": "The SDK and AgentOS are free under Apache 2.0, and you pay your model provider. The optional hosted control plane is free for a local AgentOS and $150 a month (Pro) for a live deployment, with Enterprise by quote (https://www.agno.com/pricing, checked 2026-10-08).",
      "priceSummary": "Free · OSS",
      "where": "library",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the library source or on the pricing page. The only match in the repository is a cookbook example that calls a third-party x402 MCP server (checked 2026-10-08).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 42612,
        "npmWeekly": null,
        "pypiWeekly": 475559,
        "asOf": "2026-10-08"
      },
      "docsUrl": "https://docs.agno.com",
      "llmsTxt": "https://docs.agno.com/llms.txt",
      "capabilities": [
        "agent.framework",
        "agent.multi-agent",
        "agent.durable",
        "agent.mcp-client"
      ],
      "tags": [
        "framework",
        "python",
        "open-source",
        "llms-txt",
        "mcp",
        "otel",
        "free"
      ],
      "lastRelease": "2026-10-29",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 70.9,
        "grade": "BB",
        "agentReady": true,
        "rank": 179,
        "ranked": true,
        "rankOf": 1510,
        "categoryRank": 9,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 76,
          "maintenance": 86,
          "payments": 50,
          "reliability": 83,
          "schema": 90,
          "security": 64,
          "transparency": 84
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-11-01"
        },
        "negative": -5,
        "negativeNotes": [
          "2026-06-30. GHSA-m4w4-3r8h-jw98 (CVE-2026-35002, critical), arbitrary code execution through eval() on field_type in a FunctionCall, fixed in 2.3.24, re-published in GitHub's reviewed database on 2026-10-27. CVE-2026-10105 (high, repository advisory of 2026-07-27, GHSA-82m5-3pcp-hccq in GitHub's database), SQL injection in the ClickHouse vector store's delete_by_metadata, parameterised in the current source. Both fixed and published, so 1 point each. GHSA-vw84-hprm-cxmm (high, published 2025-10-31) left the 12-month window on 1 November 2026 and no longer counts. https://api.osv.dev/v1/query",
          "2026-10-01. agno 3.1.0, a minor release of a package classed Production/Stable, re-keys the `agno_fs` filesystem table by (namespace, user_id, path), and a table made by an earlier release is refused with SchemaOutdatedError until a migration script is run with the application stopped. The release notes mark it under Breaking Changes. No advance notice was found in the 3.0.x release notes, the vendor changelog or the database migrations page. A breaking change in a minor release without notice, so 3 points, the floor, because it is marked on the day, reaches only DbFileSystem users and ships a migration script. https://github.com/agno-agi/agno/releases/tag/v3.1.0"
        ],
        "verdict": "An Apache 2.0 Python agent framework at 3.1.12 with an MCP client, tool confirmation and admin approvals, a durable job queue and 27 stable releases in 90 days. Usage telemetry is on by default with unhashed identifiers, and 3.1.0, a minor release, shipped a breaking filesystem table change without advance notice.",
        "bestFor": "Python teams that want agents, teams and workflows plus a self-hosted server with REST, MCP, approvals and scheduling in one package.",
        "strengths": [
          "Apache 2.0, with 27 stable releases tagged in the 90 days to 1 November 2026 and 3.1.12 on 29 October",
          "MCP client (MCPTools) over Streamable HTTP and stdio with include_tools, exclude_tools and a name prefix",
          "Tool calls can require confirmation, user input or an admin approval that is stored and audited",
          "llms.txt, llms-full.txt, a Markdown twin of every docs page and a docs MCP server at docs.agno.com/mcp",
          "Unit tests, Ruff and mypy run in public CI, and 10 of the 12 latest runs on main passed with 2 cancelled"
        ],
        "weaknesses": [
          "Usage telemetry is on by default and sends session, run and agent identifiers unhashed. Prompts and outputs are not sent",
          "AGNO_TELEMETRY=false does not cover AgentOS launches or evals, which need telemetry=False on the instance",
          "3.1.0, a minor release on 1 October 2026, shipped a breaking filesystem table re-key without advance notice",
          "Two high or critical advisories in 12 months, an eval injection and a ClickHouse SQL injection, both fixed",
          "AgentOS requires no credential unless a JWT key or OS_SECURITY_KEY is configured"
        ],
        "agentNotes": [
          "Set AGNO_TELEMETRY=false before the first run, and pass telemetry=False to AgentOS and to each eval, which ignore the variable",
          "Configure JWT_VERIFICATION_KEY with AgentOS authorisation switched on, or OS_SECURITY_KEY, before exposing AgentOS. With neither set, REST and MCP routes take no credential",
          "Mark tools that write with requires_confirmation, and resume with continue_run once every requirement is resolved",
          "Set tool_call_limit on agents. The default is None",
          "Install extras for what you use, such as agno[mcp] for MCPTools and agno[os,mcp] for AgentOS with its MCP server"
        ],
        "metrics": {
          "kind": "library",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 3.3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "BB",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 70.9
          }
        ],
        "editorialScores": {
          "ergonomics": 76,
          "maintenance": 86,
          "payments": 50,
          "reliability": 83,
          "schema": 90,
          "security": 64,
          "transparency": 73
        },
        "provenanceScore": 94,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-01",
            "maintenance": "2026-11-01",
            "payments": "2026-11-01",
            "reliability": "2026-11-01",
            "schema": "2026-11-01",
            "security": "2026-11-01",
            "transparency": "2026-11-01"
          },
          "last": "2026-11-01",
          "lastMoved": "2026-11-01",
          "oldest": "2026-11-01",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "pip install -U agno   # MCP client: pip install -U \"agno[mcp]\""
      },
      "letme": {
        "capability": "https://letme.dev/agent.framework",
        "tool": "https://letme.dev/agno"
      },
      "area": "frameworks",
      "unitPrices": [
        {
          "item": "Control plane Pro plan, one live AgentOS connection and three seats",
          "unit": "month",
          "usd": 150
        }
      ],
      "provenance": {
        "legalEntity": "Agno Inc.",
        "domain": "agno.com",
        "domainRegistered": "2003-04-13",
        "endpointOnVendorDomain": null,
        "terms": "https://os.agno.com/legal/tos",
        "privacy": "https://os.agno.com/legal/privacy",
        "statusPage": "https://status.agno.com",
        "changelog": "https://www.agno.com/changelog",
        "securityTxt": "valid",
        "checked": "2026-10-08",
        "notes": [
          "The licence file reads Copyright 2025-2026 Agno Inc. and the site footer reads © 2026 Agno Inc.",
          "www.agno.com/.well-known/security.txt gives https://github.com/agno-agi/agno/security as the contact and expires 2027-08-10.",
          "The terms and privacy links in the www.agno.com footer go to os.agno.com/legal/tos and /legal/privacy. Both return 200 but render only with JavaScript, so their text was not read. They cover the hosted control plane. The SDK itself is under Apache 2.0.",
          "status.agno.com lists Website and AgentOS components, which are the vendor's hosted services, not the library.",
          "RDAP gives agno.com a registration date of 2003-04-13. github.com/phidatahq/phidata redirects to agno-agi/agno."
        ],
        "score": 94
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/agno.json",
      "live": {
        "slug": "agno",
        "vendorStatus": {
          "page": "https://status.agno.com",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-11-07T19:20:42.102103283Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "agno-agi/agno",
            "version": "v3.1.12",
            "released": "2026-10-29",
            "seenAt": "2026-11-06T23:04:07.662096913Z"
          },
          {
            "registry": "pypi",
            "name": "agno",
            "version": "3.1.12",
            "released": "2026-10-29",
            "seenAt": "2026-11-06T23:04:07.461791657Z"
          }
        ],
        "githubStars": 43085,
        "pypiWeekly": 509455,
        "securityTxt": {
          "url": "https://agno.com/.well-known/security.txt",
          "state": "valid",
          "expires": "2027-08-10T00:00:00.000Z",
          "checkedAt": "2026-11-07T15:59:40.936544646Z"
        },
        "llmsTxt": {
          "url": "https://docs.agno.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-11-07T15:31:08.375370817Z"
        },
        "domain": {
          "domain": "agno.com",
          "registered": "2003-04-13",
          "source": "https://rdap.verisign.com/com/v1/domain/agno.com",
          "checkedAt": "2026-11-01T14:10:02.018562286Z"
        },
        "pages": [
          {
            "url": "https://www.agno.com/changelog",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-11-07T14:24:24.050920813Z",
            "changedAt": "2026-11-04T08:36:39.468454433Z",
            "fingerprint": "ad0f45a5b03d"
          },
          {
            "url": "https://www.agno.com/pricing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-11-07T14:24:26.519800171Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "39cf0ea4a9f3"
          },
          {
            "url": "https://os.agno.com/legal/privacy",
            "kind": "privacy",
            "status": 304,
            "checkedAt": "2026-11-07T14:15:43.680100604Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "e3b0c44298fc"
          },
          {
            "url": "https://os.agno.com/legal/tos",
            "kind": "terms",
            "status": 304,
            "checkedAt": "2026-11-07T14:15:45.842634161Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "e3b0c44298fc"
          }
        ],
        "github": {
          "repo": "agno-agi/agno",
          "checkedAt": "2026-11-02T08:29:09.626192075Z",
          "stars": 43010,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-11-02T08:04:25Z",
          "openIssues": 966,
          "openPRs": 989,
          "issuesOpened90d": 656,
          "issuesClosed90d": 226,
          "prsMerged90d": 584,
          "ci": {
            "branch": "main",
            "runs": 50,
            "success": 38,
            "failure": 0,
            "other": 12,
            "latest": "success",
            "latestAt": "2026-11-02T06:58:53Z"
          },
          "advisories": [
            {
              "ghsa": "GHSA-w9j5-7p53-pvr3",
              "cve": "CVE-2026-10105",
              "severity": "high",
              "published": "2026-07-27T08:56:58Z"
            },
            {
              "ghsa": "GHSA-m4w4-3r8h-jw98",
              "cve": "CVE-2026-35002",
              "severity": "critical",
              "published": "2026-06-30T07:46:38Z"
            },
            {
              "ghsa": "GHSA-vw84-hprm-cxmm",
              "cve": "CVE-2025-64168",
              "severity": "high",
              "published": "2025-10-31T09:01:28Z"
            }
          ],
          "replies": {
            "sampled": 25,
            "unanswered": 21,
            "medianDays": 1.5
          }
        },
        "updatedAt": "2026-11-07T19:20:42.102103283Z"
      }
    },
    "answer": "Mastra scores 74.2 (BB) on agent readiness against Agno's 70.9 (BB), and leads in 6 of 7 scored categories. Agno leads on transparency \u0026 trust.",
    "b": {
      "slug": "mastra",
      "name": "Mastra",
      "vendor": "Kepler Software, Inc.",
      "vendorUrl": "https://mastra.ai",
      "kind": "framework",
      "category": "frameworks",
      "summary": "Open-source TypeScript framework from Mastra for building agents and workflows, with memory, RAG, evals, tracing, an MCP client and server, and a local Studio. An optional hosted platform runs deployments and observability.",
      "url": "https://www.anchorterminal.com/tools/mastra",
      "markdownUrl": "https://www.anchorterminal.com/tools/mastra.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/mastra.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/mastra.json",
      "dns": "mastra.grade.anchorterminal.com",
      "repo": "https://github.com/mastra-ai/mastra",
      "license": "Apache-2.0 for the core. Code under ee/ directories is source-available under the Mastra Enterprise License, free for development and testing",
      "transports": [],
      "packages": [
        {
          "registry": "npm",
          "name": "@mastra/core"
        },
        {
          "registry": "npm",
          "name": "@mastra/mcp"
        },
        {
          "registry": "npm",
          "name": "mastra"
        }
      ],
      "auth": "api-key",
      "authNotes": "The framework has no account of its own. The model router takes `provider/model` strings and each provider's own key. The hosted Mastra platform needs an account.",
      "pricing": "free",
      "pricingNotes": "Free and open source. You pay for model calls. The hosted platform has a $0 Starter plan with 100K observability events and 24 CPU hours, then $10 per 100K events and $0.35 a CPU hour, and Teams at $250 a month (https://mastra.ai/pricing, checked 2026-11-06).",
      "priceSummary": "Free · OSS",
      "where": "library",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the Mastra docs, the repository or the pricing page (checked 2026-10-06).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 29383,
        "npmWeekly": 3116983,
        "pypiWeekly": null,
        "asOf": "2026-11-06"
      },
      "docsUrl": "https://mastra.ai/docs",
      "llmsTxt": "https://mastra.ai/llms.txt",
      "capabilities": [
        "agent.framework",
        "agent.durable",
        "agent.mcp-client",
        "agent.multi-agent"
      ],
      "tags": [
        "framework",
        "typescript",
        "open-source",
        "llms-txt",
        "mcp",
        "telemetry-default-on"
      ],
      "lastRelease": "2026-11-04",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 74.2,
        "grade": "BB",
        "agentReady": true,
        "rank": 91,
        "ranked": true,
        "rankOf": 1510,
        "categoryRank": 7,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 92,
          "maintenance": 96,
          "payments": 60,
          "reliability": 87,
          "schema": 98,
          "security": 67,
          "transparency": 72
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-11-06"
        },
        "negative": -8,
        "negativeNotes": [
          "2026-06-17. Malicious versions of Mastra's npm packages were published, among them @mastra/core 1.42.1 at 01:15 UTC, and GitHub malware advisories that day (GHSA-pp62-grrw-hvfp and others) say any machine that installed one should be treated as fully compromised. All 21 Mastra packages we checked on OSV carry one. Mastra published clean versions the same day and the changelogs name an \"easy-day-js\" supply-chain incident, but we found no advisory or post-mortem from Mastra. Fixed and under four months old, so 8 points. https://osv.dev/vulnerability/MAL-2026-6011"
        ],
        "verdict": "A TypeScript framework with agents, workflows with suspend and resume, memory, an MCP client and server, per-server tool approval and built-in guardrail processors including a prompt-injection detector. On 17 June 2026 malicious versions of its npm packages were published, and the CLI, server and Studio send usage analytics by default, with token counts every 15 minutes.",
        "bestFor": "TypeScript teams that want agents, workflows, memory, evals and a local Studio in one framework.",
        "strengths": [
          "MCP client with requireToolApproval per server or per tool, allowedHosts and a curated environment for stdio servers",
          "Guardrail processors for prompt injection, PII, moderation and cost limits, run on input and output",
          "Workflows with snapshots, suspend and resume, and durable agents on Inngest or an evented engine",
          "Apache 2.0 core, 1.0 since 20 January 2026, with 27 releases of @mastra/core in 90 days to 6 November",
          "llms.txt with a when-to-use section and condensed instructions for coding agents"
        ],
        "weaknesses": [
          "Malicious versions of Mastra npm packages, including @mastra/core 1.42.1, were published on 17 June 2026",
          "CLI, server and Studio send usage analytics by default, including token counts every 15 minutes, off with MASTRA_TELEMETRY_DISABLED=1",
          "No SECURITY.md, no security.txt and no bug bounty found",
          "Code under ee/ is source-available under the Mastra Enterprise License, not Apache 2.0",
          "TypeScript only, Node 22.13 or newer"
        ],
        "agentNotes": [
          "Set MASTRA_TELEMETRY_DISABLED=1 in every environment that runs the CLI, the server or Studio",
          "Pin exact versions with a lockfile, and make sure no 17 June 2026 release such as @mastra/core 1.42.1 is installed",
          "Set requireToolApproval on MCP servers that write, and allowedHosts when server URLs come from configuration",
          "Add PromptInjectionDetector as an input processor when tools return web or user content",
          "Use supervisor agents through generate() or stream(). `.network()` is deprecated"
        ],
        "metrics": {
          "kind": "library",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "BB",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 74.2
          }
        ],
        "editorialScores": {
          "ergonomics": 92,
          "maintenance": 96,
          "payments": 60,
          "reliability": 87,
          "schema": 98,
          "security": 67,
          "transparency": 72
        },
        "provenanceScore": 71,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-06",
            "maintenance": "2026-11-06",
            "payments": "2026-11-06",
            "reliability": "2026-11-06",
            "schema": "2026-11-06",
            "security": "2026-11-06",
            "transparency": "2026-11-06"
          },
          "last": "2026-11-06",
          "oldest": "2026-11-06",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "npm create mastra@latest   # or: npm i @mastra/core @mastra/mcp"
      },
      "letme": {
        "capability": "https://letme.dev/agent.framework",
        "tool": "https://letme.dev/mastra"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "Kepler Software, Inc.",
        "domain": "mastra.ai",
        "domainRegistered": "2024-10-01",
        "endpointOnVendorDomain": null,
        "terms": "https://mastra.ai/terms-of-service",
        "privacy": "https://mastra.ai/privacy-policy",
        "statusPage": "https://statuspage.incident.io/mastra-platform",
        "changelog": "https://github.com/mastra-ai/mastra/blob/main/packages/core/CHANGELOG.md",
        "securityTxt": "none",
        "checked": "2026-11-06",
        "notes": [
          "The privacy policy names Kepler Software Inc as operator of mastra.ai and shows a last-published date of 25 April 2025.",
          "The licence file is copyright Kepler Software, Inc.",
          "mastra.ai/.well-known/security.txt returns 404 (rechecked 6 November 2026), and the repository has no SECURITY.md.",
          "RDAP gives mastra.ai a registration date of 2024-10-01.",
          "The status page covers the hosted platform, not the framework."
        ],
        "score": 71
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/mastra.json",
      "live": {
        "slug": "mastra",
        "vendorStatus": {
          "page": "https://statuspage.incident.io/mastra-platform",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-11-07T19:22:27.41396844Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "mastra-ai/mastra",
            "version": "@mastra/core@1.82.0",
            "released": "2026-11-04",
            "seenAt": "2026-11-06T23:43:05.299046627Z"
          },
          {
            "registry": "npm",
            "name": "@mastra/core",
            "version": "1.82.0",
            "seenAt": "2026-11-06T23:43:01.102546802Z"
          },
          {
            "registry": "npm",
            "name": "@mastra/mcp",
            "version": "2.8.0",
            "seenAt": "2026-11-06T23:43:01.962943277Z"
          },
          {
            "registry": "npm",
            "name": "mastra",
            "version": "1.38.0",
            "seenAt": "2026-11-06T23:43:03.330470883Z"
          }
        ],
        "githubStars": 29384,
        "npmWeekly": 3116983,
        "securityTxt": {
          "url": "https://mastra.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-11-07T16:00:45.130857018Z"
        },
        "llmsTxt": {
          "url": "https://mastra.ai/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-11-07T15:32:57.501317652Z"
        },
        "pages": [
          {
            "url": "https://raw.githubusercontent.com/mastra-ai/mastra/main/packages/core/CHANGELOG.md",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-11-07T14:21:37.959722321Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "0bdb3498f7aa"
          },
          {
            "url": "https://mastra.ai/pricing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-11-07T14:13:54.312763229Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "0204673a21a8"
          },
          {
            "url": "https://mastra.ai/privacy-policy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-11-07T14:13:56.829832485Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "1621ce3063d8"
          },
          {
            "url": "https://mastra.ai/terms-of-service",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-11-07T14:13:58.580048861Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "edbcf520f26c"
          }
        ],
        "updatedAt": "2026-11-07T19:22:27.41396844Z"
      }
    },
    "edges": [
      {
        "by": 16,
        "category": "ergonomics",
        "leads": "mastra",
        "name": "Agent ergonomics",
        "reasons": {
          "a": "An agent with an MCP server is about ten lines through MCPTools, with include_tools, exclude_tools and tool_name_prefix (22). tool_call_limit exists but defaults to None, and sessions, history and compression are configurable (14). A typed exception hierarchy, with RetryAgentRun and StopAgentRun to steer the loop from a tool (16). Runs continue by run ID after a pause and AgentOS has a durable queue, which is off by default (16). Few required parameters, Python only (8).",
          "b": "An MCP client in about ten lines with listTools() for static or listToolsets() for per-request tools, and ToolSearchProcessor for loading tools on demand (25). Step limits, memory windows and processors such as a token limiter control what reaches the model (20). MastraError with ids and categories, and processors can abort with a reason the caller can read (17). Workflow step retries, snapshots and durable agents for resuming (20). create-mastra scaffolds a project and the model router takes a plain string, but it's TypeScript only (10)."
        },
        "scores": {
          "a": 76,
          "b": 92
        }
      },
      {
        "by": 12,
        "category": "transparency",
        "leads": "agno",
        "name": "Transparency \u0026 trust",
        "reasons": {
          "a": "Apache 2.0 (30). The telemetry page lists the fields sent and says identifiers are not hashed, and the pricing page says the control plane holds no copy of customer data. The terms and privacy pages render only with JavaScript and were not read, and no retention period for telemetry was found (15). Migration guides for 2.0 and 3.0 and migration notices on what was removed, with no written deprecation policy found (10). Telemetry is disclosed in the README and docs with an opt-out, though the environment variable does not cover AgentOS or evals (18).",
          "b": "Apache 2.0 for the core, with ee/ directories source-available under the Mastra Enterprise License (25). The privacy policy (last published 25 April 2025) covers the website, the Teams plan states six months' retention, and the subprocessor list sits in a trust centre our reader couldn't render (15). Migration guides and deprecation warnings, without dated removal windows (12). Every telemetry stream is documented with links to its source and one opt-out, and the reference now spells out what the project identifiers can be correlated with (20)."
        },
        "scores": {
          "a": 84,
          "b": 72
        }
      },
      {
        "by": 10,
        "category": "payments",
        "leads": "mastra",
        "name": "Payments \u0026 pricing",
        "reasons": {
          "a": "No payment protocol (0). Self-hosted rule, with the paid option scored. The control plane has public plan prices, Free at $0 and Pro at $150 a month, with Enterprise by quote (10). The package installs with no card (20) and runs with no Agno account (20).",
          "b": "No payment protocol (0). Scored on the hosted platform, whose per-unit prices are public without a login ($10 per 100K observability events and $0.35 a CPU hour on Starter) (20). The Apache 2.0 packages install with no card (20) and no account, and run any model (20)."
        },
        "scores": {
          "a": 50,
          "b": 60
        }
      },
      {
        "by": 10,
        "category": "maintenance",
        "leads": "mastra",
        "name": "Maintenance \u0026 community",
        "reasons": {
          "a": "3.1.12, tagged 29 October 2026 (30). 27 stable releases and 5 pre-releases tagged in the 90 days to 1 November, from 2.8.7 on 5 August to 3.1.12 (20). Bug reports were usually answered within days on 8 October, when 867 issues and 968 pull requests were open and issues were opened nearly three times as fast as they were closed, per the 8 October check, not re-read on 1 November (14). The Python package is current (15). CI runs lint, types and tests with pinned development tools. No Dependabot configuration file is in the repository (7).",
          "b": "@mastra/core 1.82.0 on 2026-11-04 (30). 27 stable releases in the 90 days to 6 November, 8 of them since 6 October (20). 436 open issues on 6 November, all 50 newest issues commented and 24 of them closed (22). Client, MCP and store packages are current, and @mastra/mcp 1.x stays supported beside 2.x (15). Renovate and CI configured, with the newest runs on main passing (9). 30+20+22+15+9 = 96."
        },
        "scores": {
          "a": 86,
          "b": 96
        }
      },
      {
        "by": 8,
        "category": "schema",
        "leads": "mastra",
        "name": "Schema \u0026 documentation",
        "reasons": {
          "a": "A class reference under docs.agno.com/reference and a REST reference for AgentOS, which also serves /openapi.json (25). llms.txt with 3,985 lines, llms-full.txt, a Markdown twin of each page and a docs MCP server (10). Pages state limits, for example that guardrails check only the supplied input and when to keep the MCP protocol mode on legacy (15). Pydantic-typed classes and tool signatures, with a py.typed marker (13). Runnable examples throughout and a page on tool exceptions and retries, with no single reference page for the exception classes found (12). Dated changelog and release notes per version (15). Framework reading.",
          "b": "Typed TypeScript API with a reference section (25). llms.txt with a when-to-use list and condensed instructions for coding agents (10). The docs say when to use durable agents, and point multi-agent users from `.network()` to supervisor agents (20). Tools take Zod schemas (15). Examples on every page, and MastraError with ids and categories documented, though errors are spread across pages (13). Per-package changelogs and migration guides (15)."
        },
        "scores": {
          "a": 90,
          "b": 98
        }
      }
    ],
    "facts": [
      {
        "a": "Agent framework",
        "b": "Agent framework",
        "name": "Kind"
      },
      {
        "a": "Agno Inc.",
        "b": "Kepler Software, Inc.",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Free",
        "b": "Free",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Apache-2.0",
        "b": "Apache-2.0 for the core. Code under ee/ directories is source-available under the Mastra Enterprise License, free for development and testing",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-29",
        "b": "2026-11-04",
        "name": "Last release"
      },
      {
        "a": "couldn't be read",
        "b": "2026-10-26",
        "name": "Terms last updated"
      },
      {
        "a": "couldn't be read",
        "b": "no date given",
        "name": "Privacy policy last updated"
      },
      {
        "a": "couldn't be read",
        "b": "yes",
        "name": "Customer content may train models"
      },
      {
        "a": "couldn't be read",
        "b": "yes",
        "name": "Terms restrict automated access"
      },
      {
        "a": "couldn't be read",
        "b": "not found in the text",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "couldn't be read",
        "b": "yes",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "couldn't be read",
        "b": "yes",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "43k stars, 476k PyPI/wk",
        "b": "29k stars, 3.1M npm/wk",
        "name": "Popularity"
      },
      {
        "a": "3.3/5 (4)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Mastra scores 74.2 (BB) on agent readiness against Agno's 70.9 (BB), and leads in 6 of 7 scored categories. Agno leads on transparency \u0026 trust.",
        "question": "Which is better for AI agents, Agno or Mastra?"
      },
      {
        "answer": "Yes. Agno is open source (Apache-2.0). Mastra is open source (Apache-2.0 for the core. Code under ee/ directories is source-available under the Mastra Enterprise License, free for development and testing).",
        "question": "Are Agno and Mastra open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Transparency \u0026 trust, 84 against 72"
        ],
        "also": null,
        "goodFor": "Python teams that want agents, teams and workflows plus a self-hosted server with REST, MCP, approvals and scheduling in one package.",
        "slug": "agno",
        "watchFor": "Usage telemetry is on by default and sends session, run and agent identifiers unhashed. Prompts and outputs are not sent"
      },
      {
        "aheadOn": [
          "Schema \u0026 documentation, 98 against 90",
          "Agent ergonomics, 92 against 76",
          "Payments \u0026 pricing, 60 against 50",
          "Maintenance \u0026 community, 96 against 86"
        ],
        "also": null,
        "goodFor": "TypeScript teams that want agents, workflows, memory, evals and a local Studio in one framework.",
        "slug": "mastra",
        "watchFor": "Malicious versions of Mastra npm packages, including @mastra/core 1.42.1, were published on 17 June 2026"
      }
    ],
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        {
          "causes": [
            "correction"
          ],
          "date": "2026-11-01",
          "delta": -2,
          "from": 72.9,
          "fromGrade": "BB",
          "to": 70.9,
          "toGrade": "BB"
        },
        {
          "causes": [
            "method"
          ],
          "date": "2026-10-27",
          "delta": 0.1,
          "from": 72.8,
          "fromGrade": "BB",
          "to": 72.9,
          "toGrade": "BB"
        }
      ],
      "mastra": null
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        "json": "https://www.anchorterminal.com/compare/agentos-vs-mastra.json",
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        "json": "https://www.anchorterminal.com/compare/agno-vs-boxlang-ai.json",
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        "json": "https://www.anchorterminal.com/compare/agno-vs-claude-agent-sdk.json",
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      {
        "json": "https://www.anchorterminal.com/compare/agno-vs-crewai.json",
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      {
        "json": "https://www.anchorterminal.com/compare/agno-vs-cursor-agent-sdk.json",
        "title": "Agno vs Cursor Agent SDK",
        "url": "https://www.anchorterminal.com/compare/agno-vs-cursor-agent-sdk"
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      {
        "json": "https://www.anchorterminal.com/compare/agno-vs-docker-agent.json",
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        "url": "https://www.anchorterminal.com/compare/agno-vs-docker-agent"
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      {
        "json": "https://www.anchorterminal.com/compare/agno-vs-google-adk.json",
        "title": "Agno vs Agent Development Kit (ADK)",
        "url": "https://www.anchorterminal.com/compare/agno-vs-google-adk"
      },
      {
        "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-langgraph.json",
        "title": "Agno vs LangGraph",
        "url": "https://www.anchorterminal.com/compare/agno-vs-langgraph"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agno-vs-llamaindex.json",
        "title": "Agno vs LlamaIndex Framework",
        "url": "https://www.anchorterminal.com/compare/agno-vs-llamaindex"
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      {
        "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"
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      {
        "json": "https://www.anchorterminal.com/compare/agno-vs-openai-agents-sdk.json",
        "title": "Agno vs OpenAI Agents SDK",
        "url": "https://www.anchorterminal.com/compare/agno-vs-openai-agents-sdk"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agno-vs-pydantic-ai.json",
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        "url": "https://www.anchorterminal.com/compare/agno-vs-pydantic-ai"
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        "json": "https://www.anchorterminal.com/compare/agno-vs-smolagents.json",
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        "url": "https://www.anchorterminal.com/compare/agno-vs-smolagents"
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      {
        "json": "https://www.anchorterminal.com/compare/agno-vs-strands-agents.json",
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      {
        "json": "https://www.anchorterminal.com/compare/agno-vs-tradingagents.json",
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        "url": "https://www.anchorterminal.com/compare/agno-vs-tradingagents"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agno-vs-vercel-ai-sdk.json",
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        "url": "https://www.anchorterminal.com/compare/agno-vs-vercel-ai-sdk"
      },
      {
        "json": "https://www.anchorterminal.com/compare/boxlang-ai-vs-mastra.json",
        "title": "BoxLang AI vs Mastra",
        "url": "https://www.anchorterminal.com/compare/boxlang-ai-vs-mastra"
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        "json": "https://www.anchorterminal.com/compare/claude-agent-sdk-vs-mastra.json",
        "title": "Claude Agent SDK vs Mastra",
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        "json": "https://www.anchorterminal.com/compare/crewai-vs-mastra.json",
        "title": "CrewAI vs Mastra",
        "url": "https://www.anchorterminal.com/compare/crewai-vs-mastra"
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        "json": "https://www.anchorterminal.com/compare/cursor-agent-sdk-vs-mastra.json",
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        "json": "https://www.anchorterminal.com/compare/docker-agent-vs-mastra.json",
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        "json": "https://www.anchorterminal.com/compare/langgraph-vs-mastra.json",
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        "json": "https://www.anchorterminal.com/compare/llamaindex-vs-mastra.json",
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        "json": "https://www.anchorterminal.com/compare/mastra-vs-microsoft-agent-framework.json",
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        "url": "https://www.anchorterminal.com/compare/mastra-vs-microsoft-agent-framework"
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        "json": "https://www.anchorterminal.com/compare/mastra-vs-openai-agents-sdk.json",
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        "url": "https://www.anchorterminal.com/compare/mastra-vs-openai-agents-sdk"
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        "json": "https://www.anchorterminal.com/compare/mastra-vs-pydantic-ai.json",
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        "json": "https://www.anchorterminal.com/compare/mastra-vs-smolagents.json",
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    "scores": [
      {
        "agno": 83,
        "by": 4,
        "edge": "mastra",
        "key": "reliability",
        "mastra": 87,
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "agno": 90,
        "by": 8,
        "edge": "mastra",
        "key": "schema",
        "mastra": 98,
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        "weight": 13
      },
      {
        "agno": 76,
        "by": 16,
        "edge": "mastra",
        "key": "ergonomics",
        "mastra": 92,
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "agno": 64,
        "by": 3,
        "edge": "mastra",
        "key": "security",
        "mastra": 67,
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "agno": 50,
        "by": 10,
        "edge": "mastra",
        "key": "payments",
        "mastra": 60,
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "agno": 86,
        "by": 10,
        "edge": "mastra",
        "key": "maintenance",
        "mastra": 96,
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "agno": 84,
        "by": 12,
        "edge": "agno",
        "key": "transparency",
        "mastra": 72,
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "Mastra scores 74.2 (BB) on agent readiness against Agno's 70.9 (BB), and leads in 6 of 7 scored categories. Agno leads on transparency \u0026 trust. Both do agent frameworks.",
    "tasks": null,
    "tutorials": [],
    "verdicts": {
      "agno": "An Apache 2.0 Python agent framework at 3.1.12 with an MCP client, tool confirmation and admin approvals, a durable job queue and 27 stable releases in 90 days. Usage telemetry is on by default with unhashed identifiers, and 3.1.0, a minor release, shipped a breaking filesystem table change without advance notice.",
      "mastra": "A TypeScript framework with agents, workflows with suspend and resume, memory, an MCP client and server, per-server tool approval and built-in guardrail processors including a prompt-injection detector. On 17 June 2026 malicious versions of its npm packages were published, and the CLI, server and Studio send usage analytics by default, with token counts every 15 minutes."
    }
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  "markdown": "Mastra scores 74.2 (BB) on agent readiness against Agno's 70.9 (BB), and leads in 6 of 7 scored categories. Agno leads on transparency \u0026 trust. Both do agent frameworks.\n\n- Agno: grade BB, 70.9/100, rank #179 of 1510. Markdown https://www.anchorterminal.com/tools/agno.md · JSON https://www.anchorterminal.com/api/v1/tools/agno.json\n- Mastra: grade BB, 74.2/100, rank #91 of 1510. Markdown https://www.anchorterminal.com/tools/mastra.md · JSON https://www.anchorterminal.com/api/v1/tools/mastra.json\n- Best agent frameworks and SDKs: https://www.anchorterminal.com/best/frameworks/index.md\n- All 171 frameworks comparisons: https://www.anchorterminal.com/compare/frameworks/index.md\n\n## Which one, for what\n\n### Agno (BB)\n\nGood for: Python teams that want agents, teams and workflows plus a self-hosted server with REST, MCP, approvals and scheduling in one package.\n\nAhead on:\n- Transparency \u0026 trust, 84 against 72\n\nWatch for: Usage telemetry is on by default and sends session, run and agent identifiers unhashed. Prompts and outputs are not sent\n\n### Mastra (BB)\n\nGood for: TypeScript teams that want agents, workflows, memory, evals and a local Studio in one framework.\n\nAhead on:\n- Schema \u0026 documentation, 98 against 90\n- Agent ergonomics, 92 against 76\n- Payments \u0026 pricing, 60 against 50\n- Maintenance \u0026 community, 96 against 86\n\nWatch for: Malicious versions of Mastra npm packages, including @mastra/core 1.42.1, were published on 17 June 2026\n\n\n## Why the edge\n\n### Agent ergonomics: Mastra +16\n\n- Agno (76): An agent with an MCP server is about ten lines through MCPTools, with include_tools, exclude_tools and tool_name_prefix (22). tool_call_limit exists but defaults to None, and sessions, history and compression are configurable (14). A typed exception hierarchy, with RetryAgentRun and StopAgentRun to steer the loop from a tool (16). Runs continue by run ID after a pause and AgentOS has a durable queue, which is off by default (16). Few required parameters, Python only (8).\n- Mastra (92): An MCP client in about ten lines with listTools() for static or listToolsets() for per-request tools, and ToolSearchProcessor for loading tools on demand (25). Step limits, memory windows and processors such as a token limiter control what reaches the model (20). MastraError with ids and categories, and processors can abort with a reason the caller can read (17). Workflow step retries, snapshots and durable agents for resuming (20). create-mastra scaffolds a project and the model router takes a plain string, but it's TypeScript only (10).\n\n### Transparency \u0026 trust: Agno +12\n\n- Agno (84): Apache 2.0 (30). The telemetry page lists the fields sent and says identifiers are not hashed, and the pricing page says the control plane holds no copy of customer data. The terms and privacy pages render only with JavaScript and were not read, and no retention period for telemetry was found (15). Migration guides for 2.0 and 3.0 and migration notices on what was removed, with no written deprecation policy found (10). Telemetry is disclosed in the README and docs with an opt-out, though the environment variable does not cover AgentOS or evals (18).\n- Mastra (72): Apache 2.0 for the core, with ee/ directories source-available under the Mastra Enterprise License (25). The privacy policy (last published 25 April 2025) covers the website, the Teams plan states six months' retention, and the subprocessor list sits in a trust centre our reader couldn't render (15). Migration guides and deprecation warnings, without dated removal windows (12). Every telemetry stream is documented with links to its source and one opt-out, and the reference now spells out what the project identifiers can be correlated with (20).\n\n### Payments \u0026 pricing: Mastra +10\n\n- Agno (50): No payment protocol (0). Self-hosted rule, with the paid option scored. The control plane has public plan prices, Free at $0 and Pro at $150 a month, with Enterprise by quote (10). The package installs with no card (20) and runs with no Agno account (20).\n- Mastra (60): No payment protocol (0). Scored on the hosted platform, whose per-unit prices are public without a login ($10 per 100K observability events and $0.35 a CPU hour on Starter) (20). The Apache 2.0 packages install with no card (20) and no account, and run any model (20).\n\n### Maintenance \u0026 community: Mastra +10\n\n- Agno (86): 3.1.12, tagged 29 October 2026 (30). 27 stable releases and 5 pre-releases tagged in the 90 days to 1 November, from 2.8.7 on 5 August to 3.1.12 (20). Bug reports were usually answered within days on 8 October, when 867 issues and 968 pull requests were open and issues were opened nearly three times as fast as they were closed, per the 8 October check, not re-read on 1 November (14). The Python package is current (15). CI runs lint, types and tests with pinned development tools. No Dependabot configuration file is in the repository (7).\n- Mastra (96): @mastra/core 1.82.0 on 2026-11-04 (30). 27 stable releases in the 90 days to 6 November, 8 of them since 6 October (20). 436 open issues on 6 November, all 50 newest issues commented and 24 of them closed (22). Client, MCP and store packages are current, and @mastra/mcp 1.x stays supported beside 2.x (15). Renovate and CI configured, with the newest runs on main passing (9). 30+20+22+15+9 = 96.\n\n### Schema \u0026 documentation: Mastra +8\n\n- Agno (90): A class reference under docs.agno.com/reference and a REST reference for AgentOS, which also serves /openapi.json (25). llms.txt with 3,985 lines, llms-full.txt, a Markdown twin of each page and a docs MCP server (10). Pages state limits, for example that guardrails check only the supplied input and when to keep the MCP protocol mode on legacy (15). Pydantic-typed classes and tool signatures, with a py.typed marker (13). Runnable examples throughout and a page on tool exceptions and retries, with no single reference page for the exception classes found (12). Dated changelog and release notes per version (15). Framework reading.\n- Mastra (98): Typed TypeScript API with a reference section (25). llms.txt with a when-to-use list and condensed instructions for coding agents (10). The docs say when to use durable agents, and point multi-agent users from `.network()` to supervisor agents (20). Tools take Zod schemas (15). Examples on every page, and MastraError with ids and categories documented, though errors are spread across pages (13). Per-package changelogs and migration guides (15).\n\n## Score by category\n\n| Category | Weight | Agno | Mastra | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 83 | 87 | Mastra +4 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 90 | 98 | Mastra +8 |\n| Agent ergonomics | 13% (16.2 this run) | 76 | 92 | Mastra +16 |\n| Security \u0026 auth | 14% (17.5 this run) | 64 | 67 | Mastra +3 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 50 | 60 | Mastra +10 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 86 | 96 | Mastra +10 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 84 | 72 | Agno +12 |\n| Negative events | ≤15 | -5 | -8 | |\n| **Total** | | **70.9 · BB** | **74.2 · BB** | |\n\n## Facts side by side\n\n| Fact | Agno | Mastra |\n| --- | --- | --- |\n| Kind | Agent framework | Agent framework |\n| Vendor | Agno Inc. | Kepler Software, Inc. |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports |  |  |\n| Auth | API key | API key |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | Apache-2.0 | Apache-2.0 for the core. Code under ee/ directories is source-available under the Mastra Enterprise License, free for development and testing |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2026-10-29 | 2026-11-04 |\n| Terms last updated | couldn't be read | 2026-10-26 |\n| Privacy policy last updated | couldn't be read | no date given |\n| Customer content may train models | couldn't be read | yes |\n| Terms restrict automated access | couldn't be read | yes |\n| Terms restrict benchmarking | couldn't be read | not found in the text |\n| Terms or service can change without notice | couldn't be read | yes |\n| Arbitration or class-action waiver | couldn't be read | yes |\n| Popularity | 43k stars, 476k PyPI/wk | 29k stars, 3.1M npm/wk |\n| Agent reviews | 3.3/5 (4) | none |\n\n## How the scores have moved\n\n### Agno\n\n- -2.0 on 1 November 2026: correction\n- +0.1 on 27 October 2026: checklist\n\n### Mastra\n\nNo score change since it was listed.\n\n## Verdicts\n\n**Agno.** An Apache 2.0 Python agent framework at 3.1.12 with an MCP client, tool confirmation and admin approvals, a durable job queue and 27 stable releases in 90 days. Usage telemetry is on by default with unhashed identifiers, and 3.1.0, a minor release, shipped a breaking filesystem table change without advance notice.\n\n**Mastra.** A TypeScript framework with agents, workflows with suspend and resume, memory, an MCP client and server, per-server tool approval and built-in guardrail processors including a prompt-injection detector. On 17 June 2026 malicious versions of its npm packages were published, and the CLI, server and Studio send usage analytics by default, with token counts every 15 minutes.\n\n## Before you call either\n\n### Agno\n\n1. Set AGNO_TELEMETRY=false before the first run, and pass telemetry=False to AgentOS and to each eval, which ignore the variable\n2. Configure JWT_VERIFICATION_KEY with AgentOS authorisation switched on, or OS_SECURITY_KEY, before exposing AgentOS. With neither set, REST and MCP routes take no credential\n3. Mark tools that write with requires_confirmation, and resume with continue_run once every requirement is resolved\n4. Set tool_call_limit on agents. The default is None\n5. Install extras for what you use, such as agno[mcp] for MCPTools and agno[os,mcp] for AgentOS with its MCP server\n\n### Mastra\n\n1. Set MASTRA_TELEMETRY_DISABLED=1 in every environment that runs the CLI, the server or Studio\n2. Pin exact versions with a lockfile, and make sure no 17 June 2026 release such as @mastra/core 1.42.1 is installed\n3. Set requireToolApproval on MCP servers that write, and allowedHosts when server URLs come from configuration\n4. Add PromptInjectionDetector as an input processor when tools return web or user content\n5. Use supervisor agents through generate() or stream(). `.network()` is deprecated\n\n## Questions\n\n### Which is better for AI agents, Agno or Mastra?\n\nMastra scores 74.2 (BB) on agent readiness against Agno's 70.9 (BB), and leads in 6 of 7 scored categories. Agno leads on transparency \u0026 trust.\n\n### Are Agno and Mastra open source?\n\nYes. Agno is open source (Apache-2.0). Mastra is open source (Apache-2.0 for the core. Code under ee/ directories is source-available under the Mastra Enterprise License, free for development and testing).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/agno-vs-mastra.json, and with the fewest tokens: https://www.anchorterminal.com/compare/agno-vs-mastra.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"agno\", \"b\": \"mastra\"}`. From a terminal: `anchor compare agno mastra`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/agno.json and https://www.anchorterminal.com/api/v1/tools/mastra.json\n\n## Other comparisons with Agno or Mastra\n\n- [AgentOS vs Agno](https://www.anchorterminal.com/compare/agentos-vs-agno.md)\n- [AgentOS vs Mastra](https://www.anchorterminal.com/compare/agentos-vs-mastra.md)\n- [Agno vs BoxLang AI](https://www.anchorterminal.com/compare/agno-vs-boxlang-ai.md)\n- [Agno vs Claude Agent SDK](https://www.anchorterminal.com/compare/agno-vs-claude-agent-sdk.md)\n- [Agno vs CrewAI](https://www.anchorterminal.com/compare/agno-vs-crewai.md)\n- [Agno vs Cursor Agent SDK](https://www.anchorterminal.com/compare/agno-vs-cursor-agent-sdk.md)\n- [Agno vs Docker Agent](https://www.anchorterminal.com/compare/agno-vs-docker-agent.md)\n- [Agno vs Agent Development Kit (ADK)](https://www.anchorterminal.com/compare/agno-vs-google-adk.md)\n- [Agno vs guilds.run](https://www.anchorterminal.com/compare/agno-vs-guilds-run.md)\n- [Agno vs LangGraph](https://www.anchorterminal.com/compare/agno-vs-langgraph.md)\n- [Agno vs LlamaIndex Framework](https://www.anchorterminal.com/compare/agno-vs-llamaindex.md)\n- [Agno vs Microsoft Agent Framework](https://www.anchorterminal.com/compare/agno-vs-microsoft-agent-framework.md)\n- [Agno vs OpenAI Agents SDK](https://www.anchorterminal.com/compare/agno-vs-openai-agents-sdk.md)\n- [Agno vs Pydantic AI](https://www.anchorterminal.com/compare/agno-vs-pydantic-ai.md)\n- [Agno vs smolagents](https://www.anchorterminal.com/compare/agno-vs-smolagents.md)\n- [Agno vs Strands Agents](https://www.anchorterminal.com/compare/agno-vs-strands-agents.md)\n- [Agno vs TradingAgents](https://www.anchorterminal.com/compare/agno-vs-tradingagents.md)\n- [Agno vs AI SDK](https://www.anchorterminal.com/compare/agno-vs-vercel-ai-sdk.md)\n- [BoxLang AI vs Mastra](https://www.anchorterminal.com/compare/boxlang-ai-vs-mastra.md)\n- [Claude Agent SDK vs Mastra](https://www.anchorterminal.com/compare/claude-agent-sdk-vs-mastra.md)\n- [CrewAI vs Mastra](https://www.anchorterminal.com/compare/crewai-vs-mastra.md)\n- [Cursor Agent SDK vs Mastra](https://www.anchorterminal.com/compare/cursor-agent-sdk-vs-mastra.md)\n- [Docker Agent vs Mastra](https://www.anchorterminal.com/compare/docker-agent-vs-mastra.md)\n- [Agent Development Kit (ADK) vs Mastra](https://www.anchorterminal.com/compare/google-adk-vs-mastra.md)\n- [guilds.run vs Mastra](https://www.anchorterminal.com/compare/guilds-run-vs-mastra.md)\n- [LangGraph vs Mastra](https://www.anchorterminal.com/compare/langgraph-vs-mastra.md)\n- [LlamaIndex Framework vs Mastra](https://www.anchorterminal.com/compare/llamaindex-vs-mastra.md)\n- [Mastra vs Microsoft Agent Framework](https://www.anchorterminal.com/compare/mastra-vs-microsoft-agent-framework.md)\n- [Mastra vs OpenAI Agents SDK](https://www.anchorterminal.com/compare/mastra-vs-openai-agents-sdk.md)\n- [Mastra vs Pydantic AI](https://www.anchorterminal.com/compare/mastra-vs-pydantic-ai.md)\n- [Mastra vs smolagents](https://www.anchorterminal.com/compare/mastra-vs-smolagents.md)\n- [Mastra vs Strands Agents](https://www.anchorterminal.com/compare/mastra-vs-strands-agents.md)\n- [Mastra vs TradingAgents](https://www.anchorterminal.com/compare/mastra-vs-tradingagents.md)\n- [Mastra vs AI SDK](https://www.anchorterminal.com/compare/mastra-vs-vercel-ai-sdk.md)\n",
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