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    "id": "mastra-docs-1",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs",
    "excerpt": "Mastra is a TypeScript framework for building AI agents and applications. Create your first agent with a single command and start building.",
    "fetchedAt": "2026-09-04T00:16:36.833Z"
  },
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    "id": "mastra-gh-1",
    "tier": "github",
    "url": "https://github.com/mastra-ai/mastra",
    "excerpt": "Model routing: Connect to 40+ providers through one standard interface. Use models from OpenAI, Anthropic, Gemini, and more.",
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  },
  {
    "id": "mastra-gh-2",
    "tier": "github",
    "url": "https://github.com/mastra-ai/mastra",
    "excerpt": "Build autonomous agents that use LLMs and tools to solve open-ended tasks. Agents reason about goals, decide which tools to use, and iterate internally until the model emits a final answer or an optional stopping condition is met.",
    "fetchedAt": "2026-09-04T00:16:36.833Z"
  },
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    "id": "mastra-gh-3",
    "tier": "github",
    "url": "https://github.com/mastra-ai/mastra",
    "excerpt": "use Mastra's graph-based workflow engine to orchestrate complex multi-step processes. Mastra workflows use an intuitive syntax for control flow (`.then()`, `.branch()`, `.parallel()`).",
    "fetchedAt": "2026-09-04T00:16:36.833Z"
  },
  {
    "id": "mastra-gh-4",
    "tier": "github",
    "url": "https://github.com/mastra-ai/mastra",
    "excerpt": "Suspend an agent or workflow and await user input or approval before resuming. Mastra uses storage to remember execution state, so you can pause indefinitely and resume where you left off.",
    "fetchedAt": "2026-09-04T00:16:36.833Z"
  },
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    "id": "mastra-docs-2",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/agents/tools.md",
    "excerpt": "Import `createTool` from `@mastra/core/tools` and define a tool with an `id`, `description`, `inputSchema`, `outputSchema`, and `execute` function.",
    "fetchedAt": "2026-09-04T00:16:36.833Z"
  },
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    "id": "mastra-docs-3",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/agents/tools.md",
    "excerpt": "You can also load tools from remote MCP servers to expand an agent's capabilities.",
    "fetchedAt": "2026-09-04T00:16:36.833Z"
  },
  {
    "id": "mastra-docs-4",
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    "url": "https://mastra.ai/docs/memory/overview.md",
    "excerpt": "Memory enables your agent to remember user messages and agent replies, and tool results across interactions, giving it the context it needs to stay consistent, maintain conversation flow, plus produce better answers over time.",
    "fetchedAt": "2026-09-04T00:16:36.833Z"
  },
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    "id": "mastra-docs-5",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/memory/overview.md",
    "excerpt": "Multi-user threads: Share one thread between multiple users.",
    "fetchedAt": "2026-09-04T00:16:36.833Z"
  },
  {
    "id": "mastra-docs-6",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/guides/streaming.md",
    "excerpt": "Mastra supports real-time, incremental responses from agents and workflows, allowing users to see output as it's generated instead of waiting for completion.",
    "fetchedAt": "2026-09-04T00:16:36.833Z"
  },
  {
    "id": "mastra-docs-7",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/evals/overview.md",
    "excerpt": "Live evaluations allow you to automatically score AI outputs in real-time as your agents and workflows operate.",
    "fetchedAt": "2026-09-04T00:16:36.833Z"
  },
  {
    "id": "mastra-docs-8",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/observability/overview.md",
    "excerpt": "Mastra's observability system gives you visibility into every agent run, workflow step, tool call, and model interaction.",
    "fetchedAt": "2026-09-04T00:16:36.833Z"
  },
  {
    "id": "mastra-docs-9",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/deployment/overview.md",
    "excerpt": "Mastra can run against any of these runtime environments: - Node.js `v22.13.0` or later - Bun - Deno - Cloudflare",
    "fetchedAt": "2026-09-04T00:16:36.833Z"
  },
  {
    "id": "mastra-docs-10",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/reference/build-with-ai",
    "excerpt": "The `@mastra/mcp-docs-server` package provides direct local access to Mastra's full documentation via the Model Context Protocol (MCP). It works with Cursor, Windsurf, Cline, Claude Code, VS Code, Codex or any tool that supports MCP.",
    "fetchedAt": "2026-09-04T00:16:36.833Z"
  },
  {
    "id": "mastra-docs-11",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/pricing",
    "excerpt": "Self host your Mastra projects ... Free Apache 2.0 licensed $0/ month ... Build and host agents anywhere",
    "fetchedAt": "2026-09-04T00:16:36.833Z"
  },
  {
    "id": "mastra-docs-12",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/workflows/suspend-and-resume.md",
    "excerpt": "Pause a workflow at any step to collect additional data, wait for an API callback, throttle a costly operation, or request human-in-the-loop input.",
    "fetchedAt": "2026-09-04T00:16:36.833Z"
  },
  {
    "id": "mastra-docs-13",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs",
    "excerpt": "Create your first agent with a single command and start building.",
    "fetchedAt": "2026-09-04T00:19:08.804Z"
  },
  {
    "id": "mastra-docs-14",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs",
    "excerpt": "tools MUST be defined via `createTool()` with `id`, `description`, `inputSchema` (zod), `execute()`",
    "fetchedAt": "2026-09-04T00:19:08.804Z"
  },
  {
    "id": "mastra-docs-15",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/agents/overview.md",
    "excerpt": "Agents use LLMs and tools to solve open-ended tasks. They reason about goals and decide which tools to use.",
    "fetchedAt": "2026-09-04T00:19:08.804Z"
  },
  {
    "id": "mastra-docs-16",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/workflows/overview.md",
    "excerpt": "Workflows let you define complex task sequences with clear, structured steps instead of relying on one agent to reason through the entire process.",
    "fetchedAt": "2026-09-04T00:19:08.804Z"
  },
  {
    "id": "mastra-docs-17",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/memory/overview.md",
    "excerpt": "Memory enables your agent to remember user messages and agent replies, and tool results across interactions, giving it the context it needs to stay consistent",
    "fetchedAt": "2026-09-04T00:19:08.804Z"
  },
  {
    "id": "mastra-docs-18",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/deployment/overview.md",
    "excerpt": "Mastra applications can be deployed to any Node.js-compatible environment. You can deploy a Mastra server or integrate with an existing web framework.",
    "fetchedAt": "2026-09-04T00:19:08.804Z"
  },
  {
    "id": "mastra-gh-5",
    "tier": "github",
    "url": "https://github.com/mastra-ai/mastra",
    "excerpt": "Connect to 40+ providers through one standard interface. Use models from OpenAI, Anthropic, Gemini, and more.",
    "fetchedAt": "2026-09-04T00:19:08.804Z"
  },
  {
    "id": "mastra-gh-6",
    "tier": "github",
    "url": "https://github.com/mastra-ai/mastra",
    "excerpt": "Author Model Context Protocol servers, exposing agents, tools, and other structured resources via the MCP interface.",
    "fetchedAt": "2026-09-04T00:19:08.804Z"
  },
  {
    "id": "mastra-docs-19",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/pricing",
    "excerpt": "Build and host agents anywhere",
    "fetchedAt": "2026-09-04T00:19:08.804Z"
  },
  {
    "id": "mastra-docs-20",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/reference/build-with-ai",
    "excerpt": "The `@mastra/mcp-docs-server` package provides direct local access to Mastra's full documentation via the Model Context Protocol (MCP).",
    "fetchedAt": "2026-09-04T00:19:08.804Z"
  },
  {
    "id": "mastra-docs-21",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/workflows/overview.md",
    "excerpt": "Composing **steps** with `createWorkflow` to define the execution flow.",
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  },
  {
    "id": "mastra-docs-22",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/memory/overview.md",
    "excerpt": "Mastra agents can be configured to store message history.",
    "fetchedAt": "2026-09-04T00:20:58.532Z"
  },
  {
    "id": "mastra-docs-23",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/guides/streaming.md",
    "excerpt": "Mastra supports real-time, incremental responses from agents and workflows, allowing users to see output as it’s generated instead of waiting for completion.",
    "fetchedAt": "2026-09-04T00:20:58.532Z"
  },
  {
    "id": "mastra-docs-24",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/evals/overview.md",
    "excerpt": "Scorers help bridge this gap by providing quantifiable metrics for measuring agent quality.",
    "fetchedAt": "2026-09-04T00:20:58.532Z"
  },
  {
    "id": "mastra-docs-25",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/deployment/overview.md",
    "excerpt": "Mastra applications can be deployed to any Node.js-compatible environment.",
    "fetchedAt": "2026-09-04T00:20:58.532Z"
  },
  {
    "id": "mastra-docs-26",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/pricing",
    "excerpt": "Enterprise controls RBAC, SSO, IAM, and network policy integration.",
    "fetchedAt": "2026-09-04T00:20:58.532Z"
  },
  {
    "id": "mastra-docs-27",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/guides/streaming.md",
    "excerpt": "Use `toAISdkStream()` and `toAISdkMessages()` to convert Mastra streams and stored messages to AI SDK-compatible formats.",
    "fetchedAt": "2026-09-04T00:20:58.532Z"
  },
  {
    "id": "mastra-docs-28",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/reference/build-with-ai",
    "excerpt": "Mastra packages come with embedded documentation in `dist/docs`. When you install a Mastra package, your AI agent can read these files directly from `node_modules` to understand the package's APIs and patterns.",
    "fetchedAt": "2026-09-04T00:20:58.532Z"
  },
  {
    "id": "mastra-docs-29",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/agents/tools.md",
    "excerpt": "Agents use tools to call APIs or query databases.",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-30",
    "tier": "claimed-docs",
    "url": "https://mastra.ai",
    "excerpt": "Structured output lets an agent return an object that matches the shape defined by a schema instead of returning text.",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-31",
    "tier": "claimed-docs",
    "url": "https://mastra.ai",
    "excerpt": "Mark a tool with `requireApproval: true`, then check for the `tool-call-approval` chunk in the stream to approve or decline the action",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-32",
    "tier": "claimed-docs",
    "url": "https://mastra.ai",
    "excerpt": "The `PromptInjectionDetector()` scans user messages for prompt injection, jailbreak attempts, and system override patterns.",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-33",
    "tier": "claimed-docs",
    "url": "https://mastra.ai",
    "excerpt": "Processors transform, validate, or control messages as they pass through an agent.",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-34",
    "tier": "claimed-docs",
    "url": "https://mastra.ai",
    "excerpt": "Code mode lets an agent run multi-tool computations in an isolated sandbox and return the result as a single, more accurate response.",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-35",
    "tier": "claimed-docs",
    "url": "https://mastra.ai",
    "excerpt": "Workflow state lets you share values across steps without passing them through every step's inputSchema and outputSchema.",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-36",
    "tier": "claimed-docs",
    "url": "https://mastra.ai",
    "excerpt": "Use `.parallel()` to run steps simultaneously.",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-37",
    "tier": "claimed-docs",
    "url": "https://mastra.ai",
    "excerpt": "Workflow steps can call agents to use LLM reasoning or call tools for type-safe logic.",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-38",
    "tier": "claimed-docs",
    "url": "https://mastra.ai",
    "excerpt": "Use dynamic workflows when users, agents, visual editors, or external systems need to create workflows without changing application code or deploying again.",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-39",
    "tier": "claimed-docs",
    "url": "https://mastra.ai",
    "excerpt": "Snapshots capture all the information needed to resume a workflow from exactly where it left off",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-40",
    "tier": "claimed-docs",
    "url": "https://mastra.ai",
    "excerpt": "The workflow can then either resume or bail based on the input received.",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-41",
    "tier": "claimed-docs",
    "url": "https://mastra.ai",
    "excerpt": "Time travel allows you to re-execute a workflow starting from any specific step, using either stored snapshot data or custom context you provide.",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-42",
    "tier": "claimed-docs",
    "url": "https://mastra.ai",
    "excerpt": "the result object contains the status and any errors that occurred.",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-43",
    "tier": "claimed-docs",
    "url": "https://mastra.ai",
    "excerpt": "Declare a `schedule` field on a workflow and Mastra will fire it on the cron you specify.",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-44",
    "tier": "claimed-docs",
    "url": "https://mastra.ai",
    "excerpt": "Events flow through PubSub, which means a client can disconnect and reconnect without missing chunks.",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-45",
    "tier": "claimed-docs",
    "url": "https://mastra.ai",
    "excerpt": "Background tasks let an agent dispatch a long-running tool call without blocking the agentic loop.",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-46",
    "tier": "claimed-docs",
    "url": "https://mastra.ai",
    "excerpt": "A goal is a durable, thread-scoped objective: a standing instruction the agent keeps working toward across loop iterations until a judge model decides it's satisfied",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-47",
    "tier": "claimed-docs",
    "url": "https://mastra.ai",
    "excerpt": "A schedule runs an agent on a cron cadence.",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-48",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/memory/overview.md",
    "excerpt": "Memory gives your agent access to earlier messages and tool results.",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-49",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/docs/evals/overview.md",
    "excerpt": "Scorers are automated tests that evaluate Agents outputs using model-graded, rule-based, and statistical methods.",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-50",
    "tier": "claimed-docs",
    "url": "https://mastra.ai",
    "excerpt": "Open Studio at [`http://localhost:4111`](http://localhost:4111) to test your agent and inspect its runs.",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-docs-51",
    "tier": "claimed-docs",
    "url": "https://mastra.ai/pricing",
    "excerpt": "Self host your  \nMastra projects",
    "fetchedAt": "2026-09-15T23:53:57.669Z"
  },
  {
    "id": "mastra-comm-1",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=43103073",
    "excerpt": "You're awesome guys! I had so many problems with langchain and am very happy since switching to Mastra",
    "fetchedAt": "2026-09-04T00:29:55.532Z"
  },
  {
    "id": "mastra-comm-2",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=43103073",
    "excerpt": "\"You may not provide the software to third parties as a hosted or managed service\" - The Elastic v2 license isn't actually open source like your title mentions: \"Open-source JS agent framework\"",
    "fetchedAt": "2026-09-04T00:29:55.532Z"
  },
  {
    "id": "mastra-comm-3",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=43103073",
    "excerpt": "Happy Mastra user here! Strikes the right balance between letting me build with higher level abstractions but providing lower level controls when needed. Looked at other frameworks first.",
    "fetchedAt": "2026-09-04T00:29:55.532Z"
  },
  {
    "id": "mastra-comm-4",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=43103073",
    "excerpt": "The example from the landing page does not exactly spark joy... this looks like a very awkward way to represent the graph from the picture.",
    "fetchedAt": "2026-09-04T00:29:55.532Z"
  },
  {
    "id": "mastra-comm-5",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=43103073",
    "excerpt": "I basically learned everything about how agents work by using Mastra's framework and going through their documentation. The founders are also super hands-on and love to help!",
    "fetchedAt": "2026-09-04T00:29:55.532Z"
  },
  {
    "id": "mastra-comm-6",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=46693959",
    "excerpt": "Been using Mastra for some side projects for months and it's just phenomenal. Congrats to the team!",
    "fetchedAt": "2026-09-04T00:29:55.532Z"
  },
  {
    "id": "mastra-comm-7",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=46693959",
    "excerpt": "I worked with Mastra for three months and it is awesome... it felt clunky working with workflows and branching logic with non LLM agents... After a couple weeks of frustration, I started using my own custom branching workflows.",
    "fetchedAt": "2026-09-04T00:29:55.532Z"
  },
  {
    "id": "mastra-comm-8",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=46693959",
    "excerpt": "Mastra is by design batteries included and opinionated - when you don't fit into an existing pattern it is difficult to keep being productive. We have needed to go out and create our own hono routes.",
    "fetchedAt": "2026-09-04T00:29:55.532Z"
  },
  {
    "id": "mastra-comm-9",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=46693959",
    "excerpt": "I've been building with Mastra for a couple of weeks now and loving it, so congratulations on reaching 1.0! It's built on top of Vercel AI elements/SDK and it seems to me that was a good decision.",
    "fetchedAt": "2026-09-04T00:29:55.532Z"
  },
  {
    "id": "mastra-comm-10",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=46693959",
    "excerpt": "Strands documentation seems very underwhelming compared to Mastra",
    "fetchedAt": "2026-09-04T00:29:55.532Z"
  },
  {
    "id": "mastra-comm-11",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/48564925",
    "excerpt": "The StepSecurity Threat Intelligence Team has identified that multiple mastra npm packages have been compromised.",
    "fetchedAt": "2026-09-04T00:29:55.532Z"
  },
  {
    "id": "mastra-probe-1",
    "tier": "probe",
    "url": "https://mastra.ai/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://mastra.ai/llms.txt # Mastra\n\n> Mastra is a framework for building AI-powered applications and agents with a modern TypeScript stack. It inc",
    "fetchedAt": "2026-09-15T23:53:59.090Z"
  },
  {
    "id": "mastra-probe-2",
    "tier": "probe",
    "url": "https://mastra.ai/docs.md",
    "excerpt": "PROBE docs-md: HTTP 200 at https://mastra.ai/docs.md > Mastra docs are the canonical, current reference. Trust them over training data. Model IDs shown are real and current.",
    "fetchedAt": "2026-09-15T23:53:59.090Z"
  },
  {
    "id": "mastra-probe-3",
    "tier": "probe",
    "url": "https://mastra.ai/openapi.json",
    "excerpt": "PROBE openapi: all candidate paths 404 (https://mastra.ai/openapi.json, https://mastra.ai/swagger.json, https://mastra.ai/api/openapi.json, https://mastra.ai/.well-known/openapi.json)",
    "fetchedAt": "2026-09-15T23:53:59.090Z"
  },
  {
    "id": "mastra-probe-4",
    "tier": "probe",
    "url": "https://mastra.ai/reference/build-with-ai",
    "excerpt": "official MCP server documented at https://mastra.ai/reference/build-with-ai",
    "fetchedAt": "2026-09-15T23:53:59.090Z"
  }
]