{"_id":"69b2da6867df398baec12dfe","name":"Pulumi","slug":"pulumi","url":"https://pulumi.com","description":"","logo":"","category":"Developer Tools","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"Pulumi SDKs support programmatic access with field selection and batching capabilities, but as an infrastructure-as-code tool, responses can be verbose due to resource state complexity; no specific evidence of response compression or field-level optimization.","na":false},"access":{"score":7,"confidence":"scanner","evidence":"Pulumi provides comprehensive SDK coverage (Node.js, Python, Go, Java, C#) and a CLI for programmatic access, but lacks a REST API, GraphQL endpoint, or MCP server, limiting integration patterns for AI agents.","na":false},"auth":{"score":7,"confidence":"scanner","evidence":"Pulumi supports API tokens and scoped access credentials that enable autonomous agent authentication without human-in-the-loop, though the robots.txt blocks agents suggesting deliberate restrictions on automated access.","na":false},"speed":{"score":5,"confidence":"scanner","evidence":"Pulumi's cloud operations can have variable latency depending on infrastructure provisioning times; no evidence of aggressive rate limiting, conditional requests (ETags), or explicit concurrent request support documented.","na":false},"discoverability":{"score":5,"confidence":"scanner","evidence":"While Pulumi has comprehensive developer documentation and structured data, it lacks an OpenAPI specification and the robots.txt explicitly blocks agents, making programmatic discovery and autonomous exploration difficult.","na":false},"reliability":{"score":6,"confidence":"scanner","evidence":"Pulumi's infrastructure-as-code approach provides consistent resource schemas and versioning through SDK versions, but no explicit evidence of idempotency keys or API versioning strategy beyond SDK releases.","na":false},"safety":{"score":7,"confidence":"scanner","evidence":"Pulumi offers preview mode (dry-run) for infrastructure changes, stack-based isolation, and scoped API tokens for restricted access; however, the destructive nature of IaC operations requires careful state management.","na":false},"reactivity":{"score":4,"confidence":"scanner","evidence":"No evidence of webhooks, streaming APIs, or SSE support; Pulumi is event-driven through automation APIs and triggers, but lacks native real-time notification mechanisms for state changes.","na":false}},"agentGrade":"B","agentScore":6.1,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Node (@pulumi/docker)","Python (pulumi)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":35,"badgeEmbedCount":5,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.644Z","updatedAt":"2026-05-25T10:41:21.089Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:23:42.372Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":745470,"hasStructuredData":true,"hasDeveloperDocs":true,"hasAgentMentions":true,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":false},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":true,"hasSitemap":true}},"packages":{"npm":[{"name":"@pulumi/docker","description":"A Pulumi package for interacting with Docker in Pulumi programs","version":"4.11.0"},{"name":"@pulumi/random","description":"A Pulumi package to safely use randomness in Pulumi programs.","version":"4.19.1"},{"name":"@pulumi/tls","description":"A Pulumi package to create TLS resources in Pulumi programs.","version":"5.3.0"},{"name":"@pulumi/kubernetes","description":"[![Actions Status](https://github.com/pulumi/pulumi-kubernetes/workflows/main/badge.svg)](https://github.com/pulumi/pulumi-kubernetes/actions) [![Slack](http://www.pulumi.com/images/docs/badges/slack.svg)](https://slack.pulumi.com) [![NPM version](https:/","version":"4.28.0"},{"name":"@pulumi/command","description":"[![Actions Status](https://github.com/pulumi/pulumi-command/workflows/master/badge.svg)](https://github.com/pulumi/pulumi-command/actions) [![Slack](http://www.pulumi.com/images/docs/badges/slack.svg)](https://slack.pulumi.com) [![NPM version](https://bad","version":"1.2.1"}],"pypi":[{"name":"pulumi","version":"3.226.0","description":"Pulumi's Python SDK"}],"cli":false,"sdks":["Node (@pulumi/docker)","Python (pulumi)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"The absence of a REST API or OpenAPI specification, combined with robots.txt blocking agents, creates significant friction for autonomous agent discovery and integration compared to modern infrastructure platforms.","agentSummary":"Pulumi is moderately agent-ready through its SDKs and CLI with autonomous authentication support, but its lack of a REST API, missing OpenAPI documentation, and agent-blocking configuration limit programmatic discoverability and integration. The infrastructure-as-code nature requires careful safety considerations, though preview modes and scoped access partially mitigate risks."}}