{"data":{"_id":"69b2da6867df398baec12ea6","name":"Replicate","slug":"replicate","url":"https://replicate.com","description":"","logo":"","category":"AI & ML","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"Replicate's API supports pagination and field selection for listings, but image/model execution responses can be large and verbose with full metadata; no explicit batching API endpoint documented.","na":false},"access":{"score":8,"confidence":"scanner","evidence":"Replicate offers REST API, official Node.js and Python SDKs, an MCP server (replicate-mcp), and mentions agent support on the homepage, providing excellent programmatic access breadth.","na":false},"auth":{"score":8,"confidence":"scanner","evidence":"Replicate uses API keys for authentication which are autonomously usable by agents without human intervention, though token scoping details and permission granularity are not explicitly documented in the signals.","na":false},"speed":{"score":7,"confidence":"scanner","evidence":"As a cloud-based ML service, Replicate handles asynchronous model execution well, but actual model inference latency depends on infrastructure and queue times; rate limits appear reasonable for an API service but specifics are not documented.","na":false},"discoverability":{"score":7,"confidence":"scanner","evidence":"Replicate publishes an llms.txt file and has developer documentation, but no OpenAPI spec was found; the homepage mentions agent support and has structured content, suggesting reasonable discoverability.","na":false},"reliability":{"score":7,"confidence":"scanner","evidence":"The official TypeScript library (replicate-stainless) and versioned SDKs suggest API versioning and stability, but idempotency key support and explicit status page information are not evident in the signals.","na":false},"safety":{"score":6,"confidence":"scanner","evidence":"Replicate supports running predictions on specific model versions providing some control, but no explicit sandbox/test mode, dry-run capabilities, or detailed scoping documentation is evident; API key restrictions appear limited.","na":false},"reactivity":{"score":7,"confidence":"scanner","evidence":"Replicate's async prediction model supports webhooks for completion notifications and streaming output for real-time results, enabling good reactive patterns for long-running model inference tasks.","na":false}},"agentGrade":"B+","agentScore":7.06,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Node (replicate)","Python (replicate)"],"mcpServer":"none","openApiSpec":"","llmsTxt":true,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":38,"badgeEmbedCount":4,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.701Z","updatedAt":"2026-04-09T07:43:07.255Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:35:36.335Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":350170,"hasStructuredData":false,"hasDeveloperDocs":true,"hasAgentMentions":true,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":true,"path":"/llms.txt","length":3416},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":false,"hasSitemap":true}},"packages":{"npm":[{"name":"replicate","description":"JavaScript client for Replicate","version":"1.4.0"},{"name":"@ai-sdk/replicate","description":"The **[Replicate provider](https://ai-sdk.dev/providers/ai-sdk-providers/replicate)** for the [AI SDK](https://ai-sdk.dev/docs) contains image model support for the Replicate API.","version":"2.0.24"},{"name":"replicate-stainless","description":"The official TypeScript library for the Replicate API","version":"0.9.0"},{"name":"babel-plugin-require-context-hook","description":"Babel plugin to replicate Webpack require.context","version":"1.0.0"},{"name":"@storybook/babel-plugin-require-context-hook","description":"Babel plugin to replicate Webpack require.context","version":"1.0.1"},{"name":"firebase-tools","description":"Command-Line Interface for Firebase","version":"15.9.1"},{"name":"replicate-mcp","description":"Official MCP server for Replicate's HTTP API","version":"0.9.0"},{"name":"@playwright/mcp","description":"Playwright Tools for MCP","version":"0.0.68"},{"name":"mcp-framework","description":"Framework for building Model Context Protocol (MCP) servers in Typescript","version":"0.2.18"}],"pypi":[{"name":"replicate","version":"1.0.7","description":"Python client for Replicate"}],"cli":false,"sdks":["Node (replicate)","Python (replicate)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"The absence of an OpenAPI specification makes it harder for agents to auto-discover the full API surface and validate requests, requiring manual integration with the SDKs.","agentSummary":"Replicate is well-positioned for agent use with official SDKs, MCP server support, REST API, and async/webhook capabilities for ML workloads. The main limitation is lack of formal OpenAPI documentation and limited visibility into permission scoping for autonomously safe agent operation."}}}