{"category":{"slug":"file-storage","name":"File Storage","icon":"pixelarticons:folder","description":"Cloud storage, file management, CDN"},"tools":[{"_id":"69b2da6867df398baec12fc6","name":"AWS S3","slug":"aws-s3","url":"https://aws.amazon.com/s3","description":"","logo":"","category":"File Storage","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":7,"confidence":"scanner","evidence":"S3 API supports conditional requests, range queries, and pagination through list operations, though responses can be verbose for large object listings and metadata includes unnecessary fields for many use cases.","na":false},"access":{"score":9,"confidence":"scanner","evidence":"S3 offers comprehensive programmatic access through REST API, multiple official SDKs (JavaScript, Python, Go, Java, etc.), AWS CLI, and boto3, making it one of the most accessible cloud services for agents.","na":false},"auth":{"score":9,"confidence":"scanner","evidence":"S3 supports multiple autonomous authentication methods including IAM access keys with fine-grained scoping, temporary STS credentials, bucket policies, and no OAuth requirement, allowing agents to authenticate without human intervention.","na":false},"speed":{"score":8,"confidence":"scanner","evidence":"S3 provides low-latency object access, supports multi-part uploads for concurrent operations, and offers conditional requests via ETags; however, global replication and consistency model can introduce minor latency variance.","na":false},"discoverability":{"score":6,"confidence":"scanner","evidence":"While S3 has extensive official documentation and predictable REST API patterns, there is no OpenAPI specification available and robots.txt blocks agent crawling, limiting automated discoverability of capabilities.","na":false},"reliability":{"score":8,"confidence":"scanner","evidence":"S3 has versioning support, idempotent operations, consistent response schemas, and a strong track record with published SLAs; however, eventual consistency in certain regions and lack of formal API versioning creates minor reliability concerns.","na":false},"safety":{"score":8,"confidence":"scanner","evidence":"S3 supports comprehensive safety features including bucket versioning for undo, lifecycle policies, MFA delete protection, pre-signed URLs for scoped access, and sandbox environments through separate AWS accounts.","na":false},"reactivity":{"score":6,"confidence":"scanner","evidence":"S3 supports event notifications via SNS/SQS and S3 Event Notifications for reactive workflows, but lacks native webhooks or streaming APIs; agents must implement polling or message queue monitoring.","na":false}},"agentGrade":"B+","agentScore":7.82,"accessMethods":{"restApi":true,"graphql":false,"cli":true,"sdk":[],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":43,"badgeEmbedCount":3,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.789Z","updatedAt":"2026-04-08T15:23:41.829Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:54:11.608Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":269783,"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":"mock-aws-s3","description":"Mock AWS S3 SDK for Node.js","version":"4.0.2"},{"name":"@strapi/provider-upload-aws-s3","description":"AWS S3 provider for strapi upload","version":"5.39.0"},{"name":"multer-s3","description":"Streaming multer storage engine for AWS S3","version":"3.0.1"},{"name":"@effect-aws/client-s3","description":"Effectful AWS S3 client","version":"1.11.0"},{"name":"@effect-aws/s3","description":"Effectful AWS S3 functions","version":"0.3.0"},{"name":"@aws-sdk/middleware-sdk-s3","description":"[![NPM version](https://img.shields.io/npm/v/@aws-sdk/middleware-sdk-s3/latest.svg)](https://www.npmjs.com/package/@aws-sdk/middleware-sdk-s3) [![NPM downloads](https://img.shields.io/npm/dm/@aws-sdk/middleware-sdk-s3.svg)](https://www.npmjs.com/package/@","version":"3.972.19"},{"name":"@aws-sdk/util-user-agent-browser","description":"[![NPM version](https://img.shields.io/npm/v/@aws-sdk/util-user-agent-browser/latest.svg)](https://www.npmjs.com/package/@aws-sdk/util-user-agent-browser) [![NPM downloads](https://img.shields.io/npm/dm/@aws-sdk/util-user-agent-browser.svg)](https://www.n","version":"3.972.7"},{"name":"@aws-sdk/client-s3","description":"AWS SDK for JavaScript S3 Client for Node.js, Browser and React Native","version":"3.1008.0"},{"name":"@aws-sdk/s3-request-presigner","description":"[![NPM version](https://img.shields.io/npm/v/@aws-sdk/s3-request-presigner/latest.svg)](https://www.npmjs.com/package/@aws-sdk/s3-request-presigner) [![NPM downloads](https://img.shields.io/npm/dm/@aws-sdk/s3-request-presigner.svg)](https://www.npmjs.com/","version":"3.1008.0"},{"name":"s3-sync-client","description":"AWS CLI s3 sync for Node.js provides a modern client to perform S3 sync operations between file systems and S3 buckets in the spirit of the official AWS CLI command","version":"4.3.1"}],"pypi":[],"cli":true,"sdks":[]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Lack of an OpenAPI specification and robots.txt blocking prevents agents from automatically discovering API capabilities, requiring hardcoded knowledge of S3 operations.","agentSummary":"AWS S3 is highly agent-ready with excellent programmatic access, flexible authentication, and safety features, making it ideal for autonomous file storage and retrieval operations. The primary limitation is discoverability—agents cannot self-discover the API surface and must rely on pre-trained knowledge of S3 operations."}},{"_id":"69b2da6867df398baec12fc9","name":"Backblaze B2","slug":"backblaze-b2","url":"https://backblaze.com/b2","description":"","logo":"","category":"File Storage","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":7,"confidence":"scanner","evidence":"B2 API supports pagination and selective field responses for list operations, reducing unnecessary data transfer, though responses could be more granular for large file operations.","na":false},"access":{"score":8,"confidence":"scanner","evidence":"Comprehensive REST API with official SDKs in multiple languages (Node.js, Python, TypeScript types), NPM packages, and good library support, though absence of MCP server and OpenAPI spec prevents a higher score.","na":false},"auth":{"score":8,"confidence":"scanner","evidence":"B2 supports API key authentication with strong scoping capabilities (per-bucket, per-action), allowing agents to authenticate autonomously without human intervention or OAuth complexity.","na":false},"speed":{"score":7,"confidence":"scanner","evidence":"Cloud storage service with generally low latency for bucket operations and good concurrent upload support, though specific rate limit documentation and ETag support details are not evident from the signals.","na":false},"discoverability":{"score":6,"confidence":"scanner","evidence":"Presence of llms.txt and developer documentation indicates agent-friendly intent, but absence of OpenAPI specification and no mention of comprehensive API documentation in signals limits discoverability compared to API-first services.","na":false},"reliability":{"score":7,"confidence":"scanner","evidence":"B2 as a mature storage service likely supports versioning and consistent schemas, and the presence of multiple maintained SDK versions suggests stable API contracts, though explicit signals on idempotency keys and versioning strategy are absent.","na":false},"safety":{"score":7,"confidence":"scanner","evidence":"Supports finely scoped API keys (per-bucket, per-action) and the object storage model inherently supports undo through versioning, though no explicit dry-run mode is indicated in the signals.","na":false},"reactivity":{"score":4,"confidence":"scanner","evidence":"No evidence of webhooks, streaming capabilities, or Server-Sent Events in the collected signals; agents would need to rely on polling for change detection.","na":false}},"agentGrade":"B+","agentScore":7.1,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Python (backblazeb2)"],"mcpServer":"none","openApiSpec":"","llmsTxt":true,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":33,"badgeEmbedCount":3,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.790Z","updatedAt":"2026-04-07T04:51:48.147Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:54:22.726Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":197926,"hasStructuredData":true,"hasDeveloperDocs":true,"hasAgentMentions":false,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":true,"path":"/llms.txt","length":5052},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":true,"hasSitemap":true}},"packages":{"npm":[{"name":"backblaze-b2","description":"Node.js Library for the Backblaze B2 Storage Service","version":"1.7.1"},{"name":"@types/backblaze-b2","description":"TypeScript definitions for backblaze-b2","version":"1.5.6"},{"name":"shinobi-backblaze-b2","description":"Node.js Library for the Backblaze B2 Storage Service","version":"1.7.1"},{"name":"@nichoth/backblaze-b2","description":"Node.js Library for the Backblaze B2 Storage Service","version":"1.7.1"},{"name":"@gideo-llc/backblaze-b2-upload-any","description":"An intelligent upload function to be used with the backblaze-b2 module","version":"0.1.5"},{"name":"firebase-tools","description":"Command-Line Interface for Firebase","version":"15.9.1"}],"pypi":[{"name":"backblazeb2","version":"0.1.9","description":"Wrapper around the Backblaze B2 API"}],"cli":false,"sdks":["Python (backblazeb2)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Lack of OpenAPI specification and absence of webhooks/event streaming forces agents to use polling and manual API documentation review rather than automatic spec discovery and reactive architecture.","agentSummary":"Backblaze B2 is well-suited for agent use with strong REST API access, flexible scoped authentication, and good SDK coverage across popular languages. However, missing OpenAPI specs and event-driven capabilities limit discoverability and real-time responsiveness compared to modern API-first services."}},{"_id":"69b2da6867df398baec12fd2","name":"Uploadcare","slug":"uploadcare","url":"https://uploadcare.com","description":"","logo":"","category":"File Storage","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"Uploadcare provides SDKs and client libraries that likely support efficient data transfer for file operations, but without access to OpenAPI spec or detailed API documentation signals, token efficiency for structured data queries cannot be confirmed.","na":false},"access":{"score":7,"confidence":"scanner","evidence":"Multiple SDK options across Node.js and Python, npm packages for various use cases, CLI support, and a well-documented API provide good programmatic access, though the absence of MCP server support and no confirmed GraphQL/REST API specs limits this to very good rather than exceptional.","na":false},"auth":{"score":7,"confidence":"scanner","evidence":"API key-based authentication is industry standard for file upload services and enables autonomous agent operation, though the lack of explicit scoped permissions documentation and no mention of test/sandbox API keys suggests room for improvement in granular access control.","na":false},"speed":{"score":6,"confidence":"scanner","evidence":"File upload services typically have good concurrent request support and reasonable latency, but without specific rate limit documentation, ETag support confirmation, or conditional request details visible in collected signals, speed optimization cannot be fully verified.","na":false},"discoverability":{"score":6,"confidence":"scanner","evidence":"Homepage has structured data and developer docs are present, and /llms.txt file shows some AI-agent awareness, but the absence of an OpenAPI spec and no agents.json configuration limit discoverability for agent integrations compared to best-in-class tools.","na":false},"reliability":{"score":6,"confidence":"scanner","evidence":"Multiple stable SDK versions (6.18.4 across several packages) suggest good versioning practices and API stability, but without explicit idempotency key support confirmation or status page visibility in the signals, full reliability assessment is incomplete.","na":false},"safety":{"score":5,"confidence":"scanner","evidence":"File upload services typically support sandbox modes and scoped API keys, but collected signals provide no explicit evidence of dry-run capabilities, test environments, or detailed safety guardrails for agent operations.","na":false},"reactivity":{"score":4,"confidence":"scanner","evidence":"No webhook, streaming, or SSE support is indicated in the collected signals; file upload workflows typically rely on polling or client-side callbacks rather than server-side event delivery.","na":false}},"agentGrade":"B","agentScore":6.18,"accessMethods":{"restApi":true,"graphql":false,"cli":true,"sdk":["Node (@uploadcare/quality-insights)","Python (uploadcare)"],"mcpServer":"none","openApiSpec":"","llmsTxt":true,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":33,"badgeEmbedCount":5,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.792Z","updatedAt":"2026-04-02T06:05:26.286Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:54:54.317Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":312490,"hasStructuredData":true,"hasDeveloperDocs":true,"hasAgentMentions":false,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":true,"path":"/llms.txt","length":14873},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":true,"hasSitemap":false}},"packages":{"npm":[{"name":"@uploadcare/upload-client","description":"Library for work with Uploadcare Upload API","version":"6.18.4"},{"name":"@uploadcare/quality-insights","description":"Uploadcare Quality Insights API client","version":"6.18.4"},{"name":"@uploadcare/image-shrink","description":"Library for work with Uploadcare image shrink","version":"6.18.4"},{"name":"@ckeditor/ckeditor5-uploadcare","description":"Uploadcare feature for CKEditor 5.","version":"47.6.1"},{"name":"@uploadcare/file-uploader","description":"Building blocks for Uploadcare products integration","version":"1.27.1"},{"name":"@uploadcare/cname-prefix","description":"Helpers for working with Uploadcare CNAME-prefixed URLs in browser environments.","version":"6.18.4"}],"pypi":[{"name":"uploadcare","version":"0.1.1","description":""}],"cli":true,"sdks":["Node (@uploadcare/quality-insights)","Python (uploadcare)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Absence of an OpenAPI specification and MCP server support significantly limits Uploadcare's integration with modern AI agent frameworks and discovery by autonomous systems.","agentSummary":"Uploadcare offers solid programmatic access through SDKs and API keys with good language coverage, making it suitable for agent-driven file handling workflows. However, the lack of OpenAPI specs, MCP support, and limited event reactivity prevent it from being a top-tier choice for complex agent orchestration."}},{"_id":"69b2da6867df398baec12fcf","name":"UploadThing","slug":"uploadthing","url":"https://uploadthing.com","description":"","logo":"","category":"File Storage","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"UploadThing is a file upload service with SDKs available, but no OpenAPI spec or documented response schema details were found, making it difficult to assess field selection and pagination efficiency for agents.","na":false},"access":{"score":6,"confidence":"scanner","evidence":"Multiple SDK packages exist (Node, React) and a Payload CMS adapter shows integration depth, but the absence of OpenAPI spec, REST API documentation signals, MCP server, or CLI indicates limited programmatic surface area for general agent use.","na":false},"auth":{"score":7,"confidence":"scanner","evidence":"As a file upload service, UploadThing likely supports API key authentication based on the SDK patterns, but without explicit documentation of key scoping, permissions model, or test mode visibility, autonomous agent authentication confidence is moderate.","na":false},"speed":{"score":6,"confidence":"scanner","evidence":"File upload services typically have acceptable latency and support concurrent uploads, but without documented rate limits, batch operations, ETags, or conditional request support in the collected signals, speed optimization for agents is unclear.","na":false},"discoverability":{"score":5,"confidence":"scanner","evidence":"Developer docs exist and the homepage has reasonable content length, but the absence of OpenAPI spec, robots.txt, llms.txt, and agents.json files severely limits agent discoverability and integration automation.","na":false},"reliability":{"score":5,"confidence":"scanner","evidence":"No signals about idempotency keys, API versioning strategy, consistent response schemas, or status page were found; the presence of SDK versions suggests some stability but documentation gaps create uncertainty.","na":false},"safety":{"score":6,"confidence":"scanner","evidence":"A file upload service typically has sandboxed storage and likely supports test/staging environments through SDK configuration, but explicit documentation of dry-run capabilities, scoped tokens, or undo mechanisms was not found.","na":false},"reactivity":{"score":4,"confidence":"scanner","evidence":"No signals indicating webhook support, streaming, SSE, or event-based updates were present in the collected data; file upload services often rely on polling or client callbacks rather than push mechanisms.","na":false}},"agentGrade":"C+","agentScore":5.86,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Node (@payloadcms/storage-uploadthing)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":32,"badgeEmbedCount":5,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.791Z","updatedAt":"2026-04-02T09:47:46.022Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:54:42.783Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":389924,"hasStructuredData":false,"hasDeveloperDocs":true,"hasAgentMentions":false,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":false},"agentsJson":{"found":false},"robotsTxt":{"found":false}},"packages":{"npm":[{"name":"@payloadcms/storage-uploadthing","description":"Payload storage adapter for uploadthing","version":"3.79.0"},{"name":"uploadthing","description":"Learn more: [docs.uploadthing.com](https://docs.uploadthing.com)","version":"7.7.4"},{"name":"@uploadthing/react","description":"Learn more: [docs.uploadthing.com](https://docs.uploadthing.com)","version":"7.3.3"},{"name":"@uploadthing/mime-types","description":"This began as a fork of [mime-types](https://github.com/jshttp/mime-types) to be an edge-compatible version. It has since been modified to further suit our needs","version":"0.3.6"},{"name":"@oberoncms/plugin-uploadthing","description":"An Puck component and OberonCMS plugin for embeding uploadthing images","version":"0.16.5"},{"name":"firebase-tools","description":"Command-Line Interface for Firebase","version":"15.9.1"},{"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":[],"cli":false,"sdks":["Node (@payloadcms/storage-uploadthing)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Absence of OpenAPI specification and published API documentation prevents agents from autonomously discovering endpoints, request formats, and response schemas needed for reliable integration.","agentSummary":"UploadThing is a file upload service with available SDKs but lacks critical agent integration signals like OpenAPI specs, MCP servers, or CLI access. While likely functional for uploads through direct SDK use, its discoverability and programmatic surface area for autonomous agents are significantly constrained."}},{"_id":"69b2da6867df398baec12fcc","name":"Wasabi","slug":"wasabi","url":"https://wasabi.com","description":"","logo":"","category":"File Storage","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":3,"confidence":"scanner","evidence":"No OpenAPI spec or documented API response formats; homepage is 586KB suggesting verbose content, and no evidence of field selection, pagination, or compact response design.","na":false},"access":{"score":4,"confidence":"scanner","evidence":"SDKs exist for Node.js and Python, plus a CLI tool, but no REST API specification, no GraphQL, no MCP server, and no OpenAPI documentation means programmatic access is limited and difficult to integrate.","na":false},"auth":{"score":2,"confidence":"scanner","evidence":"No documented authentication mechanism visible in signals; SDK and CLI access methods typically require credentials but no API key, OAuth, or auth documentation is mentioned.","na":false},"speed":{"score":2,"confidence":"scanner","evidence":"Response time data is null, no rate limit information provided, no evidence of ETags or conditional request support, and no documentation of latency characteristics or concurrent request handling.","na":false},"discoverability":{"score":4,"confidence":"scanner","evidence":"Tool publishes llms.txt (41KB) showing some AI-readiness effort, has developer docs, and robots.txt is non-blocking, but no OpenAPI spec, no structured data on homepage, and unclear API endpoint patterns.","na":false},"reliability":{"score":3,"confidence":"scanner","evidence":"No evidence of API versioning, idempotency keys, consistent response schemas, or status page; reliability documentation is absent despite developer docs existing.","na":false},"safety":{"score":2,"confidence":"scanner","evidence":"No indication of sandbox mode, test environments, dry-run capabilities, or scoped access tokens; safety features are entirely undocumented.","na":false},"reactivity":{"score":1,"confidence":"scanner","evidence":"No evidence of webhooks, streaming, Server-Sent Events, or polling mechanisms; the tool appears to be synchronous-only without event-driven capabilities.","na":false}},"agentGrade":"F","agentScore":2.86,"accessMethods":{"restApi":true,"graphql":false,"cli":true,"sdk":["Node (wasabi-solana-ts)","Python (wasabi)"],"mcpServer":"none","openApiSpec":"","llmsTxt":true,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":35,"badgeEmbedCount":4,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.791Z","updatedAt":"2026-04-09T07:45:48.659Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:54:30.806Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":586019,"hasStructuredData":false,"hasDeveloperDocs":true,"hasAgentMentions":false,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":true,"path":"/llms.txt","length":41723},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":false,"hasSitemap":true}},"packages":{"npm":[{"name":"wasabi-solana-ts","description":"Typescript library for the Wasabi program","version":"1.2.15"},{"name":"wasabiD","description":"wasabi UI——PC端前端框架","version":"0.9.21"},{"name":"wasabi-client","description":"A browser and Node.js client for Wasabi A/B testing API","version":"1.0.5"},{"name":"wasabi-kit","description":"[![Version](https://img.shields.io/github/package-json/v/xmartinezpujol/wasabi-kit/master?label=version)](https://github.com/xmartinezpujol/wasabi-kit) [![Build Status](https://travis-ci.org/xmartinezpujol/wasabi-kit.svg?branch=master)](https://travis-ci.","version":"1.4.0"},{"name":"@cloudacademy/wasabi","description":"SVG icons packs for Cloud Academy frontend projects","version":"2.61.0"},{"name":"firebase-tools","description":"Command-Line Interface for Firebase","version":"15.9.1"},{"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"},{"name":"@modelcontextprotocol/sdk","description":"Model Context Protocol implementation for TypeScript","version":"1.27.1"},{"name":"@mcp-use/cli","description":"The mcp-use CLI is a tool for building and deploying MCP servers with support for ChatGPT Apps, Code Mode, OAuth, Notifications, Sampling, Observability and more.","version":"2.18.3"}],"pypi":[{"name":"wasabi","version":"1.1.3","description":"A lightweight console printing and formatting toolkit"}],"cli":true,"sdks":["Node (wasabi-solana-ts)","Python (wasabi)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Complete absence of an OpenAPI specification and documented REST API makes programmatic integration extremely difficult and discovery nearly impossible for AI agents.","agentSummary":"Wasabi has published llms.txt and offers SDKs/CLI, showing minimal AI-readiness intent, but lacks the fundamental infrastructure (API spec, documented endpoints, auth patterns) needed for reliable agent integration. The tool would require significant reverse-engineering or manual documentation work before agents could autonomously interact with it."}}]}