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The main gap is the lack of an MCP server, which would unlock deeper platform integration and reduce agent development friction."},"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Node (@actions/github)","Python (github)"],"mcpServer":"none","openApiSpec":"","llmsTxt":true,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":52,"badgeEmbedCount":6,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:05:43.786Z","updatedAt":"2026-04-07T07:00:48.650Z","__v":0},{"_id":"69b2da6867df398baec12dda","name":"Supabase","slug":"supabase","url":"https://supabase.com","description":"","logo":"","category":"Developer Tools","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":7,"confidence":"scanner","evidence":"Supabase provides a PostgreSQL-backed API with column selection capabilities and pagination support, though the 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workflows.","na":false}},"agentGrade":"B+","agentScore":7.02,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Node (@supabase/supabase-js)","Python (supabase)"],"mcpServer":"none","openApiSpec":"","llmsTxt":true,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":35,"badgeEmbedCount":5,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.626Z","updatedAt":"2026-04-07T00:44:37.071Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:21:26.352Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":363411,"hasStructuredData":false,"hasDeveloperDocs":true,"hasAgentMentions":true,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":true,"path":"/llms.txt","length":546},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":false,"hasSitemap":true}},"packages":{"npm":[{"name":"@supabase/supabase-js","description":"Isomorphic Javascript SDK for 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It works best for agents needing database CRUD operations with scoped access rather than event-driven or real-time workflows."}},{"_id":"69b2da6867df398baec12de9","name":"CircleCI","slug":"circleci","url":"https://circleci.com","description":"","logo":"","category":"Developer Tools","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"CircleCI provides a REST API with standard pagination and filtering capabilities, but lacks explicit field selection or response compression mechanisms, making responses potentially verbose for large-scale agent operations.","na":false},"access":{"score":8,"confidence":"scanner","evidence":"CircleCI offers multiple access methods including REST API, official SDKs in Node.js and Python, an MCP server (@circleci/mcp-server-circleci), and helper libraries, providing excellent programmatic coverage for AI agents.","na":false},"auth":{"score":8,"confidence":"scanner","evidence":"CircleCI supports API token authentication with scoped permissions, enabling autonomous agent authentication without human-in-the-loop or OAuth complexity, though documentation of permission granularity would strengthen this further.","na":false},"speed":{"score":6,"confidence":"scanner","evidence":"No specific rate limit or latency information is available from the signals, and there's no evidence of ETag support or conditional request optimization, suggesting adequate but unoptimized performance for agent workloads.","na":false},"discoverability":{"score":6,"confidence":"scanner","evidence":"CircleCI provides /llms.txt documentation for AI systems and has a structured homepage, but lacks a published OpenAPI specification, making programmatic API discovery and schema validation more difficult for agents.","na":false},"reliability":{"score":7,"confidence":"scanner","evidence":"CircleCI is an established platform with consistent API behavior and versioning practices typical of mature SaaS tools, though explicit information about idempotency keys and status pages is not evident in the signals.","na":false},"safety":{"score":7,"confidence":"scanner","evidence":"CircleCI supports token scoping and the presence of an MCP server suggests careful access control, though explicit dry-run modes, sandbox environments, or operation undo mechanisms are not documented in the available signals.","na":false},"reactivity":{"score":5,"confidence":"scanner","evidence":"No webhooks, streaming, or SSE capabilities are evident from the signals, leaving agents dependent on polling for state changes, which is inefficient for real-time workflow monitoring.","na":false}},"agentGrade":"B","agentScore":6.82,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Node (cypress-circleci-reporter)","Python (circleci)"],"mcpServer":"none","openApiSpec":"","llmsTxt":true,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":33,"badgeEmbedCount":4,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.630Z","updatedAt":"2026-04-07T02:22:15.464Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:22:23.751Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":505039,"hasStructuredData":true,"hasDeveloperDocs":true,"hasAgentMentions":true,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":true,"path":"/llms.txt","length":5925},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":true,"hasSitemap":true}},"packages":{"npm":[{"name":"cypress-circleci-reporter","description":"Cypress test reporter for CircleCI","version":"0.4.0"},{"name":"@circleci/circleci-config-sdk","description":"An SDK for building CircleCI Configuration files with JavaScript.","version":"0.12.5"},{"name":"@circleci/mcp-server-circleci","description":"A Model Context Protocol (MCP) server implementation for CircleCI, enabling natural language interactions with CircleCI functionality through MCP-enabled clients","version":"0.14.2"},{"name":"circleci","description":"A Node.js client for CircleCI","version":"0.3.3"},{"name":"circleci-api","description":"A Node and Browser client for the CircleCI API, written in TypeScript.","version":"4.1.4"}],"pypi":[{"name":"circleci","version":"1.2.2","description":"Python wrapper for the CircleCI API"}],"cli":false,"sdks":["Node (cypress-circleci-reporter)","Python (circleci)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"The absence of webhook support and lack of published OpenAPI specification force agents into inefficient polling patterns and reduce discoverability of available operations.","agentSummary":"CircleCI is well-positioned for agent integration with comprehensive programmatic access including an official MCP server, API token authentication, and SDKs in multiple languages. 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The platform is suitable for purpose-built integrations but requires more manual setup than best-in-class tools."}},{"_id":"69b2da6867df398baec12df2","name":"Sentry","slug":"sentry","url":"https://sentry.io","description":"","logo":"","category":"Developer Tools","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"Sentry's API likely supports filtering and pagination for event/issue queries, but without an OpenAPI spec or visible documentation on field selection and response compaction, token efficiency cannot be fully assessed.","na":false},"access":{"score":7,"confidence":"scanner","evidence":"Sentry provides official SDKs for JavaScript/Node and Python with multiple specialized packages (@sentry/browser, @sentry/core, @sentry/opentelemetry), plus a REST API inferred from SDK presence, but lacks an MCP server and no CLI tool is documented.","na":false},"auth":{"score":8,"confidence":"scanner","evidence":"Sentry supports API key authentication suitable for autonomous agent use with granular scoping capabilities; the presence of llms.txt and agents.json suggests explicit agent support infrastructure.","na":false},"speed":{"score":6,"confidence":"scanner","evidence":"No response time data collected (responseTimeMs is null), rate limit information is unavailable, and conditional request support cannot be confirmed without API documentation.","na":false},"discoverability":{"score":5,"confidence":"scanner","evidence":"No OpenAPI spec found, but llms.txt and agents.json are present showing agent-aware documentation; however, lack of formal API specification significantly limits discoverability for unknown endpoints.","na":false},"reliability":{"score":6,"confidence":"scanner","evidence":"Sentry as an established observability platform likely has API versioning and consistent schemas, but without access to a status page or formal reliability documentation in collected signals, full assessment is limited.","na":false},"safety":{"score":7,"confidence":"scanner","evidence":"Sentry supports scoped API tokens for fine-grained access control and operates with a clear separation between production and test environments, enabling safe agent operation; test projects are standard in Sentry.","na":false},"reactivity":{"score":5,"confidence":"scanner","evidence":"Sentry likely supports webhooks for real-time event notifications and alerting, but specific webhook documentation and streaming/SSE capabilities cannot be confirmed from collected signals.","na":false}},"agentGrade":"B","agentScore":6.42,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Node (@sentry-internal/replay)","Python (sentry)"],"mcpServer":"none","openApiSpec":"","llmsTxt":true,"agentsJson":true},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":40,"badgeEmbedCount":13,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.633Z","updatedAt":"2026-04-08T02:54:44.682Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:22:58.932Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":563380,"hasStructuredData":true,"hasDeveloperDocs":true,"hasAgentMentions":true,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":true,"path":"/llms.txt","length":20386},"agentsJson":{"found":true,"length":20386},"robotsTxt":{"found":true,"blocksAgents":true,"hasSitemap":true}},"packages":{"npm":[{"name":"@sentry-internal/replay","description":"User replays for Sentry","version":"10.43.0"},{"name":"@sentry/browser","description":"Official Sentry SDK for browsers","version":"10.43.0"},{"name":"@sentry/opentelemetry","description":"Official Sentry utilities for OpenTelemetry","version":"10.43.0"},{"name":"@sentry/core","description":"Base implementation for all Sentry JavaScript SDKs","version":"10.43.0"},{"name":"@sentry-internal/tracing","description":"Sentry Internal Tracing Package","version":"7.114.0"}],"pypi":[{"name":"sentry","version":"23.7.1","description":"A realtime logging and aggregation server."}],"cli":false,"sdks":["Node (@sentry-internal/replay)","Python (sentry)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"The absence of an OpenAPI specification and MCP server significantly limits agent discoverability and integration, requiring agents to rely on implicit API knowledge or the llms.txt file instead of machine-readable standards.","agentSummary":"Sentry provides good agent-readiness through authenticated API access, multiple SDKs, and explicit agent-support signals (llms.txt, agents.json), but is held back by the lack of an OpenAPI spec and MCP server which are becoming standard for modern agent integration. For agents focused on error tracking, performance monitoring, and issue management, Sentry is viable but requires upfront documentation review and custom integration work."}},{"_id":"69b2da6867df398baec12dcb","name":"Vercel","slug":"vercel","url":"https://vercel.com","description":"","logo":"","category":"Developer Tools","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"Vercel provides REST APIs with standard pagination but lacks field selection capabilities and response compaction options, requiring agents to handle full payloads without granular filtering.","na":false},"access":{"score":7,"confidence":"scanner","evidence":"Vercel offers REST API, CLI, and SDKs in Node.js and Python, providing solid programmatic access, but lacks OpenAPI documentation, GraphQL alternative, and critically lacks an MCP server for agent integration.","na":false},"auth":{"score":8,"confidence":"scanner","evidence":"Vercel supports API tokens with scoped permissions and team/project-level access controls, enabling autonomous agent authentication without human-in-the-loop OAuth flows.","na":false},"speed":{"score":6,"confidence":"scanner","evidence":"No explicit rate limit information or conditional request support (ETags) visible in signals; response latency data unavailable, limiting assessment of concurrent request handling capabilities.","na":false},"discoverability":{"score":4,"confidence":"scanner","evidence":"No OpenAPI spec available, no llms.txt or agents.json files, and robots.txt actively blocks agents; developer documentation exists but agent-specific guidance is absent, significantly hindering discoverability.","na":false},"reliability":{"score":6,"confidence":"scanner","evidence":"Vercel maintains a public status page and offers consistent REST API responses, but lacks visible idempotency key support and API versioning strategy documentation in the collected signals.","na":false},"safety":{"score":7,"confidence":"scanner","evidence":"Scoped API tokens and project isolation provide access controls; sandbox/staging environments exist for deployments, but explicit dry-run operations and undo capabilities are not evident.","na":false},"reactivity":{"score":7,"confidence":"scanner","evidence":"Vercel provides deployment webhooks and real-time event notifications, enabling agents to react to state changes, though streaming APIs and SSE are not documented in available signals.","na":false}},"agentGrade":"B","agentScore":6.38,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Node (vercel)","Python (vercel)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":27,"badgeEmbedCount":4,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.615Z","updatedAt":"2026-04-06T01:23:49.110Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:20:41.265Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":940426,"hasStructuredData":false,"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":"vercel","description":"The command-line interface for Vercel","version":"50.32.4"},{"name":"@vercel/nft","description":"[![CI Status](https://github.com/vercel/nft/actions/workflows/ci.yml/badge.svg)](https://github.com/vercel/nft/actions/workflows/ci.yml)","version":"1.3.2"},{"name":"@vercel/blob","description":"The Vercel Blob JavaScript API client","version":"2.3.1"},{"name":"@vercel/oidc","description":"Runtime OIDC helpers intended for use with Vercel Functions","version":"3.2.0"},{"name":"@vercel/otel","description":"Vercel wrapper around OpenTelemetry APIs","version":"2.1.1"}],"pypi":[{"name":"vercel","version":"0.5.2","description":"Python SDK for Vercel"}],"cli":false,"sdks":["Node (vercel)","Python (vercel)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"The absence of an OpenAPI specification, MCP server, and agent-discovery files (llms.txt/agents.json) combined with robots.txt blocking agents creates significant friction for autonomous AI agent discovery and integration.","agentSummary":"Vercel offers solid programmatic access through REST APIs and SDKs with scoped authentication suitable for autonomous agents, but lacks critical discovery mechanisms and agent-first tooling that would enable seamless integration. The active blocking of agents via robots.txt and absence of MCP server support represent the primary barriers to effective agent use."}},{"_id":"69b2da6867df398baec12def","name":"Buildkite","slug":"buildkite","url":"https://buildkite.com","description":"","logo":"","category":"Developer Tools","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"Buildkite offers a REST API with standard pagination support, but no evidence of field selection, response compression, or batching endpoints to minimize token overhead.","na":false},"access":{"score":7,"confidence":"scanner","evidence":"Buildkite provides a REST API, official Node.js SDK (@buildkite/buildkite-sdk), and agent-specific integrations, but lacks GraphQL, CLI tooling, and MCP server support for AI agents.","na":false},"auth":{"score":8,"confidence":"scanner","evidence":"API key-based authentication enables autonomous agent access without human intervention, and Buildkite's agent architecture suggests support for scoped tokens, though specific permission granularity is not documented in the signals.","na":false},"speed":{"score":6,"confidence":"scanner","evidence":"Response time data is unavailable, and robots.txt blocks agents suggesting potential rate-limiting concerns; standard REST API patterns imply reasonable latency but without concrete evidence of conditional requests or high concurrency support.","na":false},"discoverability":{"score":5,"confidence":"scanner","evidence":"No OpenAPI spec is available, and the homepage lacks structured data or developer documentation links, making it harder for agents to discover available endpoints and schema details.","na":false},"reliability":{"score":6,"confidence":"scanner","evidence":"Buildkite's CI/CD nature suggests API versioning and consistent schemas are likely, but no explicit evidence of idempotency keys, version negotiation headers, or published SLA documentation is available.","na":false},"safety":{"score":5,"confidence":"scanner","evidence":"The platform supports test builds and agent-level scoping, but no explicit evidence of dry-run modes, sandbox environments, or granular operation-level permissions (e.g., read-only API keys) is present.","na":false},"reactivity":{"score":7,"confidence":"scanner","evidence":"Buildkite's real-time build monitoring and agent architecture strongly suggest webhook support for build events, enabling reactive automation, though streaming endpoints are not explicitly confirmed.","na":false}},"agentGrade":"B","agentScore":6.34,"accessMethods":{"restApi":false,"graphql":false,"cli":false,"sdk":["Node (@buildkite/buildkite-sdk)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":30,"badgeEmbedCount":4,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.633Z","updatedAt":"2026-04-06T00:24:22.494Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:22:45.008Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":31450,"hasStructuredData":false,"hasDeveloperDocs":false,"hasAgentMentions":true,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":false},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":true,"hasSitemap":true}},"packages":{"npm":[{"name":"@buildkite/buildkite-sdk","description":"[![Build status](https://badge.buildkite.com/a95a3beece2339d1783a0a819f4ceb323c1eb12fb9662be274.svg?branch=main)](https://buildkite.com/buildkite/buildkite-sdk)","version":"0.9.0"},{"name":"buildkite-test-collector","description":"Buildkite Test Engine collectors for JavaScript test frameworks","version":"1.9.5"},{"name":"@pulumiverse/buildkite","description":"A Pulumi package for creating and managing Buildkite resources.","version":"3.2.0"},{"name":"buildkite-agent-node","description":"Access BuildKite agent commands from NodeJS","version":"0.0.11-pre.2"},{"name":"jest-buildkite-reporter","description":"Jest Buildkite reporter","version":"0.2.8"}],"pypi":[],"cli":false,"sdks":["Node (@buildkite/buildkite-sdk)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"The absence of an OpenAPI specification and developer documentation on the homepage makes it difficult for AI agents to autonomously discover, validate, and integrate with available endpoints.","agentSummary":"Buildkite provides solid programmatic access via REST API and Node.js SDK with API key authentication suitable for autonomous agent use, but lacks modern discovery patterns (OpenAPI, MCP) and optimization features that would elevate it to best-in-class. 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The platform is reasonably capable for agent use but requires agents to rely on external documentation rather than self-discovery."}},{"_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":21,"badgeEmbedCount":4,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.644Z","updatedAt":"2026-03-24T21:28:46.076Z","__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."}},{"_id":"69b2da6867df398baec12de6","name":"Bitbucket","slug":"bitbucket","url":"https://bitbucket.org","description":"","logo":"","category":"Developer Tools","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"Bitbucket API likely supports pagination and field filtering, but no OpenAPI spec or documented response optimization patterns are visible, making it difficult to confirm efficient query capabilities.","na":false},"access":{"score":7,"confidence":"scanner","evidence":"REST API available with SDKs in Node.js and Python plus Backstage integrations, but no GraphQL option, CLI, or MCP server limits programmatic access flexibility compared to modern platforms.","na":false},"auth":{"score":7,"confidence":"scanner","evidence":"Bitbucket supports API tokens and OAuth2 (evidenced by passport-bitbucket-oauth2 package), allowing autonomous agent authentication via tokens without human intervention.","na":false},"speed":{"score":6,"confidence":"scanner","evidence":"Response time data is unavailable, and no evidence of rate limit documentation, ETags, or concurrent request support in the signals, making speed assessment incomplete but likely adequate for typical use.","na":false},"discoverability":{"score":4,"confidence":"scanner","evidence":"No OpenAPI specification found, no /docs endpoint mentioned, and robots.txt blocks agent access; while SDK packages suggest some documentation exists, the absence of machine-readable specs significantly hampers discoverability.","na":false},"reliability":{"score":6,"confidence":"scanner","evidence":"No evidence of idempotency keys, API versioning strategy, or status page in signals; the mature SDK ecosystem suggests general reliability, but explicit reliability mechanisms are not confirmed.","na":false},"safety":{"score":5,"confidence":"scanner","evidence":"OAuth2 and token-based auth allow scoped permissions, but no dry-run mode, sandbox environment, or undo operation support is evident from the collected signals.","na":false},"reactivity":{"score":5,"confidence":"scanner","evidence":"No mention of webhooks, streaming, or SSE capabilities in available signals; agent reactivity relies on polling, which is less efficient than event-driven updates.","na":false}},"agentGrade":"C+","agentScore":5.98,"accessMethods":{"restApi":false,"graphql":false,"cli":false,"sdk":["Node (bitbucket)","Python (BitBucket)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":26,"badgeEmbedCount":3,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.629Z","updatedAt":"2026-04-02T05:47:04.125Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:22:14.414Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":179792,"hasStructuredData":true,"hasDeveloperDocs":false,"hasAgentMentions":true,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":false},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":true,"hasSitemap":false}},"packages":{"npm":[{"name":"bitbucket","description":"Bitbucket API client for Browser and Node.js","version":"2.12.0"},{"name":"@backstage/plugin-bitbucket-cloud-common","description":"Common functionalities for bitbucket-cloud plugins","version":"0.3.7"},{"name":"passport-bitbucket-oauth2","description":"Bitbucket OAuth2 authentication strategy for Passport.","version":"0.1.2"},{"name":"@backstage/plugin-scaffolder-backend-module-bitbucket-cloud","description":"The Bitbucket Cloud module for @backstage/plugin-scaffolder-backend","version":"0.3.3"},{"name":"@backstage/plugin-scaffolder-backend-module-bitbucket-server","description":"The Bitbucket Server module for @backstage/plugin-scaffolder-backend","version":"0.2.18"}],"pypi":[{"name":"BitBucket","version":"0.3e","description":null}],"cli":false,"sdks":["Node (bitbucket)","Python (BitBucket)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"The absence of an OpenAPI specification and documented API schema makes it difficult for agents to discover endpoints, parameters, and response formats without manual integration work.","agentSummary":"Bitbucket provides solid REST API access with Node.js/Python SDKs and token-based authentication suitable for autonomous agents, but lacks modern agent-friendly features like OpenAPI specs, GraphQL, MCP support, and webhook reactivity. Token efficiency and discoverability are the primary limitations preventing seamless agent integration."}}]}