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Token efficiency, speed characteristics, and safety guarantees remain underdocumented, creating friction for production agent deployments."}},{"_id":"69b2da6867df398baec12e07","name":"Jira","slug":"jira","url":"https://atlassian.com/software/jira","description":"","logo":"","category":"Project Management","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"Jira's REST API supports field filtering and pagination, but responses can be verbose with nested objects; no explicit batching endpoint or GraphQL alternative for more efficient queries.","na":false},"access":{"score":7,"confidence":"scanner","evidence":"Well-established REST API with multiple official SDKs (Python, Node.js), CLI tools, and community packages, but no MCP server or GraphQL endpoint limits integration flexibility.","na":false},"auth":{"score":8,"confidence":"scanner","evidence":"Jira supports API tokens for Cloud instances and OAuth, enabling autonomous agent authentication with scoped permissions without human-in-the-loop interaction.","na":false},"speed":{"score":6,"confidence":"scanner","evidence":"Standard REST API with documented rate limits (typically 80 requests/10 seconds for Cloud), but no mention of ETags for conditional requests or built-in request batching to optimize concurrent operations.","na":false},"discoverability":{"score":5,"confidence":"scanner","evidence":"No OpenAPI spec found; Jira has comprehensive official documentation and predictable REST patterns, but lacks machine-readable API definitions and the homepage doesn't expose well-known agent configuration files.","na":false},"reliability":{"score":7,"confidence":"scanner","evidence":"Jira API provides versioning (v2/v3), consistent response schemas, and idempotency support for mutating operations, though no explicit status page signal was detected.","na":false},"safety":{"score":5,"confidence":"scanner","evidence":"API tokens can be scoped to specific permissions and Jira Cloud supports restricted access, but no explicit mention of sandbox environments, dry-run modes, or undo capabilities for destructive operations.","na":false},"reactivity":{"score":4,"confidence":"scanner","evidence":"Jira supports webhooks for event notifications, but no evidence of streaming APIs, Server-Sent Events, or polling optimization mechanisms in the collected signals.","na":false}},"agentGrade":"B","agentScore":6.32,"accessMethods":{"restApi":true,"graphql":false,"cli":true,"sdk":["Node (@allurereport/plugin-jira)","Python (jira)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":28,"badgeEmbedCount":4,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.646Z","updatedAt":"2026-04-05T12:45:56.501Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:24:09.218Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":1087977,"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":"jira-client","description":"Wrapper for the JIRA API","version":"8.2.2"},{"name":"@types/jira-client","description":"TypeScript definitions for jira-client","version":"7.1.9"},{"name":"@allurereport/plugin-jira","description":"Allure Plugin to Report results to Jira","version":"3.3.1"},{"name":"jira.js","description":"Modern Jira REST API client for JavaScript and TypeScript. Full-featured library for Jira Cloud API v2/v3, Jira Agile API, and Jira Service Desk API. Works in Node.js and browsers with TypeScript support, tree-shaking, and comprehensive type definitions.","version":"5.3.1"},{"name":"@auto-it/jira","description":"Jira plugin for auto","version":"11.3.6"}],"pypi":[{"name":"jira","version":"3.10.5","description":"Python library for interacting with JIRA via REST APIs."}],"cli":true,"sdks":["Node (@allurereport/plugin-jira)","Python (jira)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Lack of OpenAPI specification and absence of an MCP server makes it harder for AI agents to discover capabilities and integrate without manual configuration.","agentSummary":"Jira has solid fundamentals for agent integration with a mature REST API, multiple SDKs, and token-based authentication, but is held back by missing OpenAPI documentation and no MCP server. Agents can reliably interact with Jira but require more upfront setup and have less automatic capability discovery than best-in-class APIs."}},{"_id":"69b2da6867df398baec12e0d","name":"Monday.com","slug":"monday-com","url":"https://monday.com","description":"","logo":"","category":"Project Management","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"Monday.com offers GraphQL API which enables field selection and reduces payload sizes, but no explicit evidence of pagination cursors, batching, or response compression strategies in the collected signals.","na":false},"access":{"score":8,"confidence":"scanner","evidence":"Multiple access methods available including GraphQL API, official Node.js SDK (@mondaydotcomorg/api v13.0.0), agent toolkit (@mondaydotcomorg/agent-toolkit v3.0.10), and MCP server (@mondaydotcomorg/monday-api-mcp v2.0.4), providing excellent coverage for agent integration.","na":false},"auth":{"score":7,"confidence":"scanner","evidence":"API key-based authentication is supported (inferred from SDK and API client availability), enabling autonomous agent auth without OAuth/human-in-the-loop, though scoped permissions details are not explicitly documented in collected signals.","na":false},"speed":{"score":5,"confidence":"scanner","evidence":"No response time data collected (responseTimeMs: null) and rate limit information is absent from signals, making it difficult to assess latency and concurrent request capabilities.","na":false},"discoverability":{"score":6,"confidence":"scanner","evidence":"llms.txt file present (7482 bytes) and homepage has structured data indicating some discoverability support, but no OpenAPI spec found and agent-specific endpoint documentation unclear from signals.","na":false},"reliability":{"score":6,"confidence":"scanner","evidence":"API versioning appears supported (SDK versions suggest API evolution), but no explicit evidence of idempotency keys, consistent schemas, or status page in collected signals.","na":false},"safety":{"score":5,"confidence":"scanner","evidence":"Agent toolkit and scoped access via API keys suggest some safety considerations, but no explicit sandbox/test mode, dry-run capabilities, or operation reversibility documented in signals.","na":false},"reactivity":{"score":6,"confidence":"scanner","evidence":"Monday.com is a real-time collaboration tool suggesting webhook/event support likely exists, but no explicit webhook documentation or streaming API evidence in collected signals.","na":false}},"agentGrade":"B","agentScore":6.32,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":[],"mcpServer":"none","openApiSpec":"","llmsTxt":true,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":25,"badgeEmbedCount":3,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.649Z","updatedAt":"2026-04-09T07:47:12.065Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:24:35.109Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":1219556,"hasStructuredData":true,"hasDeveloperDocs":true,"hasAgentMentions":true,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":true,"path":"/llms.txt","length":7482},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":true,"hasSitemap":true}},"packages":{"npm":[{"name":"@mondaydotcomorg/api","description":"monday.com API client","version":"13.0.0"},{"name":"@mondaydotcomorg/agent-toolkit","description":"monday.com agent toolkit","version":"3.0.10"},{"name":"@mondaydotcomorg/monday-api-mcp","description":"MCP server for using the monday.com API","version":"2.0.4"},{"name":"@vibe/core","description":"Official monday.com UI resources for application development in React.js","version":"3.88.0"},{"name":"@mondaydotcomorg/api-types","description":"monday.com API types","version":"5.0.7"}],"pypi":[],"cli":false,"sdks":[]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Absence of an OpenAPI specification and incomplete documentation of rate limits, response times, and webhook/event capabilities creates friction for agent developers building robust autonomous integrations.","agentSummary":"Monday.com provides solid agent support with GraphQL API access, official SDKs, and an MCP server, making it accessible to autonomous agents via multiple integration methods. However, gaps in discoverability (no OpenAPI), performance metrics (no rate limit data), and safety guarantees (no sandbox mode) prevent it from reaching top-tier agent-readiness."}},{"_id":"69b2da6867df398baec12e13","name":"Basecamp","slug":"basecamp","url":"https://basecamp.com","description":"","logo":"","category":"Project Management","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"Basecamp has a REST API with documented endpoints, but no evidence of field selection, sparse payloads, or batching capabilities, suggesting moderate token efficiency with room for optimization.","na":false},"access":{"score":7,"confidence":"scanner","evidence":"Multiple access methods including REST API, 2 official SDKs (Node/Python), CLI support, and a community MCP server (basecamp-mcp) provide solid programmatic access, though the MCP server is third-party rather than official.","na":false},"auth":{"score":7,"confidence":"scanner","evidence":"API key authentication is supported and documented, enabling autonomous agent authentication without human-in-the-loop, though scoped permission granularity is not explicitly documented.","na":false},"speed":{"score":5,"confidence":"scanner","evidence":"Response time data is unavailable, and there is no evidence of rate limit documentation, ETags, or concurrent request support, making it difficult to assess speed characteristics.","na":false},"discoverability":{"score":5,"confidence":"scanner","evidence":"No OpenAPI spec is provided and there are no agent-specific signals (.well-known files), though developer documentation exists; this limits automated discovery and integration.","na":false},"reliability":{"score":5,"confidence":"scanner","evidence":"No evidence of idempotency keys, API versioning documentation, or published status page; consistent REST patterns suggest some reliability, but lack of explicit guarantees is a concern.","na":false},"safety":{"score":4,"confidence":"scanner","evidence":"No evidence of sandbox/test mode, dry-run capabilities, or operation undo features; API key scoping details are not documented, limiting safe agent operation.","na":false},"reactivity":{"score":3,"confidence":"scanner","evidence":"No mention of webhooks, streaming, SSE, or other real-time mechanisms; agents relying on Basecamp would need to use polling for updates, which is inefficient.","na":false}},"agentGrade":"C+","agentScore":5.72,"accessMethods":{"restApi":true,"graphql":false,"cli":true,"sdk":["Node (@37signals/basecamp)","Python (basecamp)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":34,"badgeEmbedCount":4,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.651Z","updatedAt":"2026-04-09T07:43:56.168Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:24:56.004Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":67927,"hasStructuredData":true,"hasDeveloperDocs":true,"hasAgentMentions":false,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":false},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":true,"hasSitemap":true}},"packages":{"npm":[{"name":"@37signals/basecamp","description":"TypeScript SDK for the Basecamp API","version":"0.5.0"},{"name":"basecamp-client","description":"Type-safe Basecamp API client.","version":"1.0.9"},{"name":"@robinpath/basecamp","description":"> Basecamp module for RobinPath.","version":"0.1.1"},{"name":"basecamp-mcp","description":"Model Context Protocol (MCP) server for Basecamp integration. Enables LLMs to interact with Basecamp projects, messages, todos, comments, people, and kanban boards.","version":"1.0.4"},{"name":"n8n-nodes-basecamp","description":"Basecamp API Node for n8n","version":"0.1.7"}],"pypi":[{"name":"basecamp","version":"0.0.12","description":"Almost complete warapper around the Basecamp API."}],"cli":true,"sdks":["Node (@37signals/basecamp)","Python (basecamp)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"The absence of an official OpenAPI spec and explicit agent support signals (robots.txt blocks agents, no .well-known files) creates discovery friction and requires manual integration work.","agentSummary":"Basecamp has solid programmatic access via REST API and SDKs with autonomous API key authentication, but lacks modern agent-readiness infrastructure like OpenAPI specs, MCP official support, and real-time capabilities. Agents can integrate with Basecamp effectively for project management tasks, but require careful implementation due to limited discoverability and safety features."}},{"_id":"69b2da6867df398baec12e1c","name":"Plane","slug":"plane","url":"https://plane.so","description":"","logo":"","category":"Project Management","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":5,"confidence":"scanner","evidence":"No OpenAPI spec available to assess field selection or response compactness, and no explicit documentation of pagination or batching capabilities suggests likely room for improvement.","na":false},"access":{"score":6,"confidence":"scanner","evidence":"Plane offers a Node SDK and Python package plus a CLI, providing multiple access methods, but the absence of an OpenAPI spec, GraphQL option, or MCP server limits programmatic discoverability and integration flexibility.","na":false},"auth":{"score":6,"confidence":"scanner","evidence":"The presence of SDKs and CLI suggests API key support is likely available, but no explicit documentation of scoped permissions, token restrictions, or autonomous auth mechanisms is evident from the signals.","na":false},"speed":{"score":4,"confidence":"scanner","evidence":"No response time data, rate limit documentation, ETag support, or concurrency guidance is evident; the null responseTimeMs and lack of API spec make it impossible to assess latency or optimization features.","na":false},"discoverability":{"score":4,"confidence":"scanner","evidence":"Developer docs exist and llms.txt is present, but the absence of an OpenAPI spec, agent schema, and the blocklist in robots.txt significantly impair API discoverability and agent-friendly documentation.","na":false},"reliability":{"score":5,"confidence":"scanner","evidence":"No evidence of idempotency keys, API versioning strategy, or status page; SDK existence (v0.2.8) suggests some maturity, but lack of specification details prevents confidence in schema consistency.","na":false},"safety":{"score":4,"confidence":"scanner","evidence":"No mention of sandbox/test modes, dry-run capabilities, or scoped access tokens; the absence of these protective mechanisms is a significant gap for agent autonomy.","na":false},"reactivity":{"score":3,"confidence":"scanner","evidence":"No evidence of webhooks, streaming, SSE, or polling optimizations in the collected signals; the tool appears to be polling-dependent with no modern real-time event mechanisms documented.","na":false}},"agentGrade":"C","agentScore":4.94,"accessMethods":{"restApi":true,"graphql":false,"cli":true,"sdk":["Node (@makeplane/plane-node-sdk)","Python (plane)"],"mcpServer":"none","openApiSpec":"","llmsTxt":true,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":22,"badgeEmbedCount":3,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.657Z","updatedAt":"2026-03-25T21:30:01.395Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:25:22.219Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":382240,"hasStructuredData":false,"hasDeveloperDocs":true,"hasAgentMentions":true,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":true,"path":"/llms.txt","length":12844},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":true,"hasSitemap":true}},"packages":{"npm":[{"name":"@aws-sdk/client-iot-data-plane","description":"AWS SDK for JavaScript Iot Data Plane Client for Node.js, Browser and React Native","version":"3.1008.0"},{"name":"@azure-tools/typespec-client-generator-core","description":"TypeSpec Data Plane Generation library","version":"0.66.2"},{"name":"@controlplane/cli","description":"Control Plane Corporation CLI","version":"3.9.1"},{"name":"@aws-sdk/client-iot-jobs-data-plane","description":"AWS SDK for JavaScript Iot Jobs Data Plane Client for Node.js, Browser and React Native","version":"3.1008.0"},{"name":"@makeplane/plane-node-sdk","description":"Node SDK for Plane","version":"0.2.8"}],"pypi":[{"name":"plane","version":"0.2.1","description":"A lib for text preprocessing"}],"cli":true,"sdks":["Node (@makeplane/plane-node-sdk)","Python (plane)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"The absence of an OpenAPI specification and MCP server makes it extremely difficult for agents to self-discover the API surface, understand available operations, and integrate autonomously without manual configuration.","agentSummary":"Plane has basic agent support through SDKs and CLI access, but lacks critical infrastructure like OpenAPI specs, MCP servers, and documented scoped authentication that modern AI agents require for autonomous operation. The tool is moderately usable for agents with pre-configured integrations, but presents significant friction for dynamic discovery and reliable operation."}},{"_id":"69b2da6867df398baec12e16","name":"Shortcut","slug":"shortcut","url":"https://shortcut.com","description":"","logo":"","category":"Project Management","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":5,"confidence":"scanner","evidence":"No OpenAPI spec available to assess response field selection or pagination capabilities, and no evidence of GraphQL or batching support in the collected signals.","na":false},"access":{"score":7,"confidence":"scanner","evidence":"Multiple access methods available including an MCP server (@shortcut/mcp), SDKs for Node and Python, and developer documentation, though no REST API specification is published.","na":false},"auth":{"score":6,"confidence":"scanner","evidence":"Likely supports API key authentication given the presence of SDKs and MCP server, but no explicit documentation about scoped permissions, token expiration, or autonomous auth mechanisms is evident.","na":false},"speed":{"score":4,"confidence":"scanner","evidence":"Response time data is missing (null), and no information about rate limits, ETags, or concurrent request support is available from the collected signals.","na":false},"discoverability":{"score":3,"confidence":"scanner","evidence":"No OpenAPI specification found, no agents.json or llms.txt files, and while developer docs exist, the lack of formal API documentation severely limits discoverability for agents.","na":false},"reliability":{"score":4,"confidence":"scanner","evidence":"No information about idempotency keys, API versioning strategy, consistent schemas, or status pages is evident in the collected signals.","na":false},"safety":{"score":3,"confidence":"scanner","evidence":"No evidence of sandbox/test mode, dry-run capabilities, or scoped access tokens in the available data, creating risk for unintended operations.","na":false},"reactivity":{"score":2,"confidence":"scanner","evidence":"No mention of webhooks, streaming, SSE, or polling optimization mechanisms in the collected signals.","na":false}},"agentGrade":"C","agentScore":4.78,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Node (@shortcut/mcp)","Python (shortcut)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":24,"badgeEmbedCount":3,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.655Z","updatedAt":"2026-04-09T07:45:42.016Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:25:05.255Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":208346,"hasStructuredData":true,"hasDeveloperDocs":true,"hasAgentMentions":true,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":false},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":false,"hasSitemap":true}},"packages":{"npm":[{"name":"has","description":"Object.prototype.hasOwnProperty.call shortcut","version":"1.0.4"},{"name":"@shortcut/mcp","description":"Shortcut MCP Server","version":"0.23.1"},{"name":"@liff/create-shortcut-on-home-screen","description":"@liff/create-shortcut-on-home-screen","version":"2.27.3"},{"name":"magic-string-ast","description":"magic-string with AST shortcut.","version":"1.0.3"},{"name":"@tauri-apps/plugin-global-shortcut","description":"![plugin-global-shortcut](https://github.com/tauri-apps/plugins-workspace/raw/v2/plugins/global-shortcut/banner.png)","version":"2.3.1"}],"pypi":[{"name":"shortcut","version":"0.0.2","description":"A X platform super simple api and command line application for creating shortcuts"}],"cli":false,"sdks":["Node (@shortcut/mcp)","Python (shortcut)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Absence of a published OpenAPI specification makes it impossible for agents to autonomously discover API capabilities, endpoints, parameters, and response schemas.","agentSummary":"Shortcut has solid programmatic access infrastructure with an MCP server and multi-language SDKs, but lacks critical agent-readiness features like API documentation, discoverability mechanisms, and safety guardrails. Agents would require extensive manual configuration and cannot autonomously discover or validate their interactions with the platform."}}]}