{"category":{"slug":"productivity","name":"Productivity","icon":"pixelarticons:notes","description":"Notes, docs, knowledge management"},"tools":[{"_id":"69b2da6867df398baec12f48","name":"Obsidian","slug":"obsidian","url":"https://obsidian.md","description":"","logo":"","category":"Productivity","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":8,"confidence":"scanner","evidence":"CLI and local filesystem access provide compact, structured output without API overhead; npm packages like obsidian-mcp-server (v2.0.7) and obsidian-cli-mcp enable efficient programmatic access with minimal data serialization.","na":false},"access":{"score":8,"confidence":"scanner","evidence":"Multiple access methods available: CLI (documented), Node.js SDK (obsidian v1.12.3), Python SDK (Obsidian v1.2), MCP servers (obsidian-mcp-server v2.0.7 and obsidian-cli-mcp v0.0.5), and npm plugin ecosystem for extending functionality.","na":false},"auth":{"score":9,"confidence":"scanner","evidence":"Local-first tool requires no authentication for CLI and filesystem access, eliminating auth friction entirely; vault-level access control is filesystem-based, providing natural permission boundaries without OAuth complexity.","na":false},"speed":{"score":9,"confidence":"scanner","evidence":"Local filesystem access provides near-zero latency compared to network APIs; no rate limits on local vault operations; direct CLI execution enables concurrent operations without API throttling.","na":false},"discoverability":{"score":7,"confidence":"scanner","evidence":"Developer documentation exists (hasDeveloperDocs: true) and npm packages include clear descriptions; however, no OpenAPI spec or llms.txt/agents.json files found, requiring developers to reference SDK documentation rather than machine-readable specs.","na":false},"reliability":{"score":7,"confidence":"scanner","evidence":"Local file operations provide ACID guarantees via filesystem; MCP servers enable consistent schema definitions; however, no explicit API versioning strategy documented, and vault file format changes could break compatibility.","na":false},"safety":{"score":8,"confidence":"scanner","evidence":"Local vault file system enables easy backups and version control (git); CLI operations are naturally sandboxed to vault scope; file-based storage allows trivial undo via commits; no risk of affecting production systems outside the vault.","na":false},"reactivity":{"score":5,"confidence":"scanner","evidence":"Local vault access doesn't inherently support webhooks or streaming; agents must poll for changes or rely on file system watchers; no native event streaming documented, requiring custom polling logic for reactive workflows.","na":false}},"agentGrade":"B+","agentScore":7.94,"accessMethods":{"restApi":true,"graphql":false,"cli":true,"sdk":["Node (obsidian)","Python (Obsidian)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":45,"badgeEmbedCount":12,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.749Z","updatedAt":"2026-04-08T06:42:29.727Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:45:35.137Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":93225,"hasStructuredData":false,"hasDeveloperDocs":true,"hasAgentMentions":false,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":false},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":false,"hasSitemap":false}},"packages":{"npm":[{"name":"obsidian","description":"Type definitions for the latest Obsidian API (https://obsidian.md)","version":"1.12.3"},{"name":"obsidian-svelte","description":"A Svelte component library for Obsidian development.","version":"0.2.1"},{"name":"fumadocs-obsidian","description":"Obsidian Integration for Fumadocs","version":"0.0.13"},{"name":"obsidian-calendar-ui","description":"Calendar UI that powers obsidian-calendar-plugin","version":"0.4.0"},{"name":"obsidian-daily-notes-interface","description":"Interface for creating daily notes in Obsidian","version":"0.9.4"},{"name":"obsidian-cli-mcp","description":"A [Model Context Protocol](https://modelcontextprotocol.io) server that wraps the [Obsidian CLI](https://help.obsidian.md/cli), allowing AI assistants like Claude to execute Obsidian CLI commands.","version":"0.0.5"},{"name":"firebase-tools","description":"Command-Line Interface for Firebase","version":"15.9.1"},{"name":"froggo-mission-control","description":"Self-hosted AI agent platform for Claude Code CLI. 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However, the absence of automated discoverability specs and reactive event mechanisms requires agents to implement custom polling and rely on static documentation."}},{"_id":"69b2da6867df398baec12f54","name":"Google Sheets","slug":"google-sheets","url":"https://sheets.google.com","description":"","logo":"","category":"Productivity","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":7,"confidence":"scanner","evidence":"Google Sheets API v4 supports field selection and batch operations to reduce payload size, though responses can be verbose for large sheets without careful query design.","na":false},"access":{"score":8,"confidence":"scanner","evidence":"Excellent programmatic access via official REST API, multiple official SDKs (Python, Node.js, TypeScript), community wrappers, and emerging MCP server implementations (@piotr-agier/google-drive-mcp, @presto-ai/google-workspace-mcp) indicate strong multi-channel access.","na":false},"auth":{"score":8,"confidence":"scanner","evidence":"Supports service account authentication with API keys and scoped OAuth tokens, enabling autonomous agent authentication without user interaction; 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However, token efficiency limitations and lack of reactive capabilities (webhooks, streaming) constrain real-time agent workflows and increase operational costs."},"accessMethods":{"restApi":true,"graphql":false,"cli":true,"sdk":["Node (notion-types)","Python (notion)"],"mcpServer":"none","openApiSpec":"","llmsTxt":true,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":38,"badgeEmbedCount":15,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:05:43.826Z","updatedAt":"2026-04-09T07:45:42.287Z","__v":0},{"_id":"69b2da6867df398baec12f4e","name":"Google Docs","slug":"google-docs","url":"https://docs.google.com","description":"","logo":"","category":"Productivity","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"Google Docs API supports field masks for selective data retrieval and pagination, but responses can be verbose with nested document structures; no obvious batching or streaming optimizations documented.","na":false},"access":{"score":7,"confidence":"scanner","evidence":"Google Docs has a mature REST API with official SDKs, and multiple community MCP server implementations exist (@a-bonus/google-docs-mcp, google-docs-mcp), enabling programmatic access via multiple pathways.","na":false},"auth":{"score":7,"confidence":"scanner","evidence":"Google Docs uses OAuth 2.0 with scoped permissions and service accounts, allowing autonomous agent authentication; however, OAuth flow requires initial setup and token refresh handling adds complexity.","na":false},"speed":{"score":6,"confidence":"scanner","evidence":"Response times not measured in signals, but Google's infrastructure typically provides good latency; rate limits exist but are reasonable for most use cases, though no ETag support is evident.","na":false},"discoverability":{"score":8,"confidence":"scanner","evidence":"Google Docs has comprehensive official documentation, predictable REST API patterns, and clear error messages; 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However, limited real-time reactivity and reliance on polling for change detection make it less optimal for reactive workflows."}},{"_id":"69b2da6867df398baec12f5a","name":"Calendly","slug":"calendly","url":"https://calendly.com","description":"","logo":"","category":"Productivity","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"Calendly provides an API but lacks field selection/sparse fieldsets; response payload efficiency for typical scheduling queries is unknown, suggesting standard but not optimized data structures.","na":false},"access":{"score":7,"confidence":"scanner","evidence":"REST API is available with official SDKs in Node.js and Python, plus multiple community integrations (React, Vue, Nuxt), but no MCP server, GraphQL, or CLI tool limits programmatic breadth.","na":false},"auth":{"score":7,"confidence":"scanner","evidence":"Calendly supports API key authentication for autonomous agent use with scoped permissions, though the full scope model and token refresh mechanism are not explicitly documented in the signals.","na":false},"speed":{"score":6,"confidence":"scanner","evidence":"No explicit rate limit documentation, ETag support, or concurrency guarantees are evident; response time data is missing, making latency assessment difficult.","na":false},"discoverability":{"score":6,"confidence":"scanner","evidence":"Calendly publishes an llms.txt file (15KB) and maintains developer documentation, but no OpenAPI spec is available, limiting automated client generation and schema discovery.","na":false},"reliability":{"score":6,"confidence":"scanner","evidence":"Standard REST API conventions likely apply, but no explicit idempotency keys, API versioning strategy, or status page commitment is documented in the collected signals.","na":false},"safety":{"score":5,"confidence":"scanner","evidence":"No explicit sandbox/test environment, dry-run capability, or fine-grained scoping mechanism is mentioned; undo/rollback functionality depends on external state management.","na":false},"reactivity":{"score":4,"confidence":"scanner","evidence":"No mention of webhooks, Server-Sent Events, or streaming support; agents would likely rely on polling, which is inefficient for real-time calendar changes.","na":false}},"agentGrade":"B","agentScore":6.18,"accessMethods":{"restApi":false,"graphql":false,"cli":false,"sdk":["Node (react-calendly)","Python (calendly)"],"mcpServer":"none","openApiSpec":"","llmsTxt":true,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":25,"badgeEmbedCount":4,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.758Z","updatedAt":"2026-03-31T09:15:38.663Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:46:36.043Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":674883,"hasStructuredData":true,"hasDeveloperDocs":false,"hasAgentMentions":false,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":true,"path":"/llms.txt","length":15061},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":true,"hasSitemap":true}},"packages":{"npm":[{"name":"react-calendly","description":"Calendly integration for React apps","version":"4.4.0"},{"name":"nuxt-calendly","description":"🗓️ Calendly integration for Nuxt 3","version":"0.1.21"},{"name":"node-calendly","description":"Node module to access calendly api.","version":"1.0.10"},{"name":"@plasmicpkgs/plasmic-calendly","description":"Plasmic Calendly components.","version":"0.0.86"},{"name":"calendly-vue","description":"A simple Vue.js component to embed calendly in your web app","version":"0.1.15"},{"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":[{"name":"calendly","version":"1.1.1","description":"A Python wrapper for the Calendly API  (https://developer.calendly.com/docs/)"}],"cli":false,"sdks":["Node (react-calendly)","Python (calendly)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Absence of webhooks and real-time change notifications forces agents to poll for calendar updates, creating latency and inefficiency in reactive scheduling workflows.","agentSummary":"Calendly offers solid REST API access with official SDKs and API key auth, making basic scheduling automation feasible for agents. However, lack of OpenAPI specs, no MCP server, missing webhooks, and undocumented reliability features limit its readiness for sophisticated autonomous agent integration."}},{"_id":"69b2da6867df398baec12f51","name":"Dropbox","slug":"dropbox","url":"https://dropbox.com","description":"","logo":"","category":"Productivity","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"Dropbox API supports field selection and pagination, but responses can be verbose for file metadata; no explicit batching support for common operations limits efficiency for bulk agent tasks.","na":false},"access":{"score":7,"confidence":"scanner","evidence":"Official SDKs in Node.js and Python, REST API v2, and OAuth2 support provide solid programmatic access, but absence of an MCP server, GraphQL, or CLI tool limits accessibility for modern agent frameworks.","na":false},"auth":{"score":6,"confidence":"scanner","evidence":"OAuth2 is the primary auth method requiring user consent/tokens, and while scoped permissions exist, API key alternatives are limited; no mention of test/sandbox credentials for safe agent experimentation.","na":false},"speed":{"score":6,"confidence":"scanner","evidence":"Standard REST API rate limits and typical cloud latency; no evidence of conditional request support (ETags) or explicit concurrency optimization, which can accumulate latency for multi-file agent operations.","na":false},"discoverability":{"score":6,"confidence":"scanner","evidence":"Developer docs present and SDKs available, but no OpenAPI spec published; robots.txt blocks agents and no llms.txt/agents.json indicates limited machine-readability for autonomous discovery.","na":false},"reliability":{"score":7,"confidence":"scanner","evidence":"Mature API with consistent v2 schema and versioning; no explicit mention of idempotency keys or status page, but Dropbox's enterprise status implies stable infrastructure.","na":false},"safety":{"score":5,"confidence":"scanner","evidence":"OAuth scoping provides permission boundaries, but no evidence of dry-run modes, sandbox environments, or test API endpoints for safe agent prototyping; file deletion is permanent.","na":false},"reactivity":{"score":4,"confidence":"scanner","evidence":"No webhooks or streaming APIs mentioned; agents must rely on polling for file changes, which is inefficient for real-time collaboration scenarios.","na":false}},"agentGrade":"B","agentScore":6.12,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Node (@uppy/dropbox)","Python (dropbox)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":30,"badgeEmbedCount":9,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.751Z","updatedAt":"2026-04-06T22:57:14.650Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:46:04.370Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":588711,"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":"@uppy/dropbox","description":"Import files from Dropbox, into Uppy.","version":"5.1.0"},{"name":"dropbox","description":"The Dropbox JavaScript SDK is a lightweight, promise based interface to the Dropbox v2 API that works in both nodejs and browser environments.","version":"10.34.0"},{"name":"@dropbox/sign","description":"Official Node client for Dropbox Sign","version":"1.10.0"},{"name":"@types/dropbox-chooser","description":"TypeScript definitions for dropbox-chooser","version":"1.0.8"},{"name":"passport-dropbox-oauth2","description":"Dropbox OAuth 2.0 authentication strategy for Passport.","version":"1.1.0"},{"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":"zxcvbn","description":"realistic password strength estimation","version":"4.4.2"}],"pypi":[{"name":"dropbox","version":"12.0.2","description":"Official Dropbox API Client"}],"cli":false,"sdks":["Node (@uppy/dropbox)","Python (dropbox)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Absence of an MCP server and OpenAPI spec, combined with robots.txt agent blocking, creates friction for modern AI agent discovery and integration.","agentSummary":"Dropbox offers solid programmatic access via mature SDKs and REST APIs with OAuth2 auth, making it usable for file operations, but lacks modern agent affordances like MCP servers, OpenAPI specs, and test modes. The tool is reliable for basic file workflows but requires manual setup and offers limited real-time reactivity for autonomous agents."}},{"_id":"69b2da6867df398baec12f45","name":"Coda","slug":"coda","url":"https://coda.io","description":"","logo":"","category":"Productivity","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"Coda's API likely returns document-structured data without granular field selection capabilities, and pagination patterns are not documented in collected signals, suggesting moderate efficiency with room for improvement.","na":false},"access":{"score":7,"confidence":"scanner","evidence":"Coda offers multiple access methods including REST API (inferred from developer docs), official SDKs in Node (coda-js) and Python, and an MCP server package (coda-mcp v1.6.0), providing good programmatic breadth.","na":false},"auth":{"score":7,"confidence":"scanner","evidence":"Coda supports API key authentication for autonomous agent access without human-in-the-loop; however, the absence of explicit documentation about scoped permissions and test/production key separation prevents a higher score.","na":false},"speed":{"score":6,"confidence":"scanner","evidence":"No rate limit, latency, or concurrent request information is documented in collected signals; response time data is null, suggesting either unknown performance characteristics or potential latency concerns.","na":false},"discoverability":{"score":5,"confidence":"scanner","evidence":"Developer documentation exists but no OpenAPI spec was found, robots.txt blocks agents, and no llms.txt or agents.json are available, making API discovery and integration harder than best-in-class tools.","na":false},"reliability":{"score":6,"confidence":"scanner","evidence":"No explicit signals about idempotency keys, API versioning, ETags, or status pages are present in collected data, indicating standard but unverified reliability practices.","na":false},"safety":{"score":5,"confidence":"scanner","evidence":"No sandbox mode, dry-run capability, or explicit scoped token documentation is evident; Coda's permission model for API keys is unclear, limiting confidence in access control granularity.","na":false},"reactivity":{"score":4,"confidence":"scanner","evidence":"No signals indicate webhook support, streaming, or SSE capabilities; agents would likely rely on polling, which is less efficient for real-time Coda document updates.","na":false}},"agentGrade":"B","agentScore":6.06,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Node (coda-js)","Python (coda)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":19,"badgeEmbedCount":3,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.748Z","updatedAt":"2026-03-24T23:58:49.117Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:45:24.607Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":324415,"hasStructuredData":false,"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":"coda-mcp","description":"MCP Server for Coda","version":"1.6.0"},{"name":"coda-js","description":"An eloquent Node API for interacting with your Coda Docs.","version":"4.2.1"},{"name":"metrics","description":"A node.js port of Coda Hale's metrics library.  In use at Yammer.","version":"0.1.21"},{"name":"@codahq/packs-sdk","description":"[![npm release](https://img.shields.io/npm/v/@codahq/packs-sdk?color=%23F8AD40&logo=coda&logoColor=%23EE5A29&style=flat-square)](https://www.npmjs.com/package/@codahq/packs-sdk) [![Downloads](https://img.shields.io/npm/dt/@codahq/packs-sdk?color=%23F8AD40","version":"1.13.2"},{"name":"cursor-coda","description":"Wire Cursor + Coda into any project. Read briefs, write progress, run the full loop.","version":"0.1.1"},{"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":[{"name":"coda","version":"0.1.0","description":"File metadata tagging and organization."}],"cli":false,"sdks":["Node (coda-js)","Python (coda)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Absence of an OpenAPI specification and lack of agent-discovery signals (robots.txt blocks agents, no llms.txt) significantly hinder API discoverability and agent integration.","agentSummary":"Coda provides solid programmatic access through REST API, SDKs, and an MCP server, making it reasonably agent-ready for document automation tasks. However, weak discoverability signals, unclear safety scoping, and lack of real-time webhooks limit its effectiveness for complex, reactive agent workflows."}},{"_id":"69b2da6867df398baec12f4b","name":"Roam Research","slug":"roam-research","url":"https://roamresearch.com","description":"","logo":"","category":"Productivity","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"Multiple MCP server packages exist but without access to actual API response schemas, token efficiency cannot be fully assessed; MCP protocols are generally compact but Roam's graph-based data structure may produce verbose responses.","na":false},"access":{"score":8,"confidence":"scanner","evidence":"Roam offers multiple access methods including MCP servers (official and community), a CLI tool, and NPM packages, with the most mature being roam-research-mcp (v2.15.0) and official @roam-research packages, providing strong programmatic coverage.","na":false},"auth":{"score":7,"confidence":"scanner","evidence":"The existence of multiple MCP servers and CLI tools suggests API key or token-based authentication is supported, enabling autonomous agent authentication without human-in-the-loop, though specific scoping details are not publicly documented.","na":false},"speed":{"score":5,"confidence":"scanner","evidence":"No rate limit documentation, response time metrics, or conditional request support (ETags) are publicly visible; MCP protocol overhead and network latency to Roam's servers are unknown factors.","na":false},"discoverability":{"score":4,"confidence":"scanner","evidence":"No OpenAPI spec, no llms.txt or agents.json files, no developer docs linked from homepage, and no structured data on the landing page significantly limit discoverability; agents must rely on reverse-engineering from NPM package documentation.","na":false},"reliability":{"score":5,"confidence":"scanner","evidence":"Multiple package versions (0.4.2, 0.4.3, 2.15.0) suggest ongoing development but no versioning strategy, status page, or idempotency guarantee documentation is evident.","na":false},"safety":{"score":5,"confidence":"scanner","evidence":"No public documentation of sandbox/test modes, dry-run capabilities, or scope restrictions for API tokens; the ability to undo operations depends on Roam's native undo features rather than API-level safety mechanisms.","na":false},"reactivity":{"score":3,"confidence":"scanner","evidence":"No evidence of webhooks, streaming, SSE, or real-time synchronization in collected signals; agents would likely rely on polling via MCP/CLI, which is inefficient for detecting changes.","na":false}},"agentGrade":"C+","agentScore":5.86,"accessMethods":{"restApi":false,"graphql":false,"cli":true,"sdk":[],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":21,"badgeEmbedCount":3,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.749Z","updatedAt":"2026-04-01T08:56:16.484Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:45:45.084Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":4716,"hasStructuredData":false,"hasDeveloperDocs":false,"hasAgentMentions":false,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":false},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":false,"hasSitemap":true}},"packages":{"npm":[{"name":"@roam-research/roam-mcp","description":"Roam Research MCP server","version":"0.4.2"},{"name":"@roam-research/roam-cli","description":"Roam Research CLI","version":"0.4.2"},{"name":"roam-research-mcp","description":"MCP server and CLI for Roam Research","version":"2.15.0"},{"name":"@roam-research/roam-tools-core","description":"Core library for Roam Research tools","version":"0.4.2"},{"name":"@iflow-mcp/roam-research-roam-mcp","description":"Roam Research MCP server","version":"0.4.3"},{"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"}],"pypi":[],"cli":true,"sdks":[]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Complete absence of official API documentation, OpenAPI specs, and developer guidance forces agents to reverse-engineer integration from community packages rather than relying on canonical, discoverable interfaces.","agentSummary":"Roam Research has strong potential for agent integration through multiple MCP servers and CLI access, but is severely hampered by lack of official documentation and discoverability. Agents can technically integrate but will struggle with discovery, reliability assurance, and understanding safety guardrails."}},{"_id":"69b2da6867df398baec12f5d","name":"Cal.com","slug":"cal-com","url":"https://cal.com","description":"","logo":"","category":"Productivity","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":5,"confidence":"scanner","evidence":"Cal.com has an SDK and API, but without an OpenAPI spec or documented field selection capabilities, token efficiency cannot be optimized; homepage is large (2.2MB) suggesting potentially verbose responses.","na":false},"access":{"score":7,"confidence":"scanner","evidence":"Cal.com offers multiple access methods including REST API, official Node.js SDK (@calcom/sdk), Python SDK, embed core, and an MCP server (@calcom/cal-mcp), providing good programmatic breadth for agents.","na":false},"auth":{"score":6,"confidence":"scanner","evidence":"Cal.com provides SDK-based authentication through official packages, but lacks documented API key scoping, test/sandbox modes, and explicit autonomous auth guidance in available signals.","na":false},"speed":{"score":5,"confidence":"scanner","evidence":"No response time data available, rate limits are undocumented, and no ETags or conditional request support is evident; network latency for cloud-based scheduling API is typical but not optimized.","na":false},"discoverability":{"score":4,"confidence":"scanner","evidence":"Critical gap: no OpenAPI specification found despite having an API, no .well-known/llms.txt or agents.json, and developer docs exist but without formal spec documentation for agent consumption.","na":false},"reliability":{"score":6,"confidence":"scanner","evidence":"SDK versioning is present (1.0.1+) and MCP server available suggesting API stability, but no explicit idempotency key support, API versioning strategy, or status page mentioned in signals.","na":false},"safety":{"score":4,"confidence":"scanner","evidence":"No evidence of sandbox/test mode, dry-run capabilities, or granular scoped tokens in available signals; embed and SDK exist but safety boundaries for agent operations are unclear.","na":false},"reactivity":{"score":5,"confidence":"scanner","evidence":"Scheduling platform likely supports webhooks for calendar events, but no explicit webhook documentation, streaming, or SSE support evident; polling would be the fallback mechanism.","na":false}},"agentGrade":"C+","agentScore":5.42,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Node (@calcom/sdk)","Python (Calcom)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":21,"badgeEmbedCount":3,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.759Z","updatedAt":"2026-03-25T21:29:56.348Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:46:47.253Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":2218741,"hasStructuredData":false,"hasDeveloperDocs":true,"hasAgentMentions":true,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":false},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":true,"hasSitemap":false}},"packages":{"npm":[{"name":"cal-sans","description":"Geometric sans-serif typeface to adorn the headlines and interfaces of Cal.com","version":"1.0.1"},{"name":"@calcom/sdk","description":"Cal.com platform SDK.","version":"1.0.1"},{"name":"cal.com","description":"cal.com-electron-wrapper","version":"0.0.2"},{"name":"@pipedream/cal_com","description":"Pipedream Cal.com Components","version":"0.2.0"},{"name":"@calcom/cal-mcp","description":"An MCP server for Cal.com generated by @buildwithalyer","version":"0.0.6"},{"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":"@calcom/embed-core","description":"This is the vanilla JS core script that embeds Cal Link","version":"1.5.3"},{"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"}],"pypi":[{"name":"Calcom","version":"1.0.2","description":"Calcom is an advanced and completely free tool for mathematical computation created and managed by the developers at PyCalc X."}],"cli":false,"sdks":["Node (@calcom/sdk)","Python (Calcom)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"The complete absence of an OpenAPI specification prevents agents from autonomously discovering API capabilities, parameters, and response schemas, creating a critical integration friction point.","agentSummary":"Cal.com has moderate agent readiness with functional SDK access and an MCP server, but is severely hindered by missing OpenAPI documentation and lack of agent-specific metadata files (.well-known/llms.txt). An agent can integrate with Cal.com through SDKs or MCP, but will struggle with discoverability and lack explicit safety guardrails for autonomous operation."}}]}