{"tool1":{"_id":"69b2da6867df398baec12ea3","name":"Cohere","slug":"cohere","url":"https://cohere.com","description":"","logo":"","category":"AI & ML","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":7,"confidence":"scanner","evidence":"Cohere's API supports streaming responses and batch processing, but the collected signals lack evidence of field selection or granular response control, suggesting moderate efficiency.","na":false},"access":{"score":8,"confidence":"scanner","evidence":"Multiple official SDKs (Node, Python), integrations with AI frameworks (LangChain, Vercel AI SDK), and broad ecosystem support provide excellent programmatic access, though no MCP server is available.","na":false},"auth":{"score":8,"confidence":"scanner","evidence":"API key-based authentication is straightforward for autonomous agent use with no OAuth complexity, and Cohere's developer-focused positioning suggests proper scoping mechanisms.","na":false},"speed":{"score":7,"confidence":"scanner","evidence":"As a cloud-based API, Cohere likely has reasonable latency for inference workloads, but no explicit evidence of rate limit transparency, ETags, or concurrent request optimization in the signals.","na":false},"discoverability":{"score":7,"confidence":"scanner","evidence":"Comprehensive llms.txt file (4.8KB) and documented developer resources indicate good discoverability, but absence of OpenAPI spec is a notable gap for automatic integration.","na":false},"reliability":{"score":7,"confidence":"scanner","evidence":"Mature product with ecosystem integrations suggests stable versioning and consistent schemas, but no explicit data on idempotency support or API versioning strategy in collected signals.","na":false},"safety":{"score":6,"confidence":"scanner","evidence":"Standard API key scoping provides basic safety, but no evidence of sandbox mode, dry-run capabilities, or granular permission controls specific to agent use cases.","na":false},"reactivity":{"score":7,"confidence":"scanner","evidence":"Streaming response support for real-time inference is evident from SDK implementations, but no indication of webhooks or event-driven capabilities.","na":false}},"agentGrade":"B+","agentScore":7.26,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Node (@ai-sdk/cohere)","Python (cohere)"],"mcpServer":"none","openApiSpec":"","llmsTxt":true,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":311,"badgeEmbedCount":64,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.700Z","updatedAt":"2026-10-24T14:44:04.134Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:35:25.721Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":629692,"hasStructuredData":true,"hasDeveloperDocs":true,"hasAgentMentions":true,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":true,"path":"/llms.txt","length":4801},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":true,"hasSitemap":true}},"packages":{"npm":[{"name":"@ai-sdk/cohere","description":"The **[Cohere provider](https://ai-sdk.dev/providers/ai-sdk-providers/cohere)** for the [AI SDK](https://ai-sdk.dev/docs) contains language model support for the Cohere API.","version":"3.0.25"},{"name":"@langchain/cohere","description":"Cohere integration for LangChain.js","version":"1.0.4"},{"name":"@traceloop/instrumentation-cohere","description":"Cohere Instrumentation","version":"0.22.6"},{"name":"@memberjunction/ai-cohere","description":"MemberJunction: Cohere AI Provider - Semantic reranking using Cohere's Rerank API","version":"5.11.0"},{"name":"@chroma-core/cohere","description":"Cohere embedding provider for Chroma","version":"0.1.9"},{"name":"cohere-ai","description":"![](banner.png)","version":"7.20.0"},{"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"}],"pypi":[{"name":"cohere","version":"5.20.7","description":null}],"cli":false,"sdks":["Node (@ai-sdk/cohere)","Python (cohere)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Absence of an OpenAPI specification and MCP server limits automatic schema discovery and integration, requiring agents to rely on documentation or SDK-specific implementations.","agentSummary":"Cohere is well-positioned for agent integration with mature SDKs, API-first design, and straightforward key-based auth, but lacks OpenAPI specs and MCP support that would enable fully autonomous discovery and integration. The platform's strong ecosystem presence and streaming capabilities make it reliable for agentic workflows despite these gaps."}},"tool2":{"_id":"69b2da6867df398baec12ec1","name":"AssemblyAI","slug":"assemblyai","url":"https://assemblyai.com","description":"","logo":"","category":"AI & ML","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":7,"confidence":"scanner","evidence":"AssemblyAI's transcription API likely returns structured audio/text data with reasonable granularity, and the SDK abstracts away unnecessary details, though no explicit field selection or batching optimization signals are documented.","na":false},"access":{"score":8,"confidence":"scanner","evidence":"Multiple official SDKs (Node, Python), integrations with n8n and Activepieces, AI SDK provider support, and LiveKit plugin demonstrate strong programmatic access; absence of MCP server and no OpenAPI spec published prevent a higher score.","na":false},"auth":{"score":8,"confidence":"scanner","evidence":"API key-based authentication is straightforward for autonomous agent use with no OAuth friction, and the SDK documentation indicates proper support for credential handling.","na":false},"speed":{"score":6,"confidence":"scanner","evidence":"Real-time transcription capability is documented, but no specific latency, rate limit, or concurrent request guarantees are visible in the signals; async/real-time support suggests reasonable performance.","na":false},"discoverability":{"score":6,"confidence":"scanner","evidence":"Developer documentation is present and SDKs are well-documented, but no OpenAPI spec, llms.txt, or agents.json hints were found, limiting machine-readable discoverability for agent frameworks.","na":false},"reliability":{"score":6,"confidence":"scanner","evidence":"Mature SDK versioning and consistent API usage patterns suggest reliability, but no explicit idempotency, versioning strategy, or status page signals are visible in the data.","na":false},"safety":{"score":5,"confidence":"scanner","evidence":"API key scoping is basic; no evidence of sandbox mode, dry-run capabilities, or granular permission controls specific to transcription operations or audio data sensitivity.","na":false},"reactivity":{"score":7,"confidence":"scanner","evidence":"Real-time transcription and async support indicate strong reactivity for streaming audio, though no explicit webhook or SSE mechanisms are documented in the signals.","na":false}},"agentGrade":"B","agentScore":6.84,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Node (assemblyai)","Python (assemblyai)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":134,"badgeEmbedCount":14,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.712Z","updatedAt":"2026-10-22T12:50:47.170Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:37:27.433Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":169291,"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":"assemblyai","description":"The AssemblyAI JavaScript SDK provides an easy-to-use interface for interacting with the AssemblyAI API, which supports async and real-time transcription, as well as the latest LeMUR models.","version":"4.26.1"},{"name":"n8n-nodes-assemblyai","description":"n8n node for AssemblyAI speech-to-text transcription models.","version":"0.2.0"},{"name":"@ai-sdk/assemblyai","description":"The **[AssemblyAI provider](https://ai-sdk.dev/providers/ai-sdk-providers/assemblyai)** for the [AI SDK](https://ai-sdk.dev/docs) contains transcription model support for the AssemblyAI transcription API.","version":"2.0.24"},{"name":"@activepieces/piece-assemblyai","description":"Use the AssemblyAI piece for Activepieces to use AssemblyAI's models to [transcribe audio with Speech-to-Text models](https://www.assemblyai.com/products/speech-to-text?utm_source=activepieces), analyze audio with [audio intelligence models](https://www.a","version":"1.1.4"},{"name":"@livekit/agents-plugin-assemblyai","description":"AssemblyAI plugin for LiveKit Agents for Node.js","version":"0.0.0"},{"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":"video-context-mcp-server","description":"A Model Context Protocol server that gives GitHub Copilot the ability to understand and analyze video content","version":"0.40.1-beta"}],"pypi":[{"name":"assemblyai","version":"0.54.1","description":"AssemblyAI Python SDK"}],"cli":false,"sdks":["Node (assemblyai)","Python (assemblyai)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Lack of published OpenAPI spec and no MCP server implementation limits agent framework discoverability and native tool use by autonomous AI agents.","agentSummary":"AssemblyAI is well-positioned for agent integration with strong multi-language SDK support, API key authentication, and real-time capabilities, but missing machine-readable API documentation (OpenAPI/llms.txt) and a dedicated MCP server limits seamless autonomous discovery and use. Agents can reliably interact with it via SDKs or HTTP, making it suitable for workflows needing speech-to-text transcription."}}}