{"tool1":{"_id":"69b2da6867df398baec12f27","name":"New Relic","slug":"new-relic","url":"https://newrelic.com","description":"","logo":"","category":"Monitoring","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"New Relic's API likely supports field selection and pagination for monitoring data, but without an OpenAPI spec or direct access to response formats, token efficiency cannot be fully verified; typical observability APIs return verbose event/metric payloads.","na":false},"access":{"score":7,"confidence":"scanner","evidence":"New Relic offers REST API, GraphQL API, and official SDKs for Node.js and Python with strong agent coverage, but lacks an MCP server, CLI tool, or public OpenAPI specification that would enable broader programmatic discovery and integration.","na":false},"auth":{"score":8,"confidence":"scanner","evidence":"New Relic supports API keys and scoped permissions for autonomous agent authentication without human-in-the-loop interaction, enabling secure credential-based access to APIs.","na":false},"speed":{"score":6,"confidence":"scanner","evidence":"As an observability platform, New Relic likely has reasonable API response times and supports concurrent queries, but rate limits and query complexity constraints on observability APIs typically require careful pagination and batching for large-scale agent operations.","na":false},"discoverability":{"score":5,"confidence":"scanner","evidence":"New Relic has developer documentation and structured data on the homepage, but the absence of an OpenAPI spec, llms.txt, or agents.json means agents must rely on manual documentation review rather than machine-readable API contracts.","na":false},"reliability":{"score":7,"confidence":"scanner","evidence":"New Relic as a core infrastructure product likely has strong API versioning and consistent schemas, but without explicit idempotency key support or published status pages confirmed in signals, full reliability assurance cannot be claimed.","na":false},"safety":{"score":6,"confidence":"scanner","evidence":"New Relic's scoped API keys provide permission boundaries, but the absence of explicit sandbox/test environments, dry-run modes, or documented rollback mechanisms for agent-driven changes limits safety guarantees.","na":false},"reactivity":{"score":5,"confidence":"scanner","evidence":"New Relic supports webhooks for alerts and integrations, but lacks streaming APIs or published polling patterns; agents must rely on periodic REST API calls to monitor state changes.","na":false}},"agentGrade":"B","agentScore":6.44,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Node (newrelic)","Python (newrelic)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":31,"badgeEmbedCount":8,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.742Z","updatedAt":"2026-04-20T07:31:05.336Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:43:45.322Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":692251,"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":"newrelic","description":"New Relic agent","version":"13.16.0"},{"name":"@types/new-relic-browser","description":"TypeScript definitions for new-relic-browser","version":"1.230.5"},{"name":"@newrelic/security-agent","description":"New Relic Security Agent for Node.js","version":"3.0.2"},{"name":"@newrelic/browser-agent","description":"New Relic Browser Agent","version":"1.310.1"},{"name":"newrelic-react-native-agent","description":"A New Relic Mobile Agent for React Native","version":"1.7.1"},{"name":"@newrelic/native-metrics","description":"A module for generating metrics from V8.","version":"12.0.0"}],"pypi":[{"name":"newrelic","version":"11.5.0","description":"New Relic Python Agent"}],"cli":false,"sdks":["Node (newrelic)","Python (newrelic)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"The absence of an OpenAPI specification, MCP server, or machine-readable API discovery mechanism (llms.txt/agents.json) forces agents to depend entirely on manual documentation parsing rather than automated schema discovery and validation.","agentSummary":"New Relic provides solid programmatic access via REST API, GraphQL, and SDKs with API key authentication suitable for autonomous agent use, but lacks modern discoverability standards and an MCP server that would streamline integration. The platform's observability-focused architecture and lack of sandbox environments create some friction for safety-critical agent operations."}},"tool2":{"_id":"69b2da6867df398baec12f2a","name":"Grafana","slug":"grafana","url":"https://grafana.com","description":"","logo":"","category":"Monitoring","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":7,"confidence":"scanner","evidence":"OpenAPI spec supports field selection and pagination, reducing unnecessary data transfer, though no batch endpoints limits efficiency for bulk operations.","na":false},"access":{"score":6,"confidence":"scanner","evidence":"REST API with OpenAPI spec and SDKs in Node and Python provide solid programmatic access, but absence of MCP server, GraphQL, and CLI limits flexibility for agent integration.","na":false},"auth":{"score":8,"confidence":"scanner","evidence":"API key authentication enables autonomous agent authentication without human-in-the-loop, and is the sole auth method (no OAuth friction), though scoped permission details are not documented.","na":false},"speed":{"score":5,"confidence":"scanner","evidence":"No rate limit, ETag, or conditional request information available in signals; response latency is unmeasured, creating uncertainty around agent interaction speed.","na":false},"discoverability":{"score":8,"confidence":"scanner","evidence":"Complete OpenAPI spec with 32 endpoints, structured homepage data, and developer documentation are present, though robots.txt blocks agents and no llms.txt/agents.json standards are provided.","na":false},"reliability":{"score":6,"confidence":"scanner","evidence":"OpenAPI spec suggests API versioning capability and consistent schemas, but no signals indicate idempotency key support, status page availability, or explicit schema consistency guarantees.","na":false},"safety":{"score":5,"confidence":"scanner","evidence":"No evidence of sandbox/test mode, dry-run capabilities, or operation-level scoping in the API; API key authentication alone provides some access control but lacks granular safety mechanisms.","na":false},"reactivity":{"score":3,"confidence":"scanner","evidence":"No webhooks, streaming, SSE, or polling optimization signals detected; agents would rely on repeated API polling for state changes, creating inefficiency.","na":false}},"agentGrade":"B","agentScore":6.44,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Node (@grafana/schema)","Python (grafana)"],"mcpServer":"none","openApiSpec":"https://grafana.com/api/openapi.json","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["api_key"],"scopedPermissions":false,"humanRequired":false},"reviewCount":0,"avgReviewScore":0,"viewCount":22,"badgeEmbedCount":3,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.743Z","updatedAt":"2026-04-20T02:20:46.417Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:43:53.577Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":290633,"hasStructuredData":true,"hasDeveloperDocs":true,"hasAgentMentions":true,"responseTimeMs":null},"openapi":{"found":true,"specUrl":"https://grafana.com/api/openapi.json","endpointCount":32,"hasFieldSelection":true,"hasPagination":true,"hasBatchEndpoints":false,"authMethods":["api_key"]},"wellKnown":{"llmsTxt":{"found":false},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":true,"hasSitemap":true}},"packages":{"npm":[{"name":"@grafana/schema","description":"Grafana Schema Library","version":"12.4.1"},{"name":"@grafana/ui","description":"Grafana Components Library","version":"12.4.1"},{"name":"@grafana/data","description":"Grafana Data Library","version":"12.4.1"},{"name":"@grafana/i18n","description":"Grafana Internationalization Library","version":"12.4.1"},{"name":"@grafana/runtime","description":"Grafana Runtime Library","version":"12.4.1"},{"name":"@grafana/llm","description":"A library for working with LLMs in Grafana plugins","version":"1.0.3"},{"name":"@grafana/aws-sdk","description":"Common AWS features for grafana","version":"0.10.2"},{"name":"@grafana/e2e-selectors","description":"Grafana End-to-End Test Selectors Library","version":"12.4.1"},{"name":"firebase-tools","description":"Command-Line Interface for Firebase","version":"15.9.1"}],"pypi":[{"name":"grafana","version":"0.0.1","description":"grafana"}],"cli":false,"sdks":["Node (@grafana/schema)","Python (grafana)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Absence of webhooks, streaming, or reactive primitives forces agents to poll the API repeatedly, creating latency and inefficiency in responding to Grafana state changes.","agentSummary":"Grafana provides a well-documented REST API with solid authentication and discoverability features, making it accessible for agents to integrate with dashboards and monitoring. However, lack of webhooks/streaming, missing MCP server, and robots.txt blocking create friction for real-time agent interactions and seamless integration."}}}