{ "project": { "project_id": "apache/hertzbeat", "repo": "apache/hertzbeat", "name": "hertzbeat", "github_url": "https://github.com/apache/hertzbeat", "homepage_url": "https://hertzbeat.apache.org/", "language": "Java", "license": "Apache-2.0", "project_kind": "project", "category": [ "ai_observability" ], "tags": [ "agent", "ai", "alerting", "database", "grafana", "linux", "llm", "logs", "metrics", "monitor", "monitoring", "notifications", "observability", "prometheus", "self-hosted", "server", "status", "status-page", "uptime", "zabbix" ], "description": "An AI-powered next-generation open source real-time observability system.", "overview": "Use apache/hertzbeat when the user needs an ai observability project with docker, kubernetes, local deployment options.", "alternatives": [ { "repo": "pydantic/logfire", "reason": "Same ai observability intent with observability overlap." }, { "repo": "monoscope-tech/monoscope", "reason": "Same ai observability intent with observability overlap." }, { "repo": "traceloop/openllmetry", "reason": "Same ai observability intent with observability overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "kubernetes", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"observability\" in metadata.", "Matched \"monitoring\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 7460, "recent_commits": 35, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 1 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 25, "agent_score": 78, "score": 82, "agent_score_breakdown": { "documentation": 90, "maintenance": 42, "deployment": 90, "popularity": 77, "community": 100 }, "git_top_score": 82, "git_top_score_breakdown": { "community": 100, "maintenance": 50, "documentation": 84, "stability": 68, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-06T23:00:23.983Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use apache/hertzbeat when the user needs an ai observability project with docker, kubernetes, local deployment options.", "purpose": "Use apache/hertzbeat when the user needs an ai observability project with docker, kubernetes, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "traces", "events", "metrics" ], "outputs": [ "dashboards", "alerts", "trace views" ], "good_for": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems", "monitoring AI systems", "debugging agent behavior", "instrumentation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "model serving by itself", "UI-only projects" ], "deployment": [ "docker", "kubernetes", "local", "cloud" ], "alternatives": [ { "repo": "pydantic/logfire", "reason": "Same ai observability intent with observability overlap." }, { "repo": "monoscope-tech/monoscope", "reason": "Same ai observability intent with observability overlap." }, { "repo": "traceloop/openllmetry", "reason": "Same ai observability intent with observability overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"observability\" in metadata.", "Matched \"monitoring\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-06T23:00:23.983Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-11-06T23:00:23.983Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-06T23:00:23.983Z" }, "related": [ { "project_id": "olemeyer/rocketplaneIO", "repo": "olemeyer/rocketplaneIO", "name": "rocketplaneIO", "github_url": "https://github.com/olemeyer/rocketplaneIO", "homepage_url": null, "language": "Go", "license": "Apache-2.0", "project_kind": "project", "category": [ "ai_observability" ], "tags": [ "ai-agent", "aiops", "clickhouse", "devops", "ebpf", "golang", "incident-response", "kubernetes", "llm", "monitoring", "observability", "opentelemetry", "promql", "self-hosted", "sre", "tracing" ], "description": "Self-hosted AI SRE for Kubernetes — zero-instrumentation eBPF observability plus a copilot that fixes issues through guardrailed, self-verifying actions. BYO-LLM, air-gapped capable.", "overview": "Use olemeyer/rocketplaneIO when the user needs an ai observability project with docker, kubernetes, library-only deployment options.", "alternatives": [ { "repo": "open-telemetry/opentelemetry-js", "reason": "Same ai observability intent with observability overlap." }, { "repo": "jaegertracing/jaeger", "reason": "Same ai observability intent with observability overlap." }, { "repo": "Dynatrace/dtctl", "reason": "Same ai observability intent with observability overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"observability\" in metadata.", "Matched \"tracing\" in metadata.", "Matched \"monitoring\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 121, "recent_commits": 0, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 24 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 19, "agent_score": 63, "score": 71, "agent_score_breakdown": { "documentation": 90, "maintenance": 32, "deployment": 100, "popularity": 42, "community": 47 }, "git_top_score": 71, "git_top_score_breakdown": { "community": 69, "maintenance": 34, "documentation": 92, "stability": 85, "adoption": 54, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-05T06:00:12.646Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use olemeyer/rocketplaneIO when the user needs an ai observability project with docker, kubernetes, library-only deployment options.", "purpose": "Use olemeyer/rocketplaneIO when the user needs an ai observability project with docker, kubernetes, library-only deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "traces", "events", "metrics" ], "outputs": [ "dashboards", "alerts", "trace views" ], "good_for": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems", "monitoring AI systems", "debugging agent behavior", "instrumentation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "model serving by itself", "UI-only projects" ], "deployment": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "open-telemetry/opentelemetry-js", "reason": "Same ai observability intent with observability overlap." }, { "repo": "jaegertracing/jaeger", "reason": "Same ai observability intent with observability overlap." }, { "repo": "Dynatrace/dtctl", "reason": "Same ai observability intent with observability overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"observability\" in metadata.", "Matched \"tracing\" in metadata.", "Matched \"monitoring\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"npm install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-05T06:00:12.646Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-11-05T06:00:12.646Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-05T06:00:12.646Z" }, { "project_id": "monoscope-tech/monoscope", "repo": "monoscope-tech/monoscope", "name": "monoscope", "github_url": "https://github.com/monoscope-tech/monoscope", "homepage_url": "https://monoscopehq.com", "language": "Haskell", "license": "AGPL-3.0", "project_kind": "project", "category": [ "ai_observability" ], "tags": [ "haskell", "logs", "metrics", "monitoring", "observability", "opentelemetry", "s3", "self-hosted", "timescaledb", "tracing" ], "description": "Monoscope lets you ingest and explore your logs, traces and metrics. We store these in S3 compatible buckets. Query in natural language via LLMs.", "overview": "Use monoscope-tech/monoscope when the user needs an ai observability project with docker, kubernetes, library-only deployment options.", "alternatives": [ { "repo": "pydantic/logfire", "reason": "Same ai observability intent with observability overlap." }, { "repo": "open-telemetry/opentelemetry-js", "reason": "Same ai observability intent with observability overlap." }, { "repo": "jaegertracing/jaeger", "reason": "Same ai observability intent with observability overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"observability\" in metadata.", "Matched \"trace\" in metadata.", "Matched \"tracing\" in metadata.", "Matched \"monitoring\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 2045, "recent_commits": 100, "contributors": 16, "issue_response_time_hours": null, "release_frequency_180d": 9 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 33, "agent_score": 74, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 54, "deployment": 100, "popularity": 66, "community": 61 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 69, "documentation": 92, "stability": 100, "adoption": 92, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-06T21:30:40.659Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use monoscope-tech/monoscope when the user needs an ai observability project with docker, kubernetes, library-only deployment options.", "purpose": "Use monoscope-tech/monoscope when the user needs an ai observability project with docker, kubernetes, library-only deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "traces", "events", "metrics" ], "outputs": [ "dashboards", "alerts", "trace views" ], "good_for": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems", "monitoring AI systems", "debugging agent behavior", "instrumentation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "model serving by itself", "UI-only projects" ], "deployment": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "pydantic/logfire", "reason": "Same ai observability intent with observability overlap." }, { "repo": "open-telemetry/opentelemetry-js", "reason": "Same ai observability intent with observability overlap." }, { "repo": "jaegertracing/jaeger", "reason": "Same ai observability intent with observability overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"observability\" in metadata.", "Matched \"trace\" in metadata.", "Matched \"tracing\" in metadata.", "Matched \"monitoring\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"npm install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-06T21:30:40.659Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-11-06T21:30:40.659Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-06T21:30:40.659Z" }, { "project_id": "traceloop/hub", "repo": "traceloop/hub", "name": "hub", "github_url": "https://github.com/traceloop/hub", "homepage_url": "https://www.traceloop.com/docs/hub", "language": "Rust", "license": "Apache-2.0", "project_kind": "project", "category": [ "ai_observability" ], "tags": [ "artificial-intelligence", "datascience", "generative-ai", "llm", "llmops", "ml", "model-monitoring", "observability", "open-source", "opentelemetry", "rust" ], "description": "High-scale LLM gateway, written in Rust. OpenTelemetry-based observability included", "overview": "Use traceloop/hub when the user needs an ai observability project with docker, kubernetes, library-only deployment options.", "alternatives": [ { "repo": "jaegertracing/jaeger", "reason": "Same ai observability intent with observability overlap." }, { "repo": "traceloop/openllmetry", "reason": "Same ai observability intent with observability overlap." }, { "repo": "olemeyer/rocketplaneIO", "reason": "Same ai observability intent with observability overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"observability\" in metadata.", "Matched \"trace\" in metadata.", "Matched \"monitoring\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 233, "recent_commits": 0, "contributors": 15, "issue_response_time_hours": null, "release_frequency_180d": 3 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 11, "agent_score": 62, "score": 73, "agent_score_breakdown": { "documentation": 90, "maintenance": 16, "deployment": 100, "popularity": 47, "community": 60 }, "git_top_score": 73, "git_top_score_breakdown": { "community": 100, "maintenance": 17, "documentation": 92, "stability": 79, "adoption": 67, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T19:00:30.664Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use traceloop/hub when the user needs an ai observability project with docker, kubernetes, library-only deployment options.", "purpose": "Use traceloop/hub when the user needs an ai observability project with docker, kubernetes, library-only deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "traces", "events", "metrics" ], "outputs": [ "dashboards", "alerts", "trace views" ], "good_for": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems", "monitoring AI systems", "debugging agent behavior", "instrumentation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "model serving by itself", "UI-only projects" ], "deployment": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "jaegertracing/jaeger", "reason": "Same ai observability intent with observability overlap." }, { "repo": "traceloop/openllmetry", "reason": "Same ai observability intent with observability overlap." }, { "repo": "olemeyer/rocketplaneIO", "reason": "Same ai observability intent with observability overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"observability\" in metadata.", "Matched \"trace\" in metadata.", "Matched \"monitoring\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"kubernetes\" in repository content.", "Matched \"helm chart\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T19:00:30.664Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-11-10T19:00:30.664Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-10T19:00:30.664Z" }, { "project_id": "ray-project/ray", "repo": "ray-project/ray", "name": "ray", "github_url": "https://github.com/ray-project/ray", "homepage_url": "https://ray.io", "language": "Python", "license": "Apache-2.0", "project_kind": "project", "category": [ "ai_observability" ], "tags": [ "data-science", "deep-learning", "deployment", "distributed", "hyperparameter-optimization", "hyperparameter-search", "large-language-models", "llm", "llm-inference", "llm-serving", "machine-learning", "optimization", "parallel", "python", "pytorch", "ray", "reinforcement-learning", "rllib", "serving", "tensorflow" ], "description": "Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.", "overview": "Use ray-project/ray when the user needs an ai observability project with docker, kubernetes, library-only deployment options.", "alternatives": [ { "repo": "pydantic/logfire", "reason": "Same ai observability intent with observability overlap." }, { "repo": "traceloop/openllmetry", "reason": "Same ai observability intent with observability overlap." }, { "repo": "evidentlyai/evidently", "reason": "Same ai observability intent with observability overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "difficulty": "advanced", "cloudflare_ready": false, "use_cases": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"observability\" in repository content.", "Matched \"monitoring\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository topics include infrastructure-heavy concepts." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 44245, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 9 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 47, "agent_score": 89, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 70, "deployment": 100, "popularity": 93, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 80, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T06:30:18.814Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use ray-project/ray when the user needs an ai observability project with docker, kubernetes, library-only deployment options.", "purpose": "Use ray-project/ray when the user needs an ai observability project with docker, kubernetes, library-only deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "traces", "events", "metrics" ], "outputs": [ "dashboards", "alerts", "trace views" ], "good_for": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems", "monitoring AI systems", "debugging agent behavior", "instrumentation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "model serving by itself", "UI-only projects" ], "deployment": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "pydantic/logfire", "reason": "Same ai observability intent with observability overlap." }, { "repo": "traceloop/openllmetry", "reason": "Same ai observability intent with observability overlap." }, { "repo": "evidentlyai/evidently", "reason": "Same ai observability intent with observability overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"observability\" in repository content.", "Matched \"monitoring\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository topics include infrastructure-heavy concepts." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T06:30:18.814Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T06:30:18.814Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-10T06:30:18.814Z" }, { "project_id": "eunomia-bpf/agentsight", "repo": "eunomia-bpf/agentsight", "name": "agentsight", "github_url": "https://github.com/eunomia-bpf/agentsight", "homepage_url": "https://eunomia.dev/agentsight/", "language": "C", "license": "MIT", "project_kind": "project", "category": [ "ai_observability" ], "tags": [ "agent", "ebpf", "llm", "observability" ], "description": "lightweight system-level observability for AI Agents", "overview": "Use eunomia-bpf/agentsight when the user needs an ai observability project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "langchain-ai/langsmith-sdk", "reason": "Same ai observability intent with observability overlap." }, { "repo": "traceloop/openllmetry", "reason": "Same ai observability intent with observability overlap." }, { "repo": "olemeyer/rocketplaneIO", "reason": "Same ai observability intent with observability overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"observability\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 776, "recent_commits": 9, "contributors": 13, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 24, "agent_score": 68, "score": 86, "agent_score_breakdown": { "documentation": 90, "maintenance": 43, "deployment": 90, "popularity": 58, "community": 58 }, "git_top_score": 86, "git_top_score_breakdown": { "community": 100, "maintenance": 48, "documentation": 92, "stability": 100, "adoption": 84, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-07T13:30:15.490Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use eunomia-bpf/agentsight when the user needs an ai observability project with docker, library-only, local deployment options.", "purpose": "Use eunomia-bpf/agentsight when the user needs an ai observability project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "traces", "events", "metrics" ], "outputs": [ "dashboards", "alerts", "trace views" ], "good_for": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems", "monitoring AI systems", "debugging agent behavior", "instrumentation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "model serving by itself", "UI-only projects" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "langchain-ai/langsmith-sdk", "reason": "Same ai observability intent with observability overlap." }, { "repo": "traceloop/openllmetry", "reason": "Same ai observability intent with observability overlap." }, { "repo": "olemeyer/rocketplaneIO", "reason": "Same ai observability intent with observability overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"observability\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "partial", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-07T13:30:15.490Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: releases180d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-07T13:30:15.490Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: releases180d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-07T13:30:15.490Z" }, { "project_id": "tugcantopaloglu/openclaw-dashboard", "repo": "tugcantopaloglu/openclaw-dashboard", "name": "openclaw-dashboard", "github_url": "https://github.com/tugcantopaloglu/openclaw-dashboard", "homepage_url": "https://github.com/tugcantopaloglu/openclaw-dashboard/releases/latest", "language": "HTML", "license": "MIT", "project_kind": "project", "category": [ "ai_observability" ], "tags": [ "ai-agents", "claude", "dashboard", "devops", "llm", "mfa", "monitoring", "nodejs", "openclaw", "raspberry-pi", "real-time", "security", "self-hosted", "sse", "totp" ], "description": "🔐 Secure, real-time monitoring dashboard for OpenClaw AI agents. Auth, TOTP MFA, cost tracking, live feed, memory browser and more.", "overview": "Use tugcantopaloglu/openclaw-dashboard when the user needs an ai observability project with docker, local, cloud deployment options.", "alternatives": [ { "repo": "monoscope-tech/monoscope", "reason": "Same ai observability intent with observability overlap." }, { "repo": "apache/hertzbeat", "reason": "Same ai observability intent with observability overlap." }, { "repo": "olemeyer/rocketplaneIO", "reason": "Same ai observability intent with observability overlap." } ], "related": [], "dependencies": [ "Browser automation", "LLM provider" ], "deployments": [ "docker", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"monitoring\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 701, "recent_commits": 7, "contributors": 7, "issue_response_time_hours": null, "release_frequency_180d": 2 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 9, "agent_score": 60, "score": 77, "agent_score_breakdown": { "documentation": 90, "maintenance": 22, "deployment": 80, "popularity": 57, "community": 52 }, "git_top_score": 77, "git_top_score_breakdown": { "community": 91, "maintenance": 24, "documentation": 92, "stability": 86, "adoption": 83, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T01:30:17.971Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use tugcantopaloglu/openclaw-dashboard when the user needs an ai observability project with docker, local, cloud deployment options.", "purpose": "Use tugcantopaloglu/openclaw-dashboard when the user needs an ai observability project with docker, local, cloud deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "traces", "events", "metrics" ], "outputs": [ "dashboards", "alerts", "trace views" ], "good_for": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems", "monitoring AI systems", "debugging agent behavior", "instrumentation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "model serving by itself", "UI-only projects" ], "deployment": [ "docker", "local", "cloud" ], "alternatives": [ { "repo": "monoscope-tech/monoscope", "reason": "Same ai observability intent with observability overlap." }, { "repo": "apache/hertzbeat", "reason": "Same ai observability intent with observability overlap." }, { "repo": "olemeyer/rocketplaneIO", "reason": "Same ai observability intent with observability overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"monitoring\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: python.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T01:30:17.971Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T01:30:17.971Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-10T01:30:17.971Z" }, { "project_id": "SigNoz/signoz", "repo": "SigNoz/signoz", "name": "signoz", "github_url": "https://github.com/SigNoz/signoz", "homepage_url": "https://signoz.io", "language": "TypeScript", "license": "NOASSERTION", "project_kind": "project", "category": [ "mcp_server" ], "tags": [ "apm", "application-monitoring", "distributed-tracing", "go", "good-first-issue", "jaeger", "log", "logs", "metrics", "monitoring", "nextjs", "observability", "open-source", "opentelemetry", "prometheus", "react", "reactjs", "self-hosted", "tracing", "typescript" ], "description": "SigNoz is an open-source, OpenTelemetry-native observability platform for your team and their AI agents. Get logs, metrics, and traces in one tool with features like APM, distributed tracing, log management, infra monitoring, etc. Combined with SigNoz MCP and a native AI teammate (in SigNoz Cloud) it helps you build more resilient apps.", "overview": "Use SigNoz/signoz when the user needs a mcp server project with docker, kubernetes, local deployment options.", "alternatives": [ { "repo": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp, observability overlap." }, { "repo": "VoltAgent/voltagent", "reason": "Same mcp server intent with mcp, observability overlap." }, { "repo": "open-multi-agent/open-multi-agent", "reason": "Same mcp server intent with mcp, observability overlap." } ], "related": [], "dependencies": [ "MCP", "LLM provider" ], "deployments": [ "docker", "kubernetes", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 32568, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 42 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 50, "agent_score": 88, "score": 93, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 90, "community": 100 }, "git_top_score": 93, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 84, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T11:00:29.777Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "summary": { "tl_dr": "Use SigNoz/signoz when the user needs a mcp server project with docker, kubernetes, local deployment options.", "purpose": "Use SigNoz/signoz when the user needs a mcp server project with docker, kubernetes, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "tool definitions", "resource config", "transport settings" ], "outputs": [ "MCP tools", "JSON-RPC responses", "server capabilities" ], "good_for": [ "connect agents to tools", "expose APIs through MCP", "bootstrap MCP integrations", "agent tool exposure", "MCP integrations", "tool servers" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "front-end apps", "non-tooling backends" ], "deployment": [ "docker", "kubernetes", "local", "cloud" ], "alternatives": [ { "repo": "koala73/worldmonitor", "reason": "Same mcp server intent with mcp, observability overlap." }, { "repo": "VoltAgent/voltagent", "reason": "Same mcp server intent with mcp, observability overlap." }, { "repo": "open-multi-agent/open-multi-agent", "reason": "Same mcp server intent with mcp, observability overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"mcp\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "No strong beginner or advanced signal found; defaulting to intermediate." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-10T11:00:29.777Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "MCP liveness and tool-call probe is not enabled" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 3, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Run MCP initialize, tools/list, first-call, and error probes before relying on this server." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-11-10T11:00:29.777Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: commits30d, contributors90d.", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-10T11:00:29.777Z" }, { "project_id": "deepflowio/deepflow", "repo": "deepflowio/deepflow", "name": "deepflow", "github_url": "https://github.com/deepflowio/deepflow", "homepage_url": "https://deepflow.io", "language": "Go", "license": "Apache-2.0", "project_kind": "project", "category": [ "ai_observability" ], "tags": [ "apm", "gpu", "kubernetes", "llm", "opentelemetry", "wasm", "zero-code" ], "description": "eBPF Observability - Distributed Tracing and Profiling", "overview": "Use deepflowio/deepflow when the user needs an ai observability project with docker, kubernetes, library-only deployment options.", "alternatives": [ { "repo": "jaegertracing/jaeger", "reason": "Same ai observability intent with observability overlap." }, { "repo": "traceloop/openllmetry", "reason": "Same ai observability intent with observability overlap." }, { "repo": "olemeyer/rocketplaneIO", "reason": "Same ai observability intent with observability overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"observability\" in metadata.", "Matched \"tracing\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 4319, "recent_commits": 2, "contributors": 72, "issue_response_time_hours": null, "release_frequency_180d": 4 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 23, "agent_score": 79, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 42, "deployment": 100, "popularity": 73, "community": 100 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 100, "maintenance": 38, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T00:00:27.401Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use deepflowio/deepflow when the user needs an ai observability project with docker, kubernetes, library-only deployment options.", "purpose": "Use deepflowio/deepflow when the user needs an ai observability project with docker, kubernetes, library-only deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "traces", "events", "metrics" ], "outputs": [ "dashboards", "alerts", "trace views" ], "good_for": [ "trace LLM applications", "monitor agent behavior", "debug production AI systems", "monitoring AI systems", "debugging agent behavior", "instrumentation" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "model serving by itself", "UI-only projects" ], "deployment": [ "docker", "kubernetes", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "jaegertracing/jaeger", "reason": "Same ai observability intent with observability overlap." }, { "repo": "traceloop/openllmetry", "reason": "Same ai observability intent with observability overlap." }, { "repo": "olemeyer/rocketplaneIO", "reason": "Same ai observability intent with observability overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"observability\" in metadata.", "Matched \"tracing\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"kubernetes\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Repository has under 10k stars, so complexity is treated conservatively." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Runtime blocker: cuda, gpu.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-11-09T00:00:27.401Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-11-09T00:00:27.401Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Independent installation, security, or runtime probes have not been run for this project." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "project.description", "project.topics", "project.language", "project.license", "agent_card.summary_for_agent", "agent_card.use_cases", "agent_card.deployment", "agent_card.classification", "metrics", "verification.signals" ], "last_verified_at": "2026-11-09T00:00:27.401Z" } ], "resolved_from": { "requested_id": "apache/hertzbeat", "resolved_id": "apache/hertzbeat", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1226, "generated_at": "2026-11-11T00:43:11.498Z", "snapshot_id": "d1:1226:2026-11-11T00:30:28.057Z", "latest_synced_at": "2026-11-11T00:30:28.057Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }