{ "project": { "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/tag/v2.0.0", "language": "HTML", "license": null, "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": "vivekchand/clawmetry", "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": 698, "recent_commits": 0, "contributors": 6, "issue_response_time_hours": null, "release_frequency_180d": 2 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 11, "agent_score": 57, "score": 72, "agent_score_breakdown": { "documentation": 90, "maintenance": 12, "deployment": 80, "popularity": 57, "community": 51 }, "git_top_score": 72, "git_top_score_breakdown": { "community": 88, "maintenance": 12, "documentation": 92, "stability": 71, "adoption": 83, "agent_readability": 100 }, "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": "vivekchand/clawmetry", "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": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-20T16:00:54.797Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Partial or estimated quality signals: stars30dDelta." ], "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" ], "last_verified_at": "2026-08-20T16:00:54.797Z" }, "related": [ { "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, library-only 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", "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 \"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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 7360, "recent_commits": 76, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 1 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 31, "agent_score": 81, "score": 85, "agent_score_breakdown": { "documentation": 90, "maintenance": 49, "deployment": 100, "popularity": 77, "community": 100 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 100, "maintenance": 55, "documentation": 92, "stability": 68, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use apache/hertzbeat when the user needs an ai observability project with docker, kubernetes, library-only deployment options.", "purpose": "Use apache/hertzbeat 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": "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.", "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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "partial" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-17T10:00:53.612Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta, contributors90d." ], "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" ], "last_verified_at": "2026-08-17T10:00:53.612Z" }, { "project_id": "langchain-tracer/Axon", "repo": "langchain-tracer/Axon", "name": "Axon", "github_url": "https://github.com/langchain-tracer/Axon", "homepage_url": "https://www.npmjs.com/package/@axon-ai/cli", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "ai_observability" ], "tags": [ "agents", "ai-agents", "langchain", "langraph", "llm", "llm-ops", "observability", "opentelemetry", "otel", "tracing", "typescript" ], "description": " OpenTelemetry-native LLM observability CLI. Point any OTEL exporter at it and watch your LLM/agent traces in real time.", "overview": "Use langchain-tracer/Axon when the user needs an ai observability project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "langfuse/langfuse-js", "reason": "Same ai observability intent with observability overlap." }, { "repo": "olemeyer/rocketplaneIO", "reason": "Same ai observability intent with observability overlap." }, { "repo": "traceloop/openllmetry-js", "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": "high", "evidence": [ "Matched \"observability\" in metadata.", "Matched \"trace\" in metadata.", "Matched \"tracing\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" 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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 153, "recent_commits": 4, "contributors": 4, "issue_response_time_hours": null, "release_frequency_180d": 2 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 9, "agent_score": 57, "score": 70, "agent_score_breakdown": { "documentation": 90, "maintenance": 16, "deployment": 90, "popularity": 44, "community": 49 }, "git_top_score": 70, "git_top_score_breakdown": { "community": 76, "maintenance": 18, "documentation": 92, "stability": 86, "adoption": 59, "agent_readability": 100 }, "summary": { "tl_dr": "Use langchain-tracer/Axon when the user needs an ai observability project with docker, library-only, local deployment options.", "purpose": "Use langchain-tracer/Axon 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": "langfuse/langfuse-js", "reason": "Same ai observability intent with observability overlap." }, { "repo": "olemeyer/rocketplaneIO", "reason": "Same ai observability intent with observability overlap." }, { "repo": "traceloop/openllmetry-js", "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." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"pip install\" 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.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 30, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-21T16:56:11.595Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "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" ], "last_verified_at": "2026-08-21T16:56:11.595Z" }, { "project_id": "monoscope-tech/monoscope", "repo": "monoscope-tech/monoscope", "name": "monoscope", "github_url": "https://github.com/monoscope-tech/monoscope", "homepage_url": "https://monoscope.tech", "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": 1569, "recent_commits": 100, "contributors": 16, "issue_response_time_hours": null, "release_frequency_180d": 15 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 38, "agent_score": 75, "score": 91, "agent_score_breakdown": { "documentation": 90, "maintenance": 60, "deployment": 100, "popularity": 64, "community": 61 }, "git_top_score": 91, "git_top_score_breakdown": { "community": 100, "maintenance": 73, "documentation": 92, "stability": 100, "adoption": 88, "agent_readability": 100 }, "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": 35, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "complete" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d." ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-17T08:30:57.152Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d." ], "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" ], "last_verified_at": "2026-08-17T08:30:57.152Z" }, { "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": "traceloop/openllmetry", "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": 157, "recent_commits": 8, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 24 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 37, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 21, "agent_score": 63, "score": 75, "agent_score_breakdown": { "documentation": 90, "maintenance": 34, "deployment": 100, "popularity": 44, "community": 47 }, "git_top_score": 75, "git_top_score_breakdown": { "community": 70, "maintenance": 42, "documentation": 92, "stability": 100, "adoption": 54, "agent_readability": 100 }, "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": "traceloop/openllmetry", "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": 37, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-08-21T16:56:38.932Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "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" ], "last_verified_at": "2026-08-21T16:56:38.932Z" }, { "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": 591, "recent_commits": 100, "contributors": 10, "issue_response_time_hours": null, "release_frequency_180d": 100 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 36, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "quality_score": 33, "agent_score": 71, "score": 90, "agent_score_breakdown": { "documentation": 90, "maintenance": 59, "deployment": 90, "popularity": 55, "community": 55 }, "git_top_score": 90, "git_top_score_breakdown": { "community": 100, "maintenance": 72, "documentation": 92, "stability": 100, "adoption": 81, "agent_readability": 100 }, "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": 36, "commits_30d": "partial", "releases_180d": "partial", "contributors_90d": "complete" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-18T07:30:53.586Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, releases180d." ], "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" ], "last_verified_at": "2026-08-18T07:30:53.586Z" }, { "project_id": "zzispp/Hook", "repo": "zzispp/Hook", "name": "Hook", "github_url": "https://github.com/zzispp/Hook", "homepage_url": "https://zzispp.github.io/Hook", "language": "Rust", "license": "MIT", "project_kind": "project", "category": [ "ai_observability" ], "tags": [ "ai", "gateway", "llm" ], "description": "AI API gateway and operations platform for unified model routing, token/RBAC access control, billing, provider management, and monitoring.", "overview": "Use zzispp/Hook when the user needs an ai observability project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "pydantic/logfire", "reason": "Same ai observability intent with observability overlap." }, { "repo": "microsoft/promptflow", "reason": "Same ai observability intent with observability overlap." }, { "repo": "traceloop/hub", "reason": "Same ai observability intent with llm_gateway, 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 \"monitoring\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 20, "recent_commits": 8, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 5 }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 11, "agent_score": 56, "score": 66, "agent_score_breakdown": { "documentation": 90, "maintenance": 24, "deployment": 90, "popularity": 26, "community": 46 }, "git_top_score": 66, "git_top_score_breakdown": { "community": 58, "maintenance": 32, "documentation": 84, "stability": 100, "adoption": 32, "agent_readability": 100 }, "summary": { "tl_dr": "Use zzispp/Hook when the user needs an ai observability project with docker, library-only, local deployment options.", "purpose": "Use zzispp/Hook 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": "pydantic/logfire", "reason": "Same ai observability intent with observability overlap." }, { "repo": "microsoft/promptflow", "reason": "Same ai observability intent with observability overlap." }, { "repo": "traceloop/hub", "reason": "Same ai observability intent with llm_gateway, observability overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"monitoring\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "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: postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "estimated", "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-21T04:57:51.939Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: stars30dDelta." ], "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" ], "last_verified_at": "2026-08-21T04:57:51.939Z" }, { "project_id": "sina2266/Gozar", "repo": "sina2266/Gozar", "name": "Gozar", "github_url": "https://github.com/sina2266/Gozar", "homepage_url": null, "language": "Python", "license": "NOASSERTION", "project_kind": "project", "category": [ "ai_observability" ], "tags": [ "ai-gateway", "anthropic-api", "api-gateway", "api-proxy", "fallback-routing", "fastapi", "langchain", "langgraph", "llm", "llm-gateway", "llm-multi-provider", "llm-observability", "llmops", "model-routing", "multi-provider", "openai-api", "openai-codex", "openllm", "openrouter", "self-hosted" ], "description": "Self-hosted, Docker-first OpenAI-compatible LLM gateway with provider routing, fallbacks, API keys, and usage controls.", "overview": "Use sina2266/Gozar when the user needs an ai observability project with docker, local, cloud 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": "traceloop/hub", "reason": "Same ai observability intent with llm_gateway, observability overlap." } ], "related": [], "dependencies": [ "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 \"observability\" 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, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signals": { "stars": 103, "recent_commits": 3, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 28, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 6, "agent_score": 53, "score": 60, "agent_score_breakdown": { "documentation": 90, "maintenance": 12, "deployment": 80, "popularity": 40, "community": 46 }, "git_top_score": 60, "git_top_score_breakdown": { "community": 65, "maintenance": 11, "documentation": 84, "stability": 70, "adoption": 44, "agent_readability": 100 }, "summary": { "tl_dr": "Use sina2266/Gozar when the user needs an ai observability project with docker, local, cloud deployment options.", "purpose": "Use sina2266/Gozar 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": "pydantic/logfire", "reason": "Same ai observability intent with observability overlap." }, { "repo": "traceloop/openllmetry", "reason": "Same ai observability intent with observability overlap." }, { "repo": "traceloop/hub", "reason": "Same ai observability intent with llm_gateway, observability overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"observability\" 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, postgres.", "No Cloudflare deployment signal detected.", "No wrangler.toml found in inspected repository files." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 28, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-18T01:54:36.598Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation" ], "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" ], "last_verified_at": "2026-08-18T01:54:36.598Z" }, { "project_id": "CopilotKit/CopilotKit", "repo": "CopilotKit/CopilotKit", "name": "CopilotKit", "github_url": "https://github.com/CopilotKit/CopilotKit", "homepage_url": "https://docs.copilotkit.ai", "language": "TypeScript", "license": "MIT", "project_kind": "project", "category": [ "agent_framework" ], "tags": [ "agent", "agent-native", "agentic-ai", "agents", "ai", "ai-agent", "ai-assistant", "assistant", "assistant-chat-bots", "copilot", "copilot-chat", "generative-ui", "js", "llm", "nextjs", "open-source", "react", "reactjs", "ts", "typescript" ], "description": "The Frontend Stack for Agents & Generative UI. React, Angular, Mobile, Slack, and more. Makers of the AG-UI Protocol", "overview": "Use CopilotKit/CopilotKit when the user needs an agent framework project with docker, library-only, local deployment options.", "alternatives": [ { "repo": "iOfficeAI/AionUi", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "vercel/ai", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "cloudflare/agents", "reason": "Same agent framework intent with workflow overlap." } ], "related": [], "dependencies": [ "LLM provider" ], "deployments": [ "docker", "library_only", "local", "cloud" ], "difficulty": "intermediate", "cloudflare_ready": false, "use_cases": [ "build agents with CopilotKit", "orchestrate LLM tools", "prototype autonomous workflows" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" 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": 36919, "recent_commits": 100, "contributors": 100, "issue_response_time_hours": null, "release_frequency_180d": 91 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "partial", "releases_180d": "complete", "contributors_90d": "partial" }, "quality_score": 64, "agent_score": 88, "score": 94, "agent_score_breakdown": { "documentation": 90, "maintenance": 76, "deployment": 90, "popularity": 91, "community": 100 }, "git_top_score": 94, "git_top_score_breakdown": { "community": 100, "maintenance": 84, "documentation": 92, "stability": 90, "adoption": 100, "agent_readability": 100 }, "summary": { "tl_dr": "Use CopilotKit/CopilotKit when the user needs an agent framework project with docker, library-only, local deployment options.", "purpose": "Use CopilotKit/CopilotKit when the user needs an agent framework project with docker, library-only, local deployment options.", "install": "Run with Docker using the repository's container instructions.", "inputs": [ "task prompt", "tools", "context", "memory/state" ], "outputs": [ "agent runs", "tool calls", "workflow state" ], "good_for": [ "build agents with CopilotKit", "orchestrate LLM tools", "prototype autonomous workflows", "stateful agents", "tool-using assistants", "workflow orchestration" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt-only apps", "one-shot chat wrappers" ], "deployment": [ "docker", "library_only", "local", "cloud" ], "alternatives": [ { "repo": "iOfficeAI/AionUi", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "vercel/ai", "reason": "Same agent framework intent with workflow overlap." }, { "repo": "cloudflare/agents", "reason": "Same agent framework intent with workflow overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Matched \"agent\" in metadata.", "Matched \"agents\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"library\" 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" }, "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" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-08-21T06:00:21.166Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "Partial or estimated quality signals: commits30d, contributors90d." ], "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" ], "last_verified_at": "2026-08-21T06:00:21.166Z" } ], "resolved_from": { "requested_id": "tugcantopaloglu/openclaw-dashboard", "resolved_id": "tugcantopaloglu/openclaw-dashboard", "resolution": "direct" }, "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1178, "generated_at": "2026-08-21T18:56:27.672Z", "snapshot_id": "d1:1178:2026-08-21T18:30:24.578Z", "latest_synced_at": "2026-08-21T18:30:24.578Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }