Log Analysis Agent
Query this niche via MCP
niche_report({ niche: "log-analysis-agent" })Agents · median
MCP servers · median
$10/mo
All plans — Agents vs MCPs
each dot = one provider · log scaleMCP servers $10
Workers Observability · $10
Audit Logs · $10
Logaflow Mcp Server · $10
logpush · $10
auralogs · $19
$10
AgentsMCP serversshaded = middle half · line = median
All plans
5 pricedProvidervs its cohort medianMonthly
Workers Observabilitymcp
$10 ~median
Audit Logsmcp
$10 ~median
Logaflow Mcp Servermcp
$10 ~median
logpushmcp
$10 ~median
auralogsmcp
$19 above
Position is relative to the provider's own delivery-type median at this tier — never a blended one.
This page is the human view of the MCP answer. The same structured `niche_report` / `price_benchmark` an agent receives over MCP or REST.
niche_reportprice_benchmark
See the MCP response behind this pageniche_report
{
"niche": "log-analysis-agent",
"parent_sector": "developer-tools-infra",
"provider_type_pricing": {
"slug": "log-analysis-agent",
"pricing_basis": "lowest_observed_monthly_usd",
"provider_type_methodology": "commercial-form-v2",
"provider_type_methodology_published_at": "2026-07-31",
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}
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"recommended_cohort": null,
"recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
"fallback_context": null,
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{
"provider": "logaflow_mcp_server",
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{
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"count": 8,
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{
"provider": "audit_logs",
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"price": "$10/mo",
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{
"provider": "auralogs",
"tier": "individual",
"billing": "monthly",
"unit": "flat",
"price": "$19/mo",
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{
"provider": "auralogs",
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"price": "$49/mo",
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{
"provider": "logaflow_mcp_server",
"tier": "individual",
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"unit": "flat",
"price": "$10/mo",
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{
"provider": "logpush",
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"price": "$10/mo",
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{
"provider": "signoz_mcp_server",
"tier": "team_sme",
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"unit": "flat",
"price": "$49/month",
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{
"provider": "signoz_mcp_server",
"tier": "enterprise",
"billing": "monthly",
"unit": "flat",
"price": "$4000/month",
"monthly_usd": 4000
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{
"provider": "workers_observability",
"tier": "individual",
"billing": "monthly",
"unit": "flat",
"price": "$10/mo",
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]
},
{
"billing": "monthly",
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"offers": [
{
"provider": "myhours",
"tier": "individual",
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"price": "$4USD per user per month (billed annually)",
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{
"provider": "myhours",
"tier": "pro",
"billing": "monthly",
"unit": "per_user",
"price": "$8USD per user per month (billed annually)",
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]
},
{
"billing": "usage",
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"count": 8,
"offers": [
{
"provider": "audit_logs",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$0.10 / 1K",
"monthly_usd": null
},
{
"provider": "logpush",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$0.10 / 1K RPCs",
"monthly_usd": null
},
{
"provider": "logzio_ai_agent_logzio",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$0.92 per ingested GB, per day",
"monthly_usd": null
},
{
"provider": "logzio_ai_agent_logzio",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$0.40 per 1000 time series metrics, per day",
"monthly_usd": null
},
{
"provider": "logzio_ai_agent_logzio",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$0.92 per ingested GB, per day",
"monthly_usd": null
},
{
"provider": "logzio_ai_agent_logzio",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$10 per 1M tokens or AI Agent workflow/invocation",
"monthly_usd": null
},
{
"provider": "signoz_mcp_server",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$0.30/GB",
"monthly_usd": null
},
{
"provider": "signoz_mcp_server",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$0.10/mn samples",
"monthly_usd": null
}
]
},
{
"billing": "unspecified_period",
"unit": "flat",
"count": 5,
"offers": [
{
"provider": "audit_logs",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Contact us",
"monthly_usd": null
},
{
"provider": "logaflow_mcp_server",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Contact us",
"monthly_usd": null
},
{
"provider": "logpush",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Contact us",
"monthly_usd": null
},
{
"provider": "myhours",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom",
"monthly_usd": null
},
{
"provider": "workers_observability",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Contact us",
"monthly_usd": null
}
]
}
],
"coverage": {
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"normalized_observations": 10,
"comparable_providers": 7,
"strict_cohorts": 1,
"exclusion_reasons": {
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"ambiguous_cadence": 5,
"usage_not_monthly": 8
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}
}
},
"billingMix": {
"freemium": 7,
"subscription": 1,
"free": 1,
"usage": 1
},
"freeTierShare": 0.8,
"medianLowestUsd": 10
},
"movement": null,
"index_series": {
"series": [
{
"day": "2026-07-19",
"index": 100,
"pairs": 6,
"dayChangePct": 0
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{
"day": "2026-07-20",
"index": 100,
"pairs": 6,
"dayChangePct": 0
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{
"day": "2026-07-21",
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"pairs": 6,
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{
"day": "2026-07-22",
"index": 100,
"pairs": 6,
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{
"day": "2026-07-23",
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"pairs": 6,
"dayChangePct": 0
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{
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{
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{
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"pairs": 6,
"dayChangePct": 0
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{
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"pairs": 6,
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{
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"pairs": 6,
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{
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{
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{
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{
"day": "2026-08-05",
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{
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{
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{
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{
"day": "2026-08-09",
"index": 100,
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"dayChangePct": 0
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{
"day": "2026-08-10",
"index": 100,
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{
"day": "2026-08-11",
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{
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{
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{
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{
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"index": 100,
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],
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"day_change_pct": 0,
"methodology": "Chained daily price index, base 100 on the first priced scan day (29 Jun 2026). The overall index is the COMPOSITE of the four buyer-tier indices (individual / pro / team&sme / enterprise): each day it moves by the equal-weighted average of the tiers' moves. Each tier index is like-for-like — only agents priced on both consecutive scan days (per-agent ratios, geometric mean, clipped to [0.2, 5]) — so composition changes (agents revealing or hiding prices) can never move it."
},
"top_agents": [
{
"agent_id": "auralogs",
"name": "Auralogs",
"url": "https://auralogs.ai",
"short_summary": "provides AI agents read-only access to production logs for debugging and error investigation",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 19,
"monthly_usd": 19,
"headline": "Free tier, then from $19/mo",
"summary": "Free tier, then from $19/mo. Auralogs offers a free plan, a $19/month Starter plan, and a $49/month Pro plan, with optional AI analysis, alerts, and BYOK autofix add-ons."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "sipflow",
"name": "SIPFlow",
"url": "https://www.sipflow.dev",
"short_summary": "analyzes SIP/VoIP traces and provides telecom debugging tools",
"price": {
"observed": true,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free",
"summary": "SIP Flow publicly presents its analyzer and MCP server as free, with AI debugging available up to a daily anonymous quota."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "teemux",
"name": "Teemux",
"url": "https://teemux.com/",
"short_summary": "aggregates logs from multiple processes into a single view, viewable in browser, terminal, or by AI agents via MCP",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "logzio_ai_agent_logzio",
"name": "Logz.io AI Agent",
"url": "https://logz.io/platform/features/observability-ai-agent",
"short_summary": "automates observability tasks such as root cause analysis, troubleshooting, alert investigation, dashboard creation, and data exploration",
"price": {
"observed": true,
"billing": "usage",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Paid (price not published)",
"summary": "Logz.io uses consumption-based pricing with per-unit costs for logs ($0.92/GB/day), metrics ($0.40/1000 time series/day), tracing ($0.92/GB/day), and AI agents ($10/1M tokens), billed annually or monthly at 1.2x cost."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "myhours",
"name": "Myhours",
"url": "https://myhours.com/",
"short_summary": "This is meant to make finding certain logs and doing statistics easier",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 4,
"monthly_usd": 4,
"headline": "Free tier, then from $4/mo",
"summary": "Free tier, then from $4/mo. My Hours offers a free plan for up to 5 active users, paid Basic and Pro plans at $4 and $8 per user per month billed annually, and custom Enterprise pricing."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "superlog_mcp",
"name": "Superlog",
"url": "https://superlog.sh",
"short_summary": "An open-source agent that observes & fixes your application. Query logs, traces, metrics, incidents.",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free tier + paid plans (price not published)",
"summary": "Superlog offers a permanent free tier and a pay-as-you-go option with no base fee, charging for investigations and telemetry usage."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "audit_logs",
"name": "Audit Logs",
"url": "https://smithery.ai/server/cloudflare/audit-logs",
"short_summary": "Audit log queries and reporting. Query audit logs and generate compliance reports.",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 10,
"monthly_usd": 10,
"headline": "Free tier, then from $10/mo",
"summary": "Free tier, then from $10/mo. Smithery offers a free Hobby tier, a $10/month Pay as You Go tier with usage credits, and custom enterprise pricing."
},
"evidence_quality": "low",
"upvotes": 0
},
{
"agent_id": "logaflow_mcp_server",
"name": "Logaflow",
"url": "https://smithery.ai/server/antunesgabriel/logaflow-mcp-server",
"short_summary": "Enhance your applications with real-time logging and monitoring capabilities. Streamline your data flow and gain insights effortlessly with our powerful tools.…",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 10,
"monthly_usd": 10,
"headline": "Free tier, then from $10/mo",
"summary": "Free tier, then from $10/mo. Smithery offers a free Hobby plan, a $10/month Pay as You Go plan with usage-based overages, and custom pricing for enterprise features."
},
"evidence_quality": "low",
"upvotes": 0
},
{
"agent_id": "logpush",
"name": "Cloudflare Logpush",
"url": "https://smithery.ai/server/cloudflare/logpush",
"short_summary": "Logpush job management. Get summaries and health checks for your Logpush configurations.",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 10,
"monthly_usd": 10,
"headline": "Free tier, then from $10/mo",
"summary": "Free tier, then from $10/mo. Smithery offers a free Hobby tier, a $10/month Pay as You Go plan with usage-based overage, and custom enterprise pricing."
},
"evidence_quality": "low",
"upvotes": 0
},
{
"agent_id": "workers_observability",
"name": "Cloudflare Workers Observability",
"url": "https://smithery.ai/server/cloudflare/workers-observability",
"short_summary": "Workers observability and debugging. Inspect application logs, analytics, and runtime behavior.",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 10,
"monthly_usd": 10,
"headline": "Free tier, then from $10/mo",
"summary": "Free tier, then from $10/mo. Smithery offers a free Hobby plan, a $10/month Pay as You Go plan with usage-based overages, and custom pricing for enterprise features."
},
"evidence_quality": "low",
"upvotes": 0
}
],
"platforms_also_here": [],
"page_url": "https://agentery.com/market/log-analysis-agent",
"summary": {
"niche": "log-analysis-agent",
"sector": "developer-tools-infra",
"pricing_by_provider_type": {
"headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: MCP servers · Individual median $10/mo (5 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
"benchmarks": [
{
"provider_type": "mcp",
"provider_type_label": "MCP servers",
"buyer_tier": "individual",
"buyer_tier_label": "Individual",
"pricing_unit": "flat",
"pricing_unit_label": "flat monthly",
"comparable_provider_count": 5,
"reliability": "medium",
"median": 10,
"p25": 10,
"p75": 10,
"status": "ok"
}
],
"warnings": [
"This niche currently has sufficient MCP pricing but insufficient agent pricing."
],
"full_pricing_via": {
"tool": "price_benchmark",
"arguments": {
"niche": "log-analysis-agent"
},
"note": "add provider_type + buyer_tier for a specific cohort"
}
},
"page_url": "https://agentery.com/market/log-analysis-agent",
"counts": {
"listings_with_price_capture": 21,
"listings_with_observed_public_price": 10,
"providers_with_numeric_monthly_price_latest_scan": null,
"like_for_like_comparable_pairs": null
},
"movement": {
"d": {
"published": false,
"value_pct": null,
"held_reason": null
},
"w": {
"published": false,
"value_pct": null,
"held_reason": null
},
"m": {
"published": false,
"value_pct": null,
"held_reason": null
}
},
"pricing_version": "cohorts-1",
"pricing_status": "ok",
"pricing_by_tier": [
{
"tier": "individual",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 10,
"provider_count": 5,
"plan_observation_count": 5,
"data_confidence": 0.38,
"data_confidence_basis": {
"provider_component": 0.42,
"observation_component": 0.25,
"provider_count": 5,
"plan_observation_count": 5
},
"reliability": "medium",
"members": [
{
"provider": "workers_observability",
"usd": 10
},
{
"provider": "audit_logs",
"usd": 10
},
{
"provider": "logaflow_mcp_server",
"usd": 10
},
{
"provider": "logpush",
"usd": 10
},
{
"provider": "auralogs",
"usd": 19
}
],
"p25": 10,
"p75": 10
}
],
"pricing_coverage": {
"listings_with_price_capture": 21,
"listings_with_observed_public_price": 10,
"normalized_observations": 10,
"comparable_providers": 7,
"strict_cohorts": 1,
"exclusion_reasons": {
"free_or_zero": 4,
"ambiguous_cadence": 5,
"usage_not_monthly": 8
}
},
"pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
"pricing_excluded_observations": {
"free_or_zero": 4,
"ambiguous_cadence": 5,
"usage_not_monthly": 8
},
"billing_mix": {
"freemium": 7,
"subscription": 1,
"free": 1,
"usage": 1
},
"free_tier_share": 0.8,
"top_providers": [
{
"agent_id": "auralogs",
"name": "Auralogs",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 19,
"monthly_usd": 19,
"headline": "Free tier, then from $19/mo",
"summary": "Free tier, then from $19/mo. Auralogs offers a free plan, a $19/month Starter plan, and a $49/month Pro plan, with optional AI analysis, alerts, and BYOK autofix add-ons."
},
"observed": true
},
{
"agent_id": "sipflow",
"name": "SIPFlow",
"price": {
"observed": true,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free",
"summary": "SIP Flow publicly presents its analyzer and MCP server as free, with AI debugging available up to a daily anonymous quota."
},
"observed": true
},
{
"agent_id": "teemux",
"name": "Teemux",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"observed": false
},
{
"agent_id": "logzio_ai_agent_logzio",
"name": "Logz.io AI Agent",
"price": {
"observed": true,
"billing": "usage",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Paid (price not published)",
"summary": "Logz.io uses consumption-based pricing with per-unit costs for logs ($0.92/GB/day), metrics ($0.40/1000 time series/day), tracing ($0.92/GB/day), and AI agents ($10/1M tokens), billed annually or monthly at 1.2x cost."
},
"observed": true
},
{
"agent_id": "myhours",
"name": "Myhours",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 4,
"monthly_usd": 4,
"headline": "Free tier, then from $4/mo",
"summary": "Free tier, then from $4/mo. My Hours offers a free plan for up to 5 active users, paid Basic and Pro plans at $4 and $8 per user per month billed annually, and custom Enterprise pricing."
},
"observed": true
}
],
"suggested_next_calls": [
{
"tool": "price_benchmark",
"arguments": {
"niche": "log-analysis-agent"
},
"purpose": "full observed price distribution + per-tier medians for this niche"
},
{
"tool": "niche_report",
"arguments": {
"niche": "log-analysis-agent",
"response_mode": "full"
},
"purpose": "the complete report incl. index series and tier decomposition"
},
{
"tool": "suggest_alternatives",
"arguments": {
"agent_id": "auralogs"
},
"purpose": "comparable (optionally cheaper) providers to a named agent"
},
{
"tool": "get_agent_profile",
"arguments": {
"agent_id": "auralogs"
},
"purpose": "full profile, integrations and pricing for one provider"
}
]
}
}Full market
9 providers, one sortable view
Dense enough for many listings; progressive disclosure keeps mobile usable.
ProviderTypeFromVs niche medianLiveness
Auralogsprovides AI agents read-only access to production logs for debugging and error investigation
SIPFlowanalyzes SIP/VoIP traces and provides telecom debugging tools
MyhoursThis is meant to make finding certain logs and doing statistics easier
SuperlogAn open-source agent that observes & fixes your application. Query logs, traces, metrics, incidents.LLogaflowEnhance your applications with real-time logging and monitoring capabilities. Streamline your data flow and gain insights effortlessly with our powerful tools.…
mcp$10from / mo—100% live
SignozMCP server enabling AI assistants (Claude, Cursor, Copilot, etc.) to query SigNoz observability data—metrics, logs, traces, alerts, dashboards—via natural lang…Showing only providers with a published price or a free plan. $29 = lowest observed monthly · Free = free to use · Free tier = free plan + paid options.