Bug Triage Agent
Query this niche via MCP
niche_report({ niche: "bug-triage-agent" })Agents · median
$179/mo
MCP servers · median
$49/mo
3.7×
Agents cost 3.7× MCPs across all tiers — median $179 vs $49. Two different markets; a blended figure would mislead either buyer.
All plans — Agents vs MCPs
each dot = one provider · log scaleAgents $179
Bug Report Analysis Ai Agent T · $50
rectify · $64
bugboard · $179
Bug Report Analysis Ai Agent T · $3,990
MCP servers $49
jam · $10
taskbounty · $49
$10
$25
$50
$100
$250
$500
$1,000
$2,500
AgentsMCP serversshaded = middle half · line = median
All plans
6 pricedProvidervs its cohort medianMonthly
jammcp
$10 below
taskbountymcp
$49 ~median
Bug Report Analysis Ai Agent Tagent
$50 below
rectifyagent
$64 below
bugboardagent
$179 ~median
Bug Report Analysis Ai Agent Tagent
$3,990 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": "bug-triage-agent",
"parent_sector": "developer-tools-infra",
"provider_type_pricing": {
"slug": "bug-triage-agent",
"pricing_basis": "lowest_observed_monthly_usd",
"provider_type_methodology": "commercial-form-v2",
"provider_type_methodology_published_at": "2026-07-31",
"blended": {
"median": 29,
"p25": null,
"p75": null,
"providers": 5
},
"by_provider_type": {
"agent": {
"median": 29,
"p25": null,
"p75": null,
"providers": 3,
"publishable": true,
"confidence": "provisional"
},
"mcp": {
"median": null,
"p25": null,
"p75": null,
"providers": 2,
"publishable": false,
"confidence": "insufficient",
"reason": "Fewer than three comparable priced MCP servers are available."
}
},
"recommended_cohort": null,
"recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
"fallback_context": null,
"context_note": null
},
"crowding_level": "sparse",
"observed_node_count": 1,
"adjacent_niches": [
"ai-frontend-coding",
"incident-response-sre",
"mcp-platform-provider",
"database-query-agent",
"on-call-management-agent",
"infrastructure-provisioning-iac"
],
"market_pulse": {
"pulse": 60,
"drivers": [
"enterprise money present",
"3 new builders in 30d"
],
"price_move_30d_pct": 6.1,
"money_share": 0.8333333333333334,
"entry_rate": 0.125,
"alive_share": 1
},
"price_move": {
"d_pct": 0,
"w_pct": 0,
"m_pct": 6.3,
"comparable_agents": 5,
"quarantined_agents": 0,
"confidence": "high",
"published": {
"d": false,
"w": false,
"m": true
},
"held_reason": {
"d": null,
"w": null,
"m": null
},
"driver": {
"d": null,
"w": null,
"m": "bugboard's \"Business\" $139→$179 (+29%)"
},
"tier_contribution": {
"d": {
"individual": 0,
"pro": 0,
"team_sme": 0,
"enterprise": 0
},
"w": {
"individual": 0,
"pro": 0,
"team_sme": 0,
"enterprise": 0
},
"m": {
"individual": 3.04,
"pro": 0,
"team_sme": 3.26,
"enterprise": 0
}
},
"tier_series": {
"individual": [
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
102.999,
102.999,
102.999,
102.999,
102.999,
102.999,
102.999,
102.999,
102.999
],
"pro": [
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100
],
"team_sme": [
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
103.212,
103.212,
103.212,
103.212,
103.212,
103.212,
103.212,
103.212,
103.212
],
"enterprise": [
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100
]
},
"tier_own_move": {
"d": {
"individual": 0,
"pro": 0,
"team_sme": 0,
"enterprise": 0
},
"w": {
"individual": 0,
"pro": 0,
"team_sme": 0,
"enterprise": 0
},
"m": {
"individual": 12.5,
"pro": 0,
"team_sme": 8.8,
"enterprise": 0
}
},
"tier_agents": {
"individual": 3,
"pro": 2,
"team_sme": 3,
"enterprise": 1
},
"obs_range": {
"d": null,
"w": null,
"m": {
"min": 8,
"max": 8,
"days": 1
}
},
"tier_obs_range": {
"d": {
"individual": null,
"pro": null,
"team_sme": null,
"enterprise": null
},
"w": {
"individual": null,
"pro": null,
"team_sme": null,
"enterprise": null
},
"m": {
"individual": {
"min": 2,
"max": 2,
"days": 1
},
"pro": null,
"team_sme": {
"min": 3,
"max": 3,
"days": 1
},
"enterprise": null
}
}
},
"pricing": {
"sampleSize": 19,
"observed": 6,
"byPersona": {
"free": {
"n": 5,
"nPriced": 0,
"reliability": "none",
"median": null,
"p25": null,
"p75": null,
"min": null,
"max": null,
"mean": null,
"stdev": null,
"usageShare": 0.2
},
"individual": {
"n": 4,
"nPriced": 3,
"reliability": "low",
"median": 19,
"p25": 14.5,
"p75": 34,
"min": 10,
"max": 49,
"mean": 26,
"stdev": 20.42,
"usageShare": 0.25
},
"pro": {
"n": 4,
"nPriced": 4,
"reliability": "low",
"median": 54.5,
"p25": 44.75,
"p75": 69,
"min": 29,
"max": 99,
"mean": 59.25,
"stdev": 29.33,
"usageShare": 0
},
"team_sme": {
"n": 5,
"nPriced": 3,
"reliability": "low",
"median": 179,
"p25": 104,
"p75": 2084.5,
"min": 29,
"max": 3990,
"mean": 1399.33,
"stdev": 2244.84,
"usageShare": 0
},
"enterprise": {
"n": 7,
"nPriced": 0,
"reliability": "none",
"median": null,
"p25": null,
"p75": null,
"min": null,
"max": null,
"mean": null,
"stdev": null,
"usageShare": 0
}
},
"byPersonaMonthly": {
"free": {
"nMonthly": 0,
"p25": null,
"median": null,
"p75": null,
"confidence": "none",
"usageShare": 0.2,
"mixedBilling": true,
"monthlyComparable": false
},
"individual": {
"nMonthly": 2,
"p25": 26.5,
"median": 34,
"p75": 41.5,
"confidence": "low",
"usageShare": 0.25,
"mixedBilling": true,
"monthlyComparable": true
},
"pro": {
"nMonthly": 4,
"p25": 44.75,
"median": 54.5,
"p75": 69,
"confidence": "low",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": true
},
"team_sme": {
"nMonthly": 3,
"p25": 104,
"median": 179,
"p75": 2084.5,
"confidence": "low",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": true
},
"enterprise": {
"nMonthly": 0,
"p25": null,
"median": null,
"p75": null,
"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": false
}
},
"byTierCohorts": {
"status": "ok",
"cohorts": [
{
"tier": "individual",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 19,
"provider_count": 3,
"plan_observation_count": 3,
"data_confidence": 0.23,
"data_confidence_basis": {
"provider_component": 0.25,
"observation_component": 0.15,
"provider_count": 3,
"plan_observation_count": 3
},
"reliability": "low",
"members": [
{
"provider": "jam",
"usd": 10
},
{
"provider": "bugboard",
"usd": 19
},
{
"provider": "taskbounty",
"usd": 49
}
]
},
{
"tier": "pro",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 57,
"provider_count": 2,
"plan_observation_count": 3,
"data_confidence": 0.16,
"data_confidence_basis": {
"provider_component": 0.17,
"observation_component": 0.15,
"provider_count": 2,
"plan_observation_count": 3
},
"reliability": "low",
"members": [
{
"provider": "bug_report_analysis_ai_agent_t",
"usd": 50
},
{
"provider": "rectify",
"usd": 64
}
]
},
{
"tier": "team_sme",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 2084.5,
"provider_count": 2,
"plan_observation_count": 2,
"data_confidence": 0.15,
"data_confidence_basis": {
"provider_component": 0.17,
"observation_component": 0.1,
"provider_count": 2,
"plan_observation_count": 2
},
"reliability": "low",
"members": [
{
"provider": "bugboard",
"usd": 179
},
{
"provider": "bug_report_analysis_ai_agent_t",
"usd": 3990
}
]
}
],
"rejected": {
"promo": 1,
"one_time": 4,
"ambiguous_cadence": 4,
"free_or_zero": 1,
"unrankable_or_unparseable": 1
},
"evidence": {
"status": "ok",
"single_observations": [],
"observed_offers": [
{
"billing": "monthly",
"unit": "flat",
"count": 8,
"offers": [
{
"provider": "bug_report_analysis_ai_agent_t",
"tier": "pro",
"billing": "monthly",
"unit": "flat",
"price": "$50/month",
"monthly_usd": 50
},
{
"provider": "bug_report_analysis_ai_agent_t",
"tier": "team_sme",
"billing": "monthly",
"unit": "flat",
"price": "$3990/month",
"monthly_usd": 3990
},
{
"provider": "bugboard",
"tier": "individual",
"billing": "monthly",
"unit": "flat",
"price": "$19 /mo",
"monthly_usd": 19
},
{
"provider": "bugboard",
"tier": "team_sme",
"billing": "monthly",
"unit": "flat",
"price": "$179 /mo",
"monthly_usd": 179
},
{
"provider": "jam",
"tier": "individual",
"billing": "monthly",
"unit": "flat",
"price": "$10/mo",
"monthly_usd": 10
},
{
"provider": "rectify",
"tier": "pro",
"billing": "monthly",
"unit": "flat",
"price": "$29/month",
"monthly_usd": 29
},
{
"provider": "rectify",
"tier": "pro",
"billing": "monthly",
"unit": "flat",
"price": "$99/month",
"monthly_usd": 99
},
{
"provider": "taskbounty",
"tier": "individual",
"billing": "monthly",
"unit": "flat",
"price": "$49/mo",
"monthly_usd": 49
}
]
},
{
"billing": "monthly",
"unit": "per_seat",
"count": 1,
"offers": [
{
"provider": "taskbounty",
"tier": "team_sme",
"billing": "monthly",
"unit": "per_seat",
"price": "$29/seat/mo",
"monthly_usd": 29
}
]
},
{
"billing": "one_time",
"unit": "flat",
"count": 4,
"offers": [
{
"provider": "rectify",
"tier": "enterprise",
"billing": "one_time",
"unit": "flat",
"price": "$699.00",
"monthly_usd": null
},
{
"provider": "taskbounty",
"tier": "team_sme",
"billing": "one_time",
"unit": "flat",
"price": "$149 one-time",
"monthly_usd": null
},
{
"provider": "taskbounty",
"tier": "team_sme",
"billing": "one_time",
"unit": "flat",
"price": "$499 one-time",
"monthly_usd": null
},
{
"provider": "taskbounty",
"tier": "enterprise",
"billing": "one_time",
"unit": "flat",
"price": "$999 one-time",
"monthly_usd": null
}
]
},
{
"billing": "unspecified_period",
"unit": "flat",
"count": 4,
"offers": [
{
"provider": "bug_report_analysis_ai_agent_t",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom",
"monthly_usd": null
},
{
"provider": "jam",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Contact us",
"monthly_usd": null
},
{
"provider": "rectify",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom",
"monthly_usd": null
},
{
"provider": "taskbounty",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom",
"monthly_usd": null
}
]
}
],
"coverage": {
"priced_providers": 5,
"normalized_observations": 9,
"comparable_providers": 5,
"strict_cohorts": 3,
"exclusion_reasons": {
"promo": 1,
"one_time": 4,
"ambiguous_cadence": 4,
"free_or_zero": 1,
"unrankable_or_unparseable": 1
}
}
}
},
"billingMix": {
"freemium": 4,
"subscription": 1,
"free": 1
},
"freeTierShare": 0.83,
"medianLowestUsd": 29
},
"movement": null,
"index_series": {
"series": [
{
"day": "2026-07-19",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-07-20",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-07-21",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-07-22",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-07-23",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-07-24",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-07-25",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-07-26",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-07-27",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-07-28",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-07-29",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-07-30",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-07-31",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-08-01",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-08-02",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-08-03",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-08-04",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-08-05",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-08-06",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-08-07",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-08-08",
"index": 100,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-08-09",
"index": 106.307,
"pairs": 8,
"dayChangePct": 6.31
},
{
"day": "2026-08-10",
"index": 106.307,
"pairs": 8,
"dayChangePct": 0
},
{
"day": "2026-08-11",
"index": 106.307,
"pairs": 9,
"dayChangePct": 0
},
{
"day": "2026-08-12",
"index": 106.307,
"pairs": 9,
"dayChangePct": 0
},
{
"day": "2026-08-13",
"index": 106.307,
"pairs": 9,
"dayChangePct": 0
},
{
"day": "2026-08-14",
"index": 106.307,
"pairs": 9,
"dayChangePct": 0
},
{
"day": "2026-08-15",
"index": 106.307,
"pairs": 9,
"dayChangePct": 0
},
{
"day": "2026-08-16",
"index": 106.307,
"pairs": 9,
"dayChangePct": 0
},
{
"day": "2026-08-17",
"index": 106.307,
"pairs": 9,
"dayChangePct": 0
}
],
"latest": 106.307,
"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": "automate_software_bug_reportin",
"name": "Automate Software Bug Reportin",
"url": "https://learn.microsoft.com/en-us/power-platform/architecture/solution-ideas/auto-ai-triage",
"short_summary": "Automates software bug reporting and triage by analyzing user emails about product issues, creating bug reports in Azure DevOps, and handling follow-up updates",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing is shown for the Auto Triage AI Agent in the supplied pages."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "taskbounty",
"name": "TaskBounty",
"url": "https://www.task-bounty.com",
"short_summary": "fixes GitHub bugs and raises test coverage on codebases",
"price": {
"observed": true,
"billing": "subscription",
"lowest_monthly_usd": 29,
"monthly_usd": 29,
"headline": "From $29/mo",
"summary": "From $29/mo. TaskBounty offers free app scans, one-time security services from $149 to $999, a pay-as-you-go bounty marketplace, and Autopilot subscriptions from $49/mo."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "hackerone_hai_triage",
"name": "Hai Triage",
"url": "https://www.hackerone.com/platform/triage",
"short_summary": "Triages security vulnerability reports: filters noise (duplicates, spam, out-of-scope), validates and reproduces findings, prioritizes risks, and produces acti…",
"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": "medium",
"upvotes": 0
},
{
"agent_id": "luciq",
"name": "Luciq",
"url": "https://luciq.ai",
"short_summary": "Mobile observability for AI agents. Investigate crashes, hangs, ANRs, bugs, and app performance, and triage app store reviews, directly from your IDE or termin…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing was observed on the homepage, and a pricing page was not available."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "rectify",
"name": "Rectify",
"url": "https://www.rectify.so/",
"short_summary": "Provides an AI operations platform (agent 'Quanta') for monitoring, analytics, support inbox, session replays, code scanning, changelogs, roadmaps, and bug rep…",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 29,
"monthly_usd": 29,
"headline": "Free tier, then from $29/mo",
"summary": "Free tier, then from $29/mo. Rectify offers a freemium model with a free Idea plan and paid tiers from $29–$99/month, plus a $699 lifetime option and custom enterprise pricing."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "bug_report_analysis_ai_agent_t",
"name": "Bug Report Analysis Ai Agent T",
"url": "https://beam.ai/skills/bug-report-analysis",
"short_summary": "Parses and categorizes bug reports, assesses severity and potential impact, and recommends next steps for resolution",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 50,
"monthly_usd": 50,
"headline": "Free tier, then from $50/mo",
"summary": "Free tier, then from $50/mo. Beam AI offers a free plan, a $50/month Pro plan, a $3990/month Scale plan, and a custom plan for tailored workflows."
},
"evidence_quality": "low",
"upvotes": 0
},
{
"agent_id": "jam",
"name": "Jam",
"url": "https://smithery.ai/server/jam",
"short_summary": "Capture and report bugs with automatic screen recordings and environment details. Create, view, and manage bug reports with full context.",
"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 additional RPC usage charges after included credits, and custom pricing for enterprise features."
},
"evidence_quality": "low",
"upvotes": 0
},
{
"agent_id": "asc_feedback_mcp",
"name": "Asc Feedback",
"url": "https://github.com/max-rousseau/asc-mcp",
"short_summary": "An MCP server that lets AI agents access Apple App Store Connect TestFlight feedback, including screenshot submissions, crash reports, crash logs, and screensh…",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "GitHub offers a free plan, a $4-per-user/month Team plan, and Enterprise starting at $21 per user/month."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "blame_agent",
"name": "Blame Agent",
"url": "https://blame-agent.vercel.app/",
"short_summary": "AI-powered bug scapegoating simulation where 4 AI agents debate and blame each other for software bugs, with a Boss agent delivering final verdicts. Entertainm…",
"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": "unclear",
"upvotes": 0
},
{
"agent_id": "bugboard",
"name": "Bugboard",
"url": "https://bugboard.ai/",
"short_summary": "AI-powered bug tracking platform for dev teams. Uses AI agents to triage, plan, and resolve bugs faster, integrating with Cursor and Claude Code.",
"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. BugBoard offers a free plan for up to 3 members, paid monthly Starter and Business plans at $19 and $179, and sales-led annual Enterprise packages."
},
"evidence_quality": "unclear",
"upvotes": 0
}
],
"platforms_also_here": [
{
"agent_id": "ai_testing_agent_amp_automatio",
"name": "Ai Testing Agent Amp Automatio",
"url": "https://testsprite.com/",
"short_summary": "Builds and runs end-to-end QA tests on live apps, explores apps like a real user, flags bugs, returns failure bundles with root-cause hypotheses and recommende…",
"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. TestSprite offers a freemium model with a free tier (150 credits/month), paid plans starting at $19/month (Starter) and $69/month (Standard), plus custom Enterprise pricing."
},
"home_niche": "test-case-generation",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "github_agentic_workflows",
"name": "Github Agentic Workflows",
"url": "https://github.github.com/gh-aw",
"short_summary": "Repository automation platform that runs AI coding agents (Copilot, Claude, Codex) as GitHub Actions with security guardrails. Write workflows in markdown to a…",
"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."
},
"home_niche": "devops-automation-agent",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "gitlab",
"name": "Gitlab",
"url": "https://smithery.ai/server/gitlab",
"short_summary": "A web-based DevOps lifecycle tool that provides a Git repository manager providing wiki, issue-tracking, and CI/CD pipeline features.",
"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 RPC overages, and custom pricing for enterprise features."
},
"home_niche": "ci-cd-optimization-agent",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "gitlab_mcp_server",
"name": "Gitlab",
"url": "https://jmrplens.github.io/gitlab-mcp-server/",
"short_summary": "Open-source Model Context Protocol server enabling AI assistants to interact with GitLab via natural language. Exposes 1000+ GitLab operations for code review,…",
"price": {
"observed": true,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free",
"summary": "GitLab MCP Server is presented as free and open source under the MIT license, with no recurring price or billing period shown."
},
"home_niche": "devops-automation-agent",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "sentry_seer",
"name": "Seer",
"url": "https://sentry.io/product/seer/",
"short_summary": "Automatically debugs production issues — finds root causes, drafts code fixes, reviews PRs against production data, and answers debugging questions",
"price": {
"observed": true,
"billing": "subscription",
"lowest_monthly_usd": 26,
"monthly_usd": 26,
"headline": "From $26/mo",
"summary": "From $26/mo. Sentry pricing shown includes a Team plan at $26.00/mo plus Seer at $40 per active contributor per month, with usage above quotas billed separately."
},
"home_niche": "ai-debugging-agent",
"also_covers": true,
"upvotes": 0
}
],
"page_url": "https://agentery.com/market/bug-triage-agent",
"summary": {
"niche": "bug-triage-agent",
"sector": "developer-tools-infra",
"pricing_by_provider_type": {
"headline": "No published benchmark for bug-triage-agent yet — too few comparable priced providers. Observed offers are listed.",
"benchmarks": [
{
"provider_type": "agent",
"provider_type_label": "Agents",
"buyer_tier": "pro",
"buyer_tier_label": "Pro",
"pricing_unit": "flat",
"pricing_unit_label": "flat monthly",
"comparable_provider_count": 2,
"reliability": "low",
"median": null,
"p25": null,
"p75": null,
"status": "observed_offers_only",
"observed_offers": [
50,
64
]
},
{
"provider_type": "agent",
"provider_type_label": "Agents",
"buyer_tier": "team_sme",
"buyer_tier_label": "Team / SME",
"pricing_unit": "flat",
"pricing_unit_label": "flat monthly",
"comparable_provider_count": 2,
"reliability": "low",
"median": null,
"p25": null,
"p75": null,
"status": "observed_offers_only",
"observed_offers": [
179,
3990
]
},
{
"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": 2,
"reliability": "low",
"median": null,
"p25": null,
"p75": null,
"status": "observed_offers_only",
"observed_offers": [
10,
49
]
}
],
"warnings": [],
"full_pricing_via": {
"tool": "price_benchmark",
"arguments": {
"niche": "bug-triage-agent"
},
"note": "add provider_type + buyer_tier for a specific cohort"
}
},
"page_url": "https://agentery.com/market/bug-triage-agent",
"counts": {
"listings_with_price_capture": 19,
"listings_with_observed_public_price": 6,
"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": true,
"value_pct": 6.3,
"driver": "bugboard's \"Business\" $139→$179 (+29%)"
}
},
"pricing_version": "cohorts-1",
"pricing_status": "ok",
"pricing_by_tier": [
{
"tier": "individual",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 19,
"provider_count": 3,
"plan_observation_count": 3,
"data_confidence": 0.23,
"data_confidence_basis": {
"provider_component": 0.25,
"observation_component": 0.15,
"provider_count": 3,
"plan_observation_count": 3
},
"reliability": "low",
"members": [
{
"provider": "jam",
"usd": 10
},
{
"provider": "bugboard",
"usd": 19
},
{
"provider": "taskbounty",
"usd": 49
}
]
},
{
"tier": "pro",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 57,
"provider_count": 2,
"plan_observation_count": 3,
"data_confidence": 0.16,
"data_confidence_basis": {
"provider_component": 0.17,
"observation_component": 0.15,
"provider_count": 2,
"plan_observation_count": 3
},
"reliability": "low",
"members": [
{
"provider": "bug_report_analysis_ai_agent_t",
"usd": 50
},
{
"provider": "rectify",
"usd": 64
}
]
},
{
"tier": "team_sme",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 2084.5,
"provider_count": 2,
"plan_observation_count": 2,
"data_confidence": 0.15,
"data_confidence_basis": {
"provider_component": 0.17,
"observation_component": 0.1,
"provider_count": 2,
"plan_observation_count": 2
},
"reliability": "low",
"members": [
{
"provider": "bugboard",
"usd": 179
},
{
"provider": "bug_report_analysis_ai_agent_t",
"usd": 3990
}
]
}
],
"pricing_coverage": {
"listings_with_price_capture": 19,
"listings_with_observed_public_price": 6,
"normalized_observations": 9,
"comparable_providers": 5,
"strict_cohorts": 3,
"exclusion_reasons": {
"promo": 1,
"one_time": 4,
"ambiguous_cadence": 4,
"free_or_zero": 1,
"unrankable_or_unparseable": 1
}
},
"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": {
"promo": 1,
"one_time": 4,
"ambiguous_cadence": 4,
"free_or_zero": 1,
"unrankable_or_unparseable": 1
},
"billing_mix": {
"freemium": 4,
"subscription": 1,
"free": 1
},
"free_tier_share": 0.83,
"top_providers": [
{
"agent_id": "automate_software_bug_reportin",
"name": "Automate Software Bug Reportin",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing is shown for the Auto Triage AI Agent in the supplied pages."
},
"observed": false
},
{
"agent_id": "taskbounty",
"name": "TaskBounty",
"price": {
"observed": true,
"billing": "subscription",
"lowest_monthly_usd": 29,
"monthly_usd": 29,
"headline": "From $29/mo",
"summary": "From $29/mo. TaskBounty offers free app scans, one-time security services from $149 to $999, a pay-as-you-go bounty marketplace, and Autopilot subscriptions from $49/mo."
},
"observed": true
},
{
"agent_id": "hackerone_hai_triage",
"name": "Hai Triage",
"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": "luciq",
"name": "Luciq",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing was observed on the homepage, and a pricing page was not available."
},
"observed": false
},
{
"agent_id": "rectify",
"name": "Rectify",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 29,
"monthly_usd": 29,
"headline": "Free tier, then from $29/mo",
"summary": "Free tier, then from $29/mo. Rectify offers a freemium model with a free Idea plan and paid tiers from $29–$99/month, plus a $699 lifetime option and custom enterprise pricing."
},
"observed": true
}
],
"suggested_next_calls": [
{
"tool": "price_benchmark",
"arguments": {
"niche": "bug-triage-agent"
},
"purpose": "full observed price distribution + per-tier medians for this niche"
},
{
"tool": "niche_report",
"arguments": {
"niche": "bug-triage-agent",
"response_mode": "full"
},
"purpose": "the complete report incl. index series and tier decomposition"
},
{
"tool": "suggest_alternatives",
"arguments": {
"agent_id": "automate_software_bug_reportin"
},
"purpose": "comparable (optionally cheaper) providers to a named agent"
},
{
"tool": "get_agent_profile",
"arguments": {
"agent_id": "automate_software_bug_reportin"
},
"purpose": "full profile, integrations and pricing for one provider"
}
]
}
}Full market
6 providers, one sortable view
Dense enough for many listings; progressive disclosure keeps mobile usable.
ProviderTypeFromVs niche medianLiveness
RectifyProvides an AI operations platform (agent 'Quanta') for monitoring, analytics, support inbox, session replays, code scanning, changelogs, roadmaps, and bug rep…
Bug Report Analysis Ai Agent TParses and categorizes bug reports, assesses severity and potential impact, and recommends next steps for resolution
MarkuprDesktop app that captures screen + voice feedback and converts it into structured, AI-ready Markdown with screenshots, cursor position, and context hints for c…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.