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Bug Triage Agent

Query this niche via MCPniche_report({ niche: "bug-triage-agent" })
active marketmarket pulse 60/100commercial money present1 new builders in 30d19 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
$179/mo
3 providers
MCP servers · median
$49/mo
2 providers
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 plansAgents vs MCPs

each dot = one provider · log scale
Agents $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 priced
Providervs 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
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      "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.

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.