AI Debugging Agent

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      "agent_id": "agentrx_systematic_debugging_f",
      "name": "Agentrx Systematic Debugging F",
      "url": "https://microsoft.com/en-us/research/blog/systematic-debugging-for-ai-agents-introducing-the-agentrx-framework",
      "short_summary": "diagnoses AI agent failures by pinpointing the first unrecoverable 'critical failure step' in agent execution trajectories",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
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        "summary": "No public price found on the vendor site."
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      "short_summary": "provides error knowledge database for AI coding agents with dead ends and workarounds",
      "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."
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      "evidence_quality": "high",
      "upvotes": 0
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      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public numeric pricing or specific plan rates were observed in the supplied Lightrun documentation."
      },
      "evidence_quality": "high",
      "upvotes": 0
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    {
      "agent_id": "rigour",
      "name": "Rigour",
      "url": "https://rigour.run",
      "short_summary": "AI agent governance with DLP, quality gates, and memory control for development workflows",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
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      "upvotes": 0
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      "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."
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      "evidence_quality": "high",
      "upvotes": 0
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      "agent_id": "tenderly_mcp",
      "name": "Tenderly",
      "url": "https://tenderly.co",
      "short_summary": "simulates, debugs, and traces smart contract transactions on EVM networks",
      "price": {
        "observed": false,
        "billing": "not_found",
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        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
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      "evidence_quality": "high",
      "upvotes": 0
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      "url": "https://echo-ept.com/blog/autonomous-code-diagnostics-ai-vs-sonarqube-snyk-2026",
      "short_summary": "scans codebases, detects code quality and security issues, generates AI patches, and pushes automated fixes to GitHub",
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        "billing": "freemium",
        "lowest_monthly_usd": 49,
        "monthly_usd": 49,
        "headline": "Free tier, then from $49/mo",
        "summary": "Free tier, then from $49/mo. Echo Prime offers a free-forever tier, with paid Starter and Pro plans at $49/mo and $199/mo, plus custom Enterprise pricing."
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      "evidence_quality": "medium",
      "upvotes": 0
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      "agent_id": "android_ui_mcp",
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      "short_summary": "MCP server enabling AI agents to see and analyze Android app UI in real-time during development. Supports React Native, Flutter, and native Android with live s…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing was found for the Android-Ui-MCP project; the referenced pricing page shows GitHub platform plans rather than this project’s pricing."
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      "evidence_quality": "unclear",
      "upvotes": 0
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      "agent_id": "aspnetcore_debugger_mcp",
      "name": "Aspnetcore Debugger",
      "url": "https://github.com/magna-nz/aspnetcore-debugger-mcp",
      "short_summary": "MCP server that enables AI agents to debug .NET/ASP.NET Core applications by setting breakpoints, inspecting runtime values, and mutating state. Cross-platform…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for this open-source repository is shown in the supplied context."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "chrome_devtools_mcp_2",
      "name": "Chrome Devtools Mcp 2",
      "url": "https://github.com/benjaminr/chrome-devtools-mcp",
      "short_summary": "MCP server bridging Claude with Chrome DevTools Protocol for web debugging. Monitor network requests, console logs, performance metrics, and DOM inspection in…",
      "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 Chrome DevTools MCP repository."
      },
      "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": "aider",
      "name": "Aider",
      "url": "https://aider.chat/",
      "short_summary": "AI pair programming in the terminal to start new projects or build on existing codebases by writing and editing code",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing or paid plan details were observed on the homepage."
      },
      "home_niche": "ai-pair-programming",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "chipagents",
      "name": "ChipAgents",
      "url": "https://chipagents.ai/",
      "short_summary": "Assists with chip design and verification (RTL design/verification) using AI agents within a code editor",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public product pricing was found on the homepage, which directs visitors to book a demo."
      },
      "home_niche": "ecad-hardware-design-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "codegpt_ai",
      "name": "CodeGPT AI Agents",
      "url": "https://codegpt.co/agents",
      "short_summary": "builds and deploys AI coding agents for code generation, refactoring, autonomous debugging, planning, and multi-file editing, plus business workflow automation",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9,
        "monthly_usd": 9,
        "headline": "Free tier, then from $9/mo",
        "summary": "Free tier, then from $9/mo. CodeGPT offers a permanent free plan, Professional at $108/year ($9/month billed annually), Teams at $324/seat/year ($27/month billed annually), and custom enterprise pricing."
      },
      "home_niche": "autonomous-code-generation",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "continue",
      "name": "Continue",
      "url": "https://continue.dev/",
      "short_summary": "code generation, debugging, refactoring integrated into the IDE",
      "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": "ide-coding-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "termi_protocol",
      "name": "Termi Protocol",
      "url": "https://termiprotocol.com/",
      "short_summary": "3D visualization platform for AI coding agents. Provides visual interface to watch agents work in real-time with desks, rooms, and command centers. Supports Cl…",
      "price": {
        "observed": true,
        "billing": "one-time",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "Termi Protocol offers lifetime unlimited access for a one-time payment of $5.59, with higher founding-price tiers shown as spots fill."
      },
      "home_niche": "agent-observability-eval",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "windsurf",
      "name": "Windsurf AI Editor",
      "url": "https://windsurf.dev",
      "short_summary": "AI-powered coding assistance including code generation, refactoring, debugging, testing, and automation within an AI editor",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown in the supplied Windsurf.dev homepage content."
      },
      "home_niche": "ide-coding-agent",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/ai-debugging-agent",
  "summary": {
    "niche": "ai-debugging-agent",
    "sector": "developer-tools-infra",
    "pricing_by_provider_type": {
      "headline": "No published benchmark for ai-debugging-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": [
            9.9,
            199
          ]
        },
        {
          "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": [
            26,
            29.9
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-debugging-agent"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ai-debugging-agent",
    "counts": {
      "listings_with_price_capture": 63,
      "listings_with_observed_public_price": 5,
      "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": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 104.45,
        "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": "uneven_agent",
            "usd": 9.9
          },
          {
            "provider": "autonomous_code_diagnostics_ho",
            "usd": 199
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 27.95,
        "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": "sentry_seer",
            "usd": 26
          },
          {
            "provider": "uneven_agent",
            "usd": 29.9
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 63,
      "listings_with_observed_public_price": 5,
      "normalized_observations": 5,
      "comparable_providers": 3,
      "strict_cohorts": 2,
      "exclusion_reasons": {
        "ambiguous_cadence": 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": {
      "ambiguous_cadence": 1,
      "unrankable_or_unparseable": 1
    },
    "billing_mix": {
      "freemium": 2,
      "subscription": 1,
      "free": 2
    },
    "free_tier_share": 0.8,
    "top_providers": [
      {
        "agent_id": "agentrx_systematic_debugging_f",
        "name": "Agentrx Systematic Debugging F",
        "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": "deadends_dev",
        "name": "deadends.dev",
        "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": "lightrun",
        "name": "Lightrun",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public numeric pricing or specific plan rates were observed in the supplied Lightrun documentation."
        },
        "observed": false
      },
      {
        "agent_id": "rigour",
        "name": "Rigour",
        "price": {
          "observed": true,
          "billing": "free",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free",
          "summary": "Rigour is presented as a free, open-source MIT-licensed tool with no signup and local operation."
        },
        "observed": true
      },
      {
        "agent_id": "sentry_seer",
        "name": "Seer",
        "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."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-debugging-agent"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ai-debugging-agent",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "agentrx_systematic_debugging_f"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "agentrx_systematic_debugging_f"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}