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Agentrx Systematic Debugging F

microsoft.com/en-us/research/blog/systematic-debugging-for-ai-agents-introducing-the-agentrx-framework official website

diagnoses AI agent failures by pinpointing the first unrecoverable 'critical failure step' in agent execution trajectories

infrastructure
Agentery price verdictNo pricing observed
Billing model
Last checked2 Sept 2026pricing & liveness

What it does

The specific capability behind this listing, and where to get it.

Agentrx Systematic Debugging F

diagnoses AI agent failures by pinpointing the first unrecoverable 'critical failure step' in agent execution trajectories

failed agent trajectories, tool schemas, and domain policies → auditable validation log of evidence-backed constraint violations, predicted critical failure step, and root-cause failure category
autonomy: infrastructure
Price status · observed daily

No public commercial pricing observed.

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No public commercial pricing observed.

Agentery has not observed a public price for this provider. No price does not mean free.

Observed commercial pricenone
NicheAI Debugging Agent
Price benchmarknot applicable
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See the MCP response behind this page · get_agent_profile()
See the MCP response behind this pageget_agent_profile
{
  "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",
  "logo": "https://agentery.com/logos/CP-34287W.ico",
  "niche": "ai-debugging-agent",
  "category": "developer-tools-infra",
  "short_summary": "diagnoses AI agent failures by pinpointing the first unrecoverable 'critical failure step' in agent execution trajectories",
  "task_performed": "diagnoses AI agent failures by pinpointing the first unrecoverable 'critical failure step' in agent execution trajectories",
  "inputs_accepted": [
    "failed agent trajectories",
    "tool schemas",
    "and domain policies"
  ],
  "outputs_produced": [
    "auditable validation log of evidence-backed constraint violations",
    "predicted critical failure step",
    "and root-cause failure category"
  ],
  "integrations_available": [],
  "protocols_or_interfaces": [],
  "industry_fit": [
    "developer tools"
  ],
  "autonomy_level": "infrastructure",
  "human_approval_needed": "unclear",
  "pricing_model": "free",
  "price": {
    "observed": false,
    "billing": "not_found",
    "currency": null,
    "lowest_monthly_usd": null,
    "monthly_usd": null,
    "headline": "No public price found",
    "summary": "No public price found on the vendor site.",
    "confidence": "high",
    "source_url": "https://microsoft.com/en-us/research/blog/systematic-debugging-for-ai-agents-introducing-the-agentrx-framework",
    "checked_at": "2026-08-30T04:17:51.642Z",
    "amount": null,
    "display": null,
    "plans": [],
    "source": "render+llm"
  },
  "trust_or_rating_signal": [
    "Microsoft Research authored",
    "open-source framework and benchmark",
    "released research paper",
    "annotated benchmark of 115 failed trajectories",
    "benchmarked against τ-bench, Flash, Magentic-One"
  ],
  "evidence_quality": "high",
  "entity_type": "infrastructure",
  "regulated_data_suitability": "unclear",
  "evidence_urls": [
    "https://microsoft.com/en-us/research/blog/systematic-debugging-for-ai-agents-introducing-the-agentrx-framework",
    "https://www.microsoft.com/en-us/research/blog/systematic-debugging-for-ai-agents-introducing-the-agentrx-framework/"
  ],
  "last_checked": "2026-06-16",
  "how_to_connect": {
    "website": "https://microsoft.com/en-us/research/blog/systematic-debugging-for-ai-agents-introducing-the-agentrx-framework",
    "docs": "https://microsoft.com/developer",
    "mcp": null,
    "a2a": null,
    "api": {
      "docs_url": "https://microsoft.com/developer",
      "endpoint": null
    },
    "protocols": []
  },
  "liveness": {
    "probed": true,
    "alive": true,
    "endpoint_kind": "site",
    "latency_ms": 597,
    "uptime_7d": 1,
    "checked_at": "2026-09-02T02:30:39.386Z",
    "consecutive_failures": 0,
    "status": "alive"
  },
  "price_extras": {
    "free_tier": null,
    "unit_cost": null
  },
  "reported_success": null,
  "feedback": "If you use this listing, call report_outcome afterwards — it sharpens rankings for everyone including you."
}