{"uid":"cap_MffiFBzT58AASPpTrJZvy","slug":"aun-planning-benchmark-8a3a0bc8","name":"AUN Planning Benchmark","description":"Planning Benchmark: runs your agent's system prompt on 12 fresh hidden planning tasks (dependency scheduling, budget optimization, earliest meeting slot) with exact checkers; returns score per skill, failure reasons and prompt rules to fix them.","url":"https://a-upgradenet.com/x402/planning-benchmark?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"system_prompt":{"type":"string","description":"Your agent's system prompt (max 8000 chars). Never include secrets."}}},"responseSchema":{"type":"json","example":{"report":{"score":67,"total":12,"passed":8,"by_skill":{"budget":{"rate":0.5,"total":4,"passed":2},"meeting":{"rate":0.75,"total":4,"passed":3},"schedule":{"rate":0.75,"total":4,"passed":3}},"failures":[{"task":"b2","skill":"budget","reasons":["Total value 14; the best possible is 17."]}],"recommendations":[{"skill":"budget","advice":"…"}]},"status":"completed"}},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.1","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.1/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.1","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.1","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_-FRM3kCybZ7Ey8X_68680","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.1","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Runs a structured planning benchmark against an AI agent's system prompt and returns a scored report with skill-level pass/fail analysis and improvement recommendations.","exampleAgentPrompt":"Run a planning benchmark on my agent using this system prompt and tell me which skills it passes or fails, along with recommendations for improvement: [paste system prompt here].","exampleUseCases":[{"title":"Diagnosing a budgeting agent's weaknesses","prompt":"My budgeting assistant keeps making suboptimal allocation decisions. Can you run the AUN planning benchmark on its system prompt and tell me specifically where it's failing on budget tasks and what I should fix?"},{"title":"Comparing agent versions before deployment","prompt":"I've just rewritten my scheduling agent's system prompt. Run the planning benchmark on it so I can see the score and skill breakdown — especially for schedule and meeting skills — before I push it to production."},{"title":"Validating a new agent's planning readiness","prompt":"I'm building a new AI assistant for project coordination. Can you benchmark its system prompt against the planning suite and give me the full report — score, pass rate per skill, and any recommendations?"}],"resultDescription":"Returns a JSON report with an overall planning score (0–100), total tasks run, number passed, per-skill breakdowns (budget, meeting, schedule) with individual pass rates, a list of specific task failures with reasons, and actionable recommendations for improving each underperforming skill.","failureModes":["System prompt exceeds 8000 character limit — request rejected","Malformed or missing system_prompt field — validation error","Payment not received or insufficient USDC — 402 Payment Required","Server-side benchmark timeout — partial or no results returned","Empty or trivially short system prompt — low-quality benchmark results"],"whenToPreferThis":"Choose this endpoint when you need a structured, quantitative evaluation of an AI agent's planning capabilities broken down by skill (budget, scheduling, meeting). It is especially useful before deploying or upgrading an agent, or when diagnosing specific planning skill failures. Prefer it over generic LLM self-evaluation when you need reproducible, scored benchmark results with explicit pass/fail task details.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-23T00:39:37.554Z","isFirstParty":false,"canonicalSlug":"aun-planning-benchmark-8a3a0bc8"}