{
  "name": "FastTool Agent Routes",
  "url": "https://fasttool.app/agent-routes.json",
  "canonical_domain": "fasttool.app",
  "last_updated": "2026-06-17",
  "purpose": "Machine-readable routing hints for AI agents that need fast browser tools, traffic-source classification, answer-engine visibility checks, AI crawler policy, and verified utility workflows.",
  "default_start": "https://fasttool.app/answer-engine/",
  "human_hubs": [
    "https://fasttool.app/fast-tools/",
    "https://fasttool.app/ai-agent-tools/",
    "https://fasttool.app/tool-finder/",
    "https://fasttool.app/task-library/"
  ],
  "agent_visibility_kit": [
    {
      "slug": "ai-traffic-source-classifier",
      "name": "AI Traffic Source Classifier",
      "category": "SEO",
      "intent": "ai traffic source classifier",
      "url": "https://fasttool.app/tools/ai-traffic-source-classifier/",
      "input": "Mozilla/5.0 Chrome referrer: direct\nOAI-SearchBot /tools/json-formatter/\nGooglebot /sitemap.xml\nPerplexityBot /ai-agent-tools/\nMozilla/5.0 Chrome referrer: https://www.google.com/",
      "output": "The report should show counts for likely human, search referral, AI referral, AI search crawler, training crawler, classic crawler, suspicious bot, and unknown direct visits.",
      "boundary": "Not for legal bot forensics, fraud proof, ad-billing disputes, security enforcement, or replacing raw Cloudflare, server, and analytics logs."
    },
    {
      "slug": "agent-output-evaluator",
      "name": "Agent Output Evaluator",
      "category": "Productivity",
      "intent": "agent output evaluator",
      "url": "https://fasttool.app/tools/agent-output-evaluator/",
      "input": "Task: fix PageSpeed issues. Final answer: all fixed. Evidence: Lighthouse mobile 98, desktop 100, deployed URL, remaining Cloudflare warning. Acceptance tests: mobile performance above 95, accessibility 100, no syntax errors.",
      "output": "The evaluator should return pass, review, or fail with missing evidence, unsupported claims, stop-rule violations, acceptance-test status, and a copyable remediation prompt.",
      "boundary": "Not for legal audit certification, regulated compliance sign-off, security approval, medical or financial decisions, or verifying files and accounts it cannot inspect."
    },
    {
      "slug": "ai-agent-page-auditor",
      "name": "AI Agent Page Auditor",
      "category": "SEO",
      "intent": "ai agent page auditor",
      "url": "https://fasttool.app/tools/ai-agent-page-auditor/",
      "input": "Task: choose the best PDF compressor. Paste a page title, visible copy, buttons, form labels, headings, and sample output.",
      "output": "The report should score direct answer clarity, agent action path, accessibility labels, trust boundaries, proof blocks, and machine-readable routes.",
      "boundary": "Not for guaranteed Google ranking, live crawl logs, security certification, or proving how a private AI system will rank a page."
    },
    {
      "slug": "ai-crawler-policy-builder",
      "name": "AI Crawler Policy Builder",
      "category": "SEO",
      "intent": "ai crawler policy builder",
      "url": "https://fasttool.app/tools/ai-crawler-policy-builder/",
      "input": "Goal: allow AI search visibility but block training reuse. Site sections: /tools/, /private/, /api/.",
      "output": "The builder should output robots.txt rules, allowed bots, blocked bots, Cloudflare policy notes, and a human-readable decision memo.",
      "boundary": "Not for legal advice, pay-per-crawl negotiation, bot authentication, WAF enforcement, or guarantees that every crawler obeys robots.txt."
    },
    {
      "slug": "query-fanout-simulator",
      "name": "Query Fan-Out Simulator",
      "category": "SEO",
      "intent": "query fan-out simulator",
      "url": "https://fasttool.app/tools/query-fanout-simulator/",
      "input": "Seed query: best free PDF compressor. Audience: small business user. Page type: browser tool page.",
      "output": "The simulator should produce subquery clusters, missing content blocks, title ideas, proof checks, and related FastTool routes.",
      "boundary": "Not for scraping live Google results, predicting exact AI Overview citations, or replacing Search Console and real ranking data."
    },
    {
      "slug": "ai-citation-readiness-checker",
      "name": "AI Citation Readiness Checker",
      "category": "SEO",
      "intent": "ai citation readiness checker",
      "url": "https://fasttool.app/tools/ai-citation-readiness-checker/",
      "input": "Question: how do I allow AI search bots but block AI training bots? Paste the visible draft page and source notes.",
      "output": "The checker should score answerability, sourceability, originality, entity clarity, limitations, dates, and copyable citation-ready passages.",
      "boundary": "Not for guaranteed chatbot citations, legal compliance, journalism fact checking, or publishing regulated advice without expert review."
    },
    {
      "slug": "aio-visibility-scorer",
      "name": "AI Overview Visibility Scorer",
      "category": "SEO",
      "intent": "ai overview visibility scorer",
      "url": "https://fasttool.app/tools/aio-visibility-scorer/",
      "input": "Query: best browser PDF compressor. Paste a draft page with title, headings, FAQ, update date, citations, and clear steps.",
      "output": "The score should separate answer clarity, entity coverage, structure, sourceability, and freshness, then list the highest-impact fixes.",
      "boundary": "Not for guaranteed AI Overview ranking, live Search Console reporting, legal SEO guarantees, or scraping private search results."
    },
    {
      "slug": "llm-ready-content-scorer",
      "name": "LLM-Ready Content Scorer",
      "category": "SEO",
      "intent": "llm-ready content scorer",
      "url": "https://fasttool.app/tools/llm-ready-content-scorer/",
      "input": "Target question: how do I compress a PDF under 10 MB? Paste a draft help page with steps, limits, examples, and source notes.",
      "output": "The report should show LLM readiness, weak sections, missing trust signals, and practical edits that make the text easier to retrieve and cite.",
      "boundary": "Not for guaranteed chatbot citations, medical/legal/financial authority, or automatic publishing without editorial review."
    },
    {
      "slug": "eeat-audit-scorecard",
      "name": "E-E-A-T Audit Scorecard",
      "category": "SEO",
      "intent": "e-e-a-t audit scorecard",
      "url": "https://fasttool.app/tools/eeat-audit-scorecard/",
      "input": "Paste a health, finance, product review, or tool page with author details, dates, citations, schema, and limitations.",
      "output": "The scorecard should produce an A-F grade, E/E/A/T sub-scores, missing trust signals, and prioritized fixes.",
      "boundary": "Not for guaranteeing rankings, AdSense approval, legal compliance, medical review, or reputation scoring."
    },
    {
      "slug": "schema-visual-builder",
      "name": "Schema Visual Builder",
      "category": "SEO",
      "intent": "schema visual builder",
      "url": "https://fasttool.app/tools/schema-visual-builder/",
      "input": "Type: SoftwareApplication. Name: FastTool. URL, description, author, price, and category filled in.",
      "output": "The builder should output valid JSON-LD, script tag copy, required-field warnings, and schema type notes.",
      "boundary": "Not for guaranteed rich results, spam markup, fake reviews, or markup that contradicts visible page content."
    },
    {
      "slug": "serp-pixel-ruler",
      "name": "SERP Pixel Ruler",
      "category": "SEO",
      "intent": "serp pixel ruler",
      "url": "https://fasttool.app/tools/serp-pixel-ruler/",
      "input": "Title: Fast Tools Online and AI Agent Tools | FastTool. Description: Fast browser tools with sample input, expected output, and proof checks.",
      "output": "The preview should show desktop and mobile title or description risk with copyable rewrite guidance.",
      "boundary": "Not for guaranteed Google display, live SERP scraping, ranking prediction, or regulated advertising approval."
    },
    {
      "slug": "internal-link-graph-builder",
      "name": "Internal Link Graph Builder",
      "category": "SEO",
      "intent": "internal link graph builder",
      "url": "https://fasttool.app/tools/internal-link-graph-builder/",
      "input": "https://fasttool.app/|https://fasttool.app/ai-agent-tools/\nhttps://fasttool.app/ai-agent-tools/|https://fasttool.app/tools/ai-crawler-policy-builder/",
      "output": "The report should identify hubs, orphan-like URLs, cluster balance, and routes needing stronger links.",
      "boundary": "Not for full enterprise crawling, JavaScript-rendered link discovery, PageRank guarantees, or backlink analysis."
    },
    {
      "slug": "keyword-cannibalization-detector",
      "name": "Keyword Cannibalization Detector",
      "category": "SEO",
      "intent": "keyword cannibalization detector",
      "url": "https://fasttool.app/tools/keyword-cannibalization-detector/",
      "input": "fast tools|/fast-tools/\nfree online tools|/best-free-tools/\nai agent tools|/ai-agent-tools/",
      "output": "The report should flag likely overlap, suggest primary URLs, and recommend merge, redirect, or differentiation actions.",
      "boundary": "Not for live ranking diagnosis, private Search Console analysis, backlink scoring, or guaranteed canonical selection."
    },
    {
      "slug": "prompt-injection-scanner",
      "name": "Prompt Injection Scanner",
      "category": "Security",
      "intent": "prompt injection scanner",
      "url": "https://fasttool.app/tools/prompt-injection-scanner/",
      "input": "Paste a sample support ticket, retrieved document, or tool output that includes instructions trying to override previous rules.",
      "output": "The scanner should flag override attempts, secret-exfiltration language, tool-control language, and hidden-character risks with a risk band.",
      "boundary": "Not for full security review, malware analysis, bypassing safeguards, or approving production agent architectures by itself."
    },
    {
      "slug": "ai-hallucination-likelihood-scorer",
      "name": "AI Hallucination Likelihood Scorer",
      "category": "Developer",
      "intent": "ai hallucination likelihood scorer",
      "url": "https://fasttool.app/tools/ai-hallucination-likelihood-scorer/",
      "input": "Prompt: summarize a product launch. Answer: includes dates, named people, prices, claims, and no citations.",
      "output": "The report should show a 0-100 risk score, signal breakdown, risky claims, and what needs verification before publishing.",
      "boundary": "Not for legal fact checking, medical review, financial due diligence, plagiarism judgment, or proving whether an answer is true."
    },
    {
      "slug": "prompt-ab-tester",
      "name": "Prompt A/B Tester",
      "category": "Developer",
      "intent": "prompt a/b tester",
      "url": "https://fasttool.app/tools/prompt-ab-tester/",
      "input": "Add two to five prompt variants for the same task, including one vague prompt and one structured prompt.",
      "output": "The ranked report should show winner, score deltas, ambiguity flags, token estimate, and exact edits to improve weak variants.",
      "boundary": "Not for guaranteed model performance, benchmark publication, or replacing live evals with real expected answers."
    },
    {
      "slug": "system-prompt-optimizer",
      "name": "System Prompt Optimizer",
      "category": "Developer",
      "intent": "system prompt optimizer",
      "url": "https://fasttool.app/tools/system-prompt-optimizer/",
      "input": "Paste a long assistant system prompt with repeated rules, vague role text, and no output format.",
      "output": "The optimizer should return before/after token estimates, clarity score, missing pieces, and a cleaner prompt skeleton.",
      "boundary": "Not for bypassing safety systems, generating hidden policies, or guaranteeing model behavior in production."
    },
    {
      "slug": "agent-task-contract-studio",
      "name": "Agent Task Contract Studio",
      "category": "Productivity",
      "intent": "agent task contract studio",
      "url": "https://fasttool.app/tools/agent-task-contract-studio/",
      "input": "Goal: inspect a website and produce a publishing checklist. Constraints: no login, do not change files, cite pages checked.",
      "output": "The studio should output copyable Markdown and JSON contracts with done criteria, evidence requirements, and escalation rules.",
      "boundary": "Not for autonomous high-risk actions, bypassing account permissions, hidden monitoring, legal instructions, or medical and financial decisions."
    },
    {
      "slug": "botsitting-cost-calculator",
      "name": "Botsitting Cost Calculator",
      "category": "Productivity",
      "intent": "botsitting cost calculator",
      "url": "https://fasttool.app/tools/botsitting-cost-calculator/",
      "input": "Manual task: 45 minutes. AI draft: 8 minutes. Review: 12 minutes. Reruns: 2. Error risk: 6%. Hourly rate: 65.",
      "output": "The calculator should show net saved time, supervision cost, break-even point, risk-adjusted ROI, and whether to automate, assist, or keep manual.",
      "boundary": "Not for financial advice, guaranteed productivity claims, staffing decisions by itself, or enterprise procurement without real operational data."
    },
    {
      "slug": "context-window-budgeter",
      "name": "Context Window Budgeter",
      "category": "Developer",
      "intent": "context window budgeter",
      "url": "https://fasttool.app/tools/context-window-budgeter/",
      "input": "Model window: 128k. System: 1800 tokens. 24 turns at 900 user and 1200 assistant tokens. 12 retrieved chunks at 700 tokens.",
      "output": "The budget should show used tokens, remaining tokens, pressure level, estimated safe turns, and what to summarize or remove first.",
      "boundary": "Not for exact vendor billing, tokenizer-perfect counts, contract pricing, or regulated capacity planning."
    },
    {
      "slug": "api-rate-limit-calculator",
      "name": "API Rate Limit Calculator",
      "category": "Developer",
      "intent": "api rate limit calculator",
      "url": "https://fasttool.app/tools/api-rate-limit-calculator/",
      "input": "Limit: 1200 requests per minute. Average: 14 rps. Peak: 38 rps. Latency: 300 ms. Burst: 250 requests.",
      "output": "The result should show utilization, 429 risk, safe throughput, queue depth, and retry schedule with jitter guidance.",
      "boundary": "Not for SLA guarantees, vendor billing, distributed systems certification, or production capacity planning without logs."
    },
    {
      "slug": "llm-output-schema-extractor",
      "name": "LLM Output Schema Extractor",
      "category": "Developer",
      "intent": "llm output schema extractor",
      "url": "https://fasttool.app/tools/llm-output-schema-extractor/",
      "input": "Paste an array of three LLM JSON objects with status, priority, tags, owner, and nested metrics.",
      "output": "The tool should infer field types, required properties, enum candidates, array item schemas, and copyable JSON Schema.",
      "boundary": "Not for validating untrusted production contracts, security schema review, or replacing tests around a real API."
    },
    {
      "slug": "rag-chunk-quality-scorer",
      "name": "RAG Chunk Quality Scorer",
      "category": "AI",
      "intent": "rag chunk quality scorer",
      "url": "https://fasttool.app/tools/rag-chunk-quality-scorer/",
      "input": "Paste a product doc with headings, steps, examples, and one target query such as reset API key or export invoice PDF.",
      "output": "The report should show average chunk score, best chunk, query coverage, risky chunks, and a compact chunk table.",
      "boundary": "Not for confidential corpora on untrusted devices, legal discovery, medical records, or production RAG evaluation by itself."
    },
    {
      "slug": "embedding-similarity-explorer",
      "name": "Embedding Similarity Explorer",
      "category": "Developer",
      "intent": "embedding similarity explorer",
      "url": "https://fasttool.app/tools/embedding-similarity-explorer/",
      "input": "Paste five knowledge-base snippets separated by --- including two near duplicates and one unrelated section.",
      "output": "The matrix should show most similar pair, most distant pair, duplicate risk, and a copyable CSV similarity table.",
      "boundary": "Not for confidential corpora on untrusted devices, legal discovery, or replacing production embedding evaluation."
    }
  ],
  "high_demand_routes": [
    {
      "intent": "ai traffic reality kit for gsc analytics bots and direct traffic",
      "url": "https://fasttool.app/kits/ai-traffic-reality-kit/",
      "output": "workflow kit for separating Search Console clicks, analytics visits, direct traffic, AI crawlers, training bots, suspicious bots, and likely humans"
    },
    {
      "intent": "prompt rag quality kit for agent workflows",
      "url": "https://fasttool.app/kits/prompt-rag-quality-kit/",
      "output": "workflow kit for prompt injection, RAG chunk quality, embedding similarity, output schema, context budget, and hallucination risk checks"
    },
    {
      "intent": "check ai bot traffic before seo decisions",
      "url": "https://fasttool.app/finish/check-ai-bot-traffic-before-seo-decisions/",
      "output": "safe sample, expected output, proof checks, and traffic reality run sheet before changing SEO strategy"
    },
    {
      "intent": "verify ai agent work before accepting",
      "url": "https://fasttool.app/finish/verify-ai-agent-work-before-accepting/",
      "output": "acceptance-test verdict, missing evidence, unsupported claims, stop-rule risk, residual risk, and remediation prompt"
    },
    {
      "intent": "prepare rag chunks before indexing",
      "url": "https://fasttool.app/finish/prepare-rag-chunks-before-indexing/",
      "output": "RAG chunk quality, prompt injection, schema, context pressure, similarity, and hallucination risk proof checks"
    },
    {
      "intent": "why is gsc lower than analytics or direct traffic",
      "url": "https://fasttool.app/tools/ai-traffic-source-classifier/",
      "output": "separate Search Console clicks, likely human rows, direct or unknown visits, AI crawlers, and suspicious bots"
    },
    {
      "intent": "verify if ai agent work is actually done",
      "url": "https://fasttool.app/tools/agent-output-evaluator/",
      "output": "pass, review, or fail verdict with missing evidence, acceptance-test coverage, stop-rule risks, and remediation prompt"
    },
    {
      "intent": "is my website traffic human or bots",
      "url": "https://fasttool.app/tools/ai-traffic-source-classifier/",
      "output": "traffic-source bucket counts, likely human estimate, AI crawler separation, and next checks"
    },
    {
      "intent": "fast online tools no signup",
      "url": "https://fasttool.app/fast-tools/",
      "output": "curated route to reviewed FastTool workflows"
    },
    {
      "intent": "find the best tool for a task",
      "url": "https://fasttool.app/tool-finder/",
      "output": "recommended starting tool, expected output, checks, and caution notes"
    },
    {
      "intent": "ask a utility task and get a route",
      "url": "https://fasttool.app/answer-engine/",
      "output": "reviewed route, sample input, expected output, and proof checks"
    },
    {
      "intent": "verify a finished utility job",
      "url": "https://fasttool.app/proof-pack-builder/",
      "output": "copyable proof pack with before/after metrics and acceptance checks"
    }
  ],
  "caution": "FastTool routes are practical workflow aids. They do not guarantee search ranking, AI citations, legal compliance, medical decisions, financial advice, bot forensics, or third-party platform approval."
}
