AI AGENT TOOLS

AI Agent Tools for Search, Bots, Prompts, RAG, and Real Traffic

FastTool now gives humans and AI agents a clean route into the AI-era utility stack: classify traffic, decide crawler policy, improve answer-engine pages, test prompts, check RAG chunks, and make agent work verifiable.

Classify traffic Audit a page Open Agent Routes JSON Traffic Reality Kit Prompt/RAG Kit

AI-ERA WORKFLOW KITS

Start with the finished workflow

Traffic

AI Traffic Reality Kit

Explain why GSC is low, analytics is higher, direct traffic is ambiguous, and AI crawlers should not be counted as humans.

Prompt/RAG

Prompt and RAG Quality Kit

Check prompt injection, weak retrieval chunks, schema gaps, context pressure, duplicate chunks, and hallucination risk before trusting an agent workflow.

TRAFFIC AND CRAWL REALITY

Traffic and crawl reality

SEO

AI Traffic Source Classifier

Paste logs, referrers, user agents, or analytics rows to separate likely human visits, direct traffic, search referrals, AI crawlers, training bots, and suspicious bots.

SEO

AI Crawler Policy Builder

Build a practical robots.txt policy for AI search bots, user-triggered agents, training crawlers, and answer-engine visibility without blocking the wrong crawler.

SEO

AI Agent Page Auditor

Audit whether a page is easy for browser agents, ChatGPT Search, Perplexity, Copilot, and answer engines to understand, cite, and route.

SEO

AI Overview Visibility Scorer

Score whether a page is likely to be useful for AI Overview style answers using answer clarity, entity coverage, structure, sourceability, and freshness.

ANSWER ENGINE AND GOOGLE SEARCH

Answer engine and Google search

SEO

Query Fan-Out Simulator

Turn one search query into the related sub-questions, page blocks, and internal links an answer engine may need before it can trust a result.

SEO

AI Citation Readiness Checker

Check whether a page gives AI answer engines enough clear, sourceable, non-commodity information to quote or cite responsibly.

SEO

LLM-Ready Content Scorer

Check if content is easy for LLMs to quote, summarize, retrieve, and use safely. Score chunkability, fact density, answerability, structure, and trust signals.

SEO

E-E-A-T Audit Scorecard

Audit visible page copy for experience, expertise, authority, and trust signals with weighted scoring, YMYL sensitivity, and fix priorities.

SEO

Schema Visual Builder

Build JSON-LD for Article, WebPage, SoftwareApplication, Product, FAQPage, Event, LocalBusiness, VideoObject, Recipe, and BreadcrumbList.

SEO

SERP Pixel Ruler

Preview Google-style title and meta description truncation by pixel width instead of guessing from character counts.

SEO

Internal Link Graph Builder

Paste sitemap or edge-list data to find internal-link hubs, orphan risks, crawl paths, and weak clusters before publishing.

SEO

Keyword Cannibalization Detector

Compare page titles, intents, and target keywords to spot when multiple pages compete for the same search demand.

PROMPT, RAG, AND OUTPUT QUALITY

Prompt, RAG, and output quality

Security

Prompt Injection Scanner

Scan pasted prompts, RAG snippets, tool outputs, or user messages for prompt-injection risk patterns and get a safer handling checklist.

Developer

AI Hallucination Likelihood Scorer

Score an LLM answer for hallucination risk using entity density, citation gaps, temporal claims, hedging, contradiction hints, and unsupported specifics.

Developer

Prompt A/B Tester

Compare prompt variants by clarity, constraints, output format, ambiguity, examples, token cost, and instruction-following likelihood.

Developer

System Prompt Optimizer

Tighten a system prompt by detecting redundancy, missing role, missing output contract, unsafe boundaries, and weak instruction hierarchy.

Developer

LLM Output Schema Extractor

Paste JSON or JSON-like LLM output and infer a Draft 2020-12 JSON Schema with nested objects, arrays, enums, required fields, and confidence notes.

RAG Chunk Quality Scorer

Score RAG chunks for retrieval quality. Check size, query coverage, headings, entity preservation, ambiguity, and overlap before indexing.

Developer

Embedding Similarity Explorer

Compare text snippets with a deterministic TF-IDF cosine matrix, surface near-duplicates, and explain which terms drive similarity.

AGENT OPERATIONS AND COST

Agent operations and cost

Productivity

Built for agents without hiding the human task

Every promoted tool has a visible sample input, expected output, review evidence, and not-for boundary.
AI agents can route through agent-routes.json, search-intent-map.json, and llms.txt.
The traffic classifier explains why Search Console clicks can be much lower than total visits.
The kit improves clarity and crawlability, but it does not promise rankings, citations, or platform approval.