"KLM" matching MCP tools:

• read_url

  agent-web — URL to LLM-ready markdown: a polite, robots-respecting web page reader (free)

  Fetch one publicly reachable URL and return clean, LLM-ready markdown (title + page description + word count + markdown). HTML pages are extracted to markdown — including HTML tables, which become GitHub-flavored Markdown tables; URLs pointing straight at a Markdown or plain-text document (raw READMEs, llms.txt, docs) are passed through verbatim. Polite by design: honors the origin's robots.txt for our user-agent, identifies honestly, read-only GET, never bypasses anti-bot/CAPTCHA/paywalls. Free. JavaScript-rendered pages are not supported yet.

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• read_url_preview

  agent-web — URL to LLM-ready markdown: a polite, robots-respecting web page reader (free)

  Like read_url but returns only the page description + the first ~600 characters of the markdown (title + word count + a truncation flag) — a cheap way to check a page's relevance before pulling the full text. Free.

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• chat_completion

  LMX Cloud LLM Inference

  Call LMX Cloud OpenAI-compatible chat completions. Prefers a pre-funded API key (Bearer / api_key); when omitted and x402 is enabled, requires a USDC pay-per-call payment. Optional image_url / images enable vision input (OpenAI content-parts format) — use a vision model such as llama-3.2-90b-vision, qwen-3.6-35b, or qwen-3.5-35b.

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• render_screenshot

  agent-web — URL to LLM-ready markdown: a polite, robots-respecting web page reader (free)

  PAID (x402): returns x402 payment instructions for a PNG screenshot of a publicly reachable URL, rendered via a real, robots-respecting headless browser. Use render_preview (free) first. Currently soft-skips 503 until Cloudflare Browser Rendering is provisioned.

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• signal-latest

  Zhiji LLM Router — Signal Gateway

  Complete signal payload including phase_signal + ji_sensing + indices. Single-call convenience endpoint.

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• search_models

  LLM Hosting Pricing

  Search LLM models by name. Returns matching models with provider count and the cheapest input/output price per 1M tokens.

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• get_model_prices

  LLM Hosting Pricing

  All provider prices for one LLM model: input/output/cache price per 1M tokens and context window per provider, cheapest first.

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• compare_models

  The Aggregate — LLM benchmark aggregate

  Head-to-head between 2-4 models: aggregate ranks, Elo gap with a significance note based on the standard errors, and notable benchmarks they share.

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• about_the_aggregate

  The Aggregate — LLM benchmark aggregate

  What this data is: how the IRT fusion works, current coverage counts, update cadence, and how to cite it.

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• llm

  x402-farm

  Cheap LLM inference pay-per-call, no account, no API key: prompt in, completion out (DeepSeek v4, up to 2000 output tokens). Among the lowest $/call on x402. Body: {prompt, system?, max_tokens?} — $0.002/call, paid per request via x402 (USDC).

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• search_models

  The Aggregate — LLM benchmark aggregate

  Find ranked models by (partial) name or provider. Returns rank, Elo and the model page URL.

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• get_benchmark

  The Aggregate — LLM benchmark aggregate

  One benchmark in depth: what it measures, the original source leaderboard URL, IRT stats (difficulty, noise, model coverage), skill weights, and the current top models on it.

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• get_ai_api_latency

  llm-latency-tracker

  Measured latency (TTFB p50/p95) and uptime rankings of AI inference API providers by region, from llmlatency.dev.

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• get_offerings

  LLM SEO MCP — Elephant Accountability

  Returns Elephant Accountability's service tiers, pricing, delivery SLAs, and checkout / booking URLs. Optionally personalized to the asking buyer's company size or urgency.

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• check_provider_status

  LLM Provider Intelligence

  Check operational status and recent latency for one or all LLM providers.

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• get_leaderboard

  The Aggregate — LLM benchmark aggregate

  Top of the cross-benchmark aggregate ranking: every model placed on one Elo scale by an IRT model fit over ~5,000 public benchmark leaderboards. Supports paging via limit/offset.

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• get_pricing

  LMX Cloud LLM Inference

  Fetch current LMX Cloud per-call pricing catalog.

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• web_search

  LMX Cloud LLM Inference

  Real-time web search via LMX (Brave Search passthrough). Fixed per-call USDC price from the caller's API key balance. Returns title/url/snippet results.

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• hallucination_scorer

  llm-output-quality-monitor

  Pattern-based heuristic risk scoring for LLM responses (0-100). Detects linguistic signals such as contradictory assertions, unsourced claims, and uncertainty markers. Not a semantic hallucination detector.

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• get_transparency_snapshot

  LLM SEO MCP — Elephant Accountability

  Returns Elephant Accountability's most recent weekly LLM visibility measurement covering ChatGPT, Claude, Perplexity, Gemini, and Grok. The receipt we publish to keep our own claims honest.

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