{"slug": "tokoscope-automatic-llm-token-compression-and-cost-monitoring-in-2-lines", "title": "Tokoscope – Automatic LLM token compression and cost monitoring in 2 lines", "summary": "Tokoscope launches a developer tool that automatically compresses LLM prompts and monitors token costs with a two-line SDK integration. The tool audits prompts for bloat, caches semantically similar requests, and rewrites verbose prompts to reduce API spending while providing cost breakdowns by feature or user. It works with OpenAI, Anthropic, Gemini, Mistral, and any OpenAI-compatible endpoint.", "body_md": "Tokoscope audits, compresses, and monitors your LLM token usage so you ship leaner prompts and smaller bills.\n\nDrop in one SDK line. Tokoscope sits in the middle, tracks every call, and shows you exactly where money is leaking.\n\nScans your system prompts and inputs for bloat — repeated instructions, redundant context, unnecessary preamble — and scores each one.\n\nDetects semantically similar requests and serves cached responses. Near-identical prompts stop hitting the API twice.\n\nRewrites verbose prompts to their minimum effective form without changing intent. Ships leaner, costs less, still works.\n\nBreak down spend by feature, endpoint, user, or team. Know which part of your product is burning the most — and why.\n\nSet spend thresholds per workspace or per key. Get notified before costs spike, not after the invoice lands.\n\nWorks with OpenAI, Anthropic, Gemini, Mistral, and any OpenAI-compatible endpoint. One integration, full visibility.\n\nWrap your existing client. No infrastructure changes. Works in Node, Python, or any HTTP stack.\n\n``` python\n// Before\nimport OpenAI from 'openai';\nconst client = new OpenAI();\n\n// After — that's it\nimport { wrap } from 'tokoscope';\nconst client = wrap(\n  new OpenAI(),\n  { apiKey: 'ts_live_...' }\n);\n\n// All your existing calls, unchanged.\n// Tokoscope handles the rest.\nconst res = await client.chat\n  .completions.create({\n    model: 'gpt-4o',\n    messages: [...]\n  });\n```\n\nTokoscope pays for itself. If it doesn't cut your LLM bill, cancel anytime.\n\nJoin the waitlist. Early access ships this quarter.", "url": "https://wpnews.pro/news/tokoscope-automatic-llm-token-compression-and-cost-monitoring-in-2-lines", "canonical_source": "https://tokoscope.com", "published_at": "2026-06-21 12:25:18+00:00", "updated_at": "2026-06-21 12:37:29.451873+00:00", "lang": "en", "topics": ["large-language-models", "developer-tools", "ai-tools", "ai-infrastructure", "ai-products"], "entities": ["Tokoscope", "OpenAI", "Anthropic", "Gemini", "Mistral"], "alternates": {"html": "https://wpnews.pro/news/tokoscope-automatic-llm-token-compression-and-cost-monitoring-in-2-lines", "markdown": "https://wpnews.pro/news/tokoscope-automatic-llm-token-compression-and-cost-monitoring-in-2-lines.md", "text": "https://wpnews.pro/news/tokoscope-automatic-llm-token-compression-and-cost-monitoring-in-2-lines.txt", "jsonld": "https://wpnews.pro/news/tokoscope-automatic-llm-token-compression-and-cost-monitoring-in-2-lines.jsonld"}}