AgentReady
Compress prompts and reduce LLM API costs while preserving answers
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- 2024
AgentReady reduces input and output tokens for LLM API calls through compression and concise output formatting, cutting AI costs without losing essential
About AgentReady
AgentReady is an API service that sits between your application and language model providers like OpenAI, Anthropic, and Google Gemini. It compresses prompts by removing greetings, hedges, filler and boilerplate while preserving code, numbers and facts. It also formats model outputs tersely to reduce output tokens. Available as an MCP server for Claude and Cursor, a gateway for OpenAI and Anthropic SDKs, or a REST API, AgentReady claims to reduce monthly LLM bills by up to 42% during its open beta.
- llm-cost
- token-compression
- mcp-server
- api optimization
- cost reduction
- prompt compression
Features worth knowing
- Compress long prompts, logs and documents by removing filler while preserving code, numbers and facts
- Convert web pages to clean Markdown instead of raw HTML
- Shrink JSON responses into TOON format with headers and CSV-like rows
- Available as MCP server for Claude, Cursor, Windsurf and VS Code
- Gateway integration for OpenAI and Anthropic SDKs
- REST API for direct integration
- Self-hosted or hosted gateway options
- Dashboard showing token and cost savings
- Works with any chat model including local models
- Output modes to control answer verbosity: lite, caveman and ultra
Pricing
Pricing model: Free
Open beta: $0/month with unlimited API calls, all features, and no credit card required. After beta: a generous free tier and simple usage plans with early users keeping their perks.
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AgentReady metrics
| Metric | Value |
|---|---|
| Domain Rating | 2 no change since last check |
| Trust Flow | 3 no change since last check |
| Citation Flow | 27 no change since last check |
| Referring domains | 58 no change since last check |
| External backlinks | 437 no change since last check |
Ahrefs Domain Rating scanned 13 Nov 2026, updated 13 Nov 2026. Main topic: Computers/Internet/On the Web (3). Majestic scanned 13 Nov 2026, updated 13 Nov 2026. Link stats via Majestic. Trust Flow, Citation Flow and Topical Trust Flow are trademarks of Majestic-12 Ltd.
AgentReady domain facts
Reveal the domain facts
| Domain age | 8 months |
|---|---|
| Registered | |
| Expires | |
| Registrar | Tucows Domains Inc. |
| DNSSEC | Not signed |
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FAQ
- Won't shorter answers be worse answers?
- The output rule removes style like greetings, recaps and filler, not content. Facts, steps, code and numbers are explicitly kept. If end users need polished prose, you can use the lite output mode or disable output compression.
- Does AgentReady see my OpenAI or Anthropic key?
- No. You call the compress endpoint, get messages back, and call your model yourself with your own key. AgentReady never proxies your LLM traffic.
- Do you store my prompts?
- The compress API records token counts for your dashboard, not message text. The playground stores nothing. Dashboard playground runs keep a short snippet in your own history so you can review them.
- How much latency does it add?
- The rule-based engine takes milliseconds plus one network round-trip. Shorter answers also finish streaming sooner, so end-to-end latency often goes down.
- Does streaming and tool calling still work?
- Yes. Squeezing happens before your LLM call and only touches text content, so streaming, tools, function calling and images pass through unchanged.
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