Token Enhancer is a hosted proxy that strips ads, navigation, and scripts from web pages before they reach your agent's context window. One API call. No infrastructure to run.
Raw benchmarks
Token counts use cl100k_base encoding. Pages fetched and processed by the proxy without modification.
| Source | Before | After | Reduction |
|---|---|---|---|
| Yahoo Finance (AAPL) | 704,760 | 2,625 | 99.6% |
| Wikipedia article | 154,440 | 19,479 | 87.4% |
| Hacker News | 8,662 | 859 | 90.1% |
Architecture
Removes script tags, style blocks, navigation, ads, tracking pixels, and boilerplate. Returns only the content your model needs to reason about.
No server to run, no Docker container to maintain. Send a URL, get back clean text. Your API key is provisioned instantly after checkout.
Every request is logged with tokens saved. See exactly how much noise you're cutting and how much money you're saving, per request.
Compliance requirements? The open-source version runs entirely on your infrastructure. Nothing touches a third-party server. MIT licensed.
Comparison
Different tools serve different needs. Firecrawl and Jina offer JS rendering and anti-bot capabilities. Token Enhancer is built for one job: strip HTML noise as cheaply as possible before it hits your token bill.
| Token Enhancer | Firecrawl | Jina Reader | |
|---|---|---|---|
| Pricing | $49–$149/mo flat | Credits, then paid | Free tier, then paid |
| Setup | API key, no infra | API key, no infra | API key, no infra |
| HTML reduction | 87–99% | Comparable | Comparable |
| MCP support | Yes | Yes | Yes |
| Self-hosted option | Yes, MIT licensed | No | No |
| JS rendering | Roadmap | Yes | Yes |
| Cost per request | Flat monthly | Per-credit | Per-request above free |
Background
I loaded $20 of API credit and started building an agent with OpenClaw. The balance was gone in two hours. When I checked the logs, every web fetch was dumping hundreds of thousands of tokens of raw HTML into context — navigation, ad scripts, tracking pixels, none of it useful for reasoning.
I wrote a proxy to strip it out. The problem turned out to be common enough that it made sense to offer it as a hosted service. If you'd rather run it yourself, the open-source version is on GitHub under MIT.
Pricing
Pay once a month. No per-request charges, no credit packs to buy. Your API key is emailed to you instantly after checkout.
For teams running one or two agents with moderate web fetch volume.
Stripe Checkout → API key emailed instantly
For teams running multiple agents or high-frequency financial data pipelines.
Stripe Checkout → API key emailed instantly
Need higher volume or a private deployment? Get in touch.
Self-hosted
MIT licensed. Python 3.10+. No external accounts or API keys required. Docker image published on ghcr.io.