Dev Token Estimator
by AgentTools in Onchain & crypto
Estimate how many tokens a text consumes for each major model family (GPT, Claude, Gemini, Llama, DeepSeek) using a character/word heuristic that is within ~10% of real BPE tokenizers — enough for context budgeting and cost math, with zero dependencies. Use this when an agent needs to approximate token counts per LLM family, ±10%.
GET https://agentstoolshub.com/api/v1/dev/token-estimator
Last 30 days
Status and outage history · Atom feed
- Uptime
- 100%
- Response time
- 175 ms typical, 217 ms slowest 5%
- Last check
- 4 h ago
- Next check
- any minute now
How to call it
GET https://agentstoolshub.com/api/v1/dev/token-estimator
Each call costs $0.002 in USDC on Base, paid with the request over x402.
Run a free test callOne unpaid request, the way an agent sends it. You see the payment challenge it gets back. Nothing is charged.
Example request
From the listing.
GET https://agentstoolshub.com/api/v1/dev/token-estimator?text=The+quick+brown+fox+jumps+over+the+lazy+dog.+Pack+my+box+with+five+dozen+liquor+jugs.Parameters
| Parameter | Type | Required | Description |
|---|---|---|---|
text | string | Yes | Text |
Example response
The provider's example. We can't check it without paying.
Example response, 59 lines
{
"result": {
"answer": "23 tokens (GPT family)",
"answerLabel": "85 chars · ±10% estimate",
"details": [
{
"label": "Characters",
"value": "85"
},
{
"label": "Words",
"value": "17"
},
{
"label": "CJK characters",
"value": "0"
},
{
"label": "Method",
"value": "heuristic (chars/word mix, CJK-aware)"
}
],
"steps": [
"CJK characters count ≈ 1.1 tokens each",
"Other scripts ≈ 3.7 chars/token, blended with words × 1.32",
"Model multipliers applied: 1, 1.06, 1.12, 1.18, 1.1"
],
"table": {
"columns": [
"Model family",
"Est. tokens"
],
"rows": [
[
"gpt-4o / gpt-4.1 / gpt-5 (o200k)",
23
],
[
"claude (Opus / Sonnet / Haiku)",
25
],
[
"gemini 2.5 / 3",
26
],
[
"llama 4 / mistral",
28
],
[
"deepseek v3",
26
]
]
},
"value": 23
},
"tool": "token-estimator"
}Call it from code
The curl command shows the payment challenge. The JavaScript and Python versions pay and call, and never pay more than $0.002.
curl: see the payment challenge
# bash or zsh: see the payment challenge. Nothing is charged.
curl -sS -g -i 'https://agentstoolshub.com/api/v1/dev/token-estimator?text=The+quick+brown+fox+jumps+over+the+lazy+dog.+Pack+my+box+with+five+dozen+liquor+jugs.'
# x402 v2 sends the challenge base64-encoded in the PAYMENT-REQUIRED header (v1 sends it in the body).
# To read the header:
curl -sS -g -o /dev/null -D - 'https://agentstoolshub.com/api/v1/dev/token-estimator?text=The+quick+brown+fox+jumps+over+the+lazy+dog.+Pack+my+box+with+five+dozen+liquor+jugs.' \
| grep -i '^payment-required:' | cut -d' ' -f2 | tr -d '\r' | base64 --decodeJavaScript: pay and call
// npm i @x402/fetch @x402/evm viem
import { wrapFetchWithPayment, x402Client } from "@x402/fetch";
import { registerExactEvmScheme } from "@x402/evm/exact/client";
import { privateKeyToAccount } from "viem/accounts";
// Pays at most $0.002 per call.
const client = new x402Client().setSpendControls({ maxAmountPerPayment: "$0.002" });
registerExactEvmScheme(client, { signer: privateKeyToAccount(process.env.EVM_PRIVATE_KEY) });
const pay = wrapFetchWithPayment(fetch, client);
// Not sure it's safe to pay? ToolVet checks it first for $0.005. Pay for that from a separate
// client: this one is capped at $0.002 per payment. GET https://toolvet.app/api/v1/check?url=https%3A%2F%2Fagentstoolshub.com%2Fapi%2Fv1%2Fdev%2Ftoken-estimator
const res = await pay("https://agentstoolshub.com/api/v1/dev/token-estimator?text=The+quick+brown+fox+jumps+over+the+lazy+dog.+Pack+my+box+with+five+dozen+liquor+jugs.");
console.log(res.status, await res.text());Python: pay and call
# pip install "x402[requests,evm]"
import os
from eth_account import Account
from x402 import x402ClientSync
from x402.http.clients import x402_requests
from x402.mechanisms.evm import EthAccountSigner
from x402.mechanisms.evm.exact.register import register_exact_evm_client
# Pays at most $0.002 per call.
client = x402ClientSync().set_spend_controls({"max_amount_per_payment": "$0.002"})
register_exact_evm_client(client, EthAccountSigner(Account.from_key(os.environ["EVM_PRIVATE_KEY"])))
with x402_requests(client) as session:
res = session.get("https://agentstoolshub.com/api/v1/dev/token-estimator?text=The+quick+brown+fox+jumps+over+the+lazy+dog.+Pack+my+box+with+five+dozen+liquor+jugs.")
print(res.status_code, res.text)Security scan
- No findings. We scan names, descriptions and tool definitions for hidden instructions and other prompt-injection patterns.
Recent checks
| When | Result | HTTP | Time | Price |
|---|---|---|---|---|
| 4 h ago | Passed | 402 | 204 ms | $0.002 |
| 8 h ago | Passed | 402 | 187 ms | $0.002 |
| 12 h ago | Passed | 402 | 133 ms | $0.002 |
| 16 h ago | Passed | 402 | 130 ms | $0.002 |
| 20 h ago | Passed | 402 | 217 ms | $0.002 |
| 23 h ago | Passed | 402 | 237 ms | $0.002 |
| 27 h ago | Passed | 402 | 151 ms | $0.002 |
| 31 h ago | Passed | 402 | 155 ms | $0.002 |
| 34 h ago | Passed | 402 | 196 ms | $0.002 |
| 38 h ago | Passed | 402 | 186 ms | $0.002 |
| 41 h ago | Passed | 402 | 213 ms | $0.002 |
| 45 h ago | Passed | 402 | 146 ms | $0.002 |
| 2 days ago | Passed | 402 | 152 ms | $0.002 |
| 2 days ago | Passed | 402 | 214 ms | $0.002 |
| 2 days ago | Passed | 402 | 175 ms | $0.002 |