---
title: "Uncensored LLM API: Routes, Formats, Per-Token Billing"
canonical: https://pentestllm.ai/uncensored-llm-api
generated: 2026-11-12T07:12:39.827Z
source: https://pentestllm.ai/uncensored-llm-api
base_url: https://api.pentestllm.ai/v1
---

![Rows of server cabinets in a data centre](https://pentestllm.ai/img/datacenter.webp)

## Three values move an existing client

If your code already calls a hosted model, it needs three changes: the base URL, the key and the model id. Nothing else about the request has to change, because the API speaks the wire formats the common SDKs already send. The response’s `model` field names the build that answered.

python

```
from openai import OpenAI

client = OpenAI(base_url="https://api.pentestllm.ai/v1", api_key="sk-ptl-live-…")
reply = client.chat.completions.create(
    model="auto/security",
    messages=[{"role": "user", "content": "Map these findings to CWE ids for the report."}],
)
print(reply.model, reply.choices[0].message.content)
```

## Routes and wire formats

- Chat completions: `POST https://api.pentestllm.ai/v1/chat/completions`. The OpenAI chat format, which most agents and SDKs send.
- Responses: `POST https://api.pentestllm.ai/v1/responses`. The OpenAI Responses format, for clients built on it.
- Completions: `POST https://api.pentestllm.ai/v1/completions`. The older prompt-in, text-out format, for tools that still use it.
- Messages: `POST https://api.pentestllm.ai/v1/messages`. The Anthropic format, for the Anthropic SDK and Claude Code.

Every listed build answers on each of these routes, so the choice of format belongs to your client, not to the model. The key goes in the `Authorization` header as a bearer token, or in `x-api-key` for Anthropic-format clients. Streaming uses the usual `stream` flag.

## What differs from build to build

- Tool calls: Supported on some builds. An agent that edits files or runs commands needs one of these.
- Structured output: Builds that take `response_format` return JSON matching a schema you send, which suits pipelines.
- Reasoning: Some builds expose a reasoning mode for multi-step analysis.
- Image input: Some builds read images, such as a screenshot attached to a finding. The rest are text only.
- Context window: Published per build on the [models page](https://pentestllm.ai/models). The largest security build takes 1M tokens.

The routes are uniform and the builds are not. Each build publishes the request parameters it supports, and a client should read them instead of assuming. Sending tools to a build that does not take them is the most common integration mistake.

## Billing to the token

Each build has an input price and an output price per million tokens, and a request is charged for the tokens it used at the price of the build that answered. The balance is prepaid by card from $10. There is no subscription, no seat licence and no minimum monthly spend, and a request that would overdraw the balance is refused, not billed.

A non-streamed answer returns its settled charge in the `x-uplink-charge` header, so a script can log the cost of every call beside its result. Every answer also carries `x-uplink-request-id`, which is the value to quote if you write to support. The [pricing page](https://pentestllm.ai/pricing) has the same figures as the table below.

## Rate limits and retries

Each key has a request rate limit, and it is lower during an account’s first day. Past the limit the API answers 429 with a `retry-after` header, so a batch job should wait and retry instead of failing the run. The [docs](https://pentestllm.ai/docs) list the other error codes and show a streamed request.

## Who may call it

The API is for lawful security work: penetration testers, red teams, bug bounty hunters, CTF players and the people who build tools for them. You must own the systems you test or hold written permission, and that covers requests your own users or agents send through something you build on the API. Uncensored describes how often the models decline. It does not change the [acceptable use policy](https://pentestllm.ai/acceptable-use).

For the router’s tiers and the tools the API runs on its side, see the [cybersecurity LLM API](https://pentestllm.ai/cybersecurity-llm-api) page. For the builds themselves, see [uncensored LLMs](https://pentestllm.ai/uncensored-llm).

## 73 uncensored and abliterated builds, priced per token

Read from the live catalog on 2026-11-12. Prices are US dollars per million tokens, paid from a prepaid balance that starts at $10. The id `auto/security` has no price of its own: each request is billed at the build that answered.

| Build | Input | Output | Context |
| --- | --- | --- | --- |
| [GLM-5.3 Flash Uncensored](https://pentestllm.ai/models/glm-5.3-flash-uncensored) | $0.1053 | $0.3685 | not published |
| [GLM-5.3 Uncensored](https://pentestllm.ai/models/glm-5.3-uncensored) | $0.282 | $0.846 | not published |
| [GLM-4.7 Flash Heretic](https://pentestllm.ai/models/glm-4.7-flash-heretic) | $0.336 | $1.92 | 131,072 |
| [GLM-5.3 Flash Abliterated](https://pentestllm.ai/models/glm-5.3-flash-abliterated) | $0.4656 | $1.94 | not published |
| [Deepseek V4.1 Flash Uncensored](https://pentestllm.ai/models/deepseek-v4.1-flash-uncensored) | $0.5412 | $2.5882 | 1,000,000 |
| [Qwen3.8 27B Obliterated](https://pentestllm.ai/models/qwen3.8-27b-obliterated) | $0.582 | $7.27 | 524,288 |
| [Gemma 4 26B-A4B Uncensored](https://pentestllm.ai/models/gemma-4-26b-a4b-uncensored) | $0.60 | $2.80 | 32,768 |
| [Apex Flash 1 Abliterated](https://pentestllm.ai/models/apex-flash-1-abliterated) | $0.68 | $2.32 | 262,144 |
| [DeepSeek V4.1 Flash 1017 Abliterated](https://pentestllm.ai/models/deepseek-v4.1-flash-1017-abliterated) | $0.75 | $3.125 | 1,000,000 |
| [SuperGemma 4 26B Uncensored](https://pentestllm.ai/models/supergemma4-26b-uncensored) | $0.78 | $2.40 | 256,000 |
| [GLM-5.3 Flash Apex Abliterated](https://pentestllm.ai/models/glm-5.3-flash-apex-abliterated) | $0.80 | $3.20 | 1,048,576 |
| [DeepSeek V4.1 Flash 0910 Uncensored](https://pentestllm.ai/models/deepseek-v4.1-flash-0910-uncensored) | $0.825 | $3.30 | 524,288 |
| [DeepSeek V4.1 Flash 0910 Uncensored Thinking](https://pentestllm.ai/models/deepseek-v4.1-flash-0910-uncensored-thinking) | $0.825 | $3.30 | 524,288 |
| [DeepSeek V4.1 Flash 1017 Uncensored](https://pentestllm.ai/models/deepseek-v4.1-flash-1017-uncensored) | $0.825 | $3.30 | 1,048,576 |
| [DeepSeek V4.1 Flash 1017 Uncensored Thinking](https://pentestllm.ai/models/deepseek-v4.1-flash-1017-uncensored-thinking) | $0.825 | $3.30 | 1,048,576 |
| [DeepSeek V4.1 Flash Uncensored Thinking](https://pentestllm.ai/models/deepseek-v4.1-flash-uncensored-thinking) | $0.825 | $3.30 | 1,048,576 |
| [DeepSeek V4.1 Flash 1017 Heretic](https://pentestllm.ai/models/deepseek-v4.1-flash-1017-heretic-uncensored) | $0.825 | $3.30 | 512,000 |
| [DeepSeek V4.1 Flash 1017 Heretic Thinking](https://pentestllm.ai/models/deepseek-v4.1-flash-1017-heretic-uncensored-thinking) | $0.825 | $3.30 | 512,000 |
| [DeepSeek V4.1 Flash Abliterated](https://pentestllm.ai/models/deepseek-v4.1-flash-abliterated) | $0.8488 | $1.6975 | not published |
| [Uncensored Coding Agent](https://pentestllm.ai/models/uncensored-coding-agent) | $0.90 | $3.00 | 1,048,576 |
| [DeepSeek V4 Pro Uncensored](https://pentestllm.ai/models/deepseek-v4-pro-uncensored) | $0.97 | $1.94 | not published |
| [DeepSeek V4 Pro Abliterated](https://pentestllm.ai/models/deepseek-v4-pro-abliterated) | $1.00 | $4.00 | 1,000,000 |
| [Qwen3.8 Max Uncensored](https://pentestllm.ai/models/qwen3.8-max-uncensored) | $1.00 | $3.00 | 991,000 |
| [Qwen3.8 27B Abliterated](https://pentestllm.ai/models/qwen3.8-27b-abliterated) | $1.0037 | $4.5326 | 262,000 |
| [Qwen3.5 27B Blossom V6.4 Derestricted](https://pentestllm.ai/models/qwen3.5-27b-blossom-v6.4-derestricted) | $1.071 | $1.071 | 262,144 |
| [Qwen3.5 27B BlueStar v3 Derestricted](https://pentestllm.ai/models/qwen3.5-27b-bluestar-v3-derestricted) | $1.071 | $1.071 | 262,144 |
| [Qwen3.5 27B Claude 4.6 Opus Reasoning Distilled Derestricted](https://pentestllm.ai/models/qwen3.5-27b-claude-4.6-opus-distilled-derestricted) | $1.071 | $1.071 | 262,144 |
| [Qwen3.5 27B Claude 4.6 Opus Reasoning Distilled Derestricted Lite](https://pentestllm.ai/models/qwen3.5-27b-claude-4.6-opus-distilled-derestricted-lite) | $1.071 | $1.071 | 262,144 |
| [Qwen3.5 27B Queen Derestricted](https://pentestllm.ai/models/qwen3.5-27b-queen-derestricted) | $1.071 | $1.071 | 262,144 |
| [DeepSeek V4 Pro Qwen3.5 9B Uncensored Heretic](https://pentestllm.ai/models/deepseek-v4-pro-qwen3.5-9b-uncensored-heretic) | $1.12 | $1.12 | 32,768 |
| [Nemotron 3 Ultra 550B Uncensored](https://pentestllm.ai/models/nemotron-3-ultra-550b-a55b-uncensored) | $1.125 | $6.60 | 262,144 |
| [Kimi K2.6 Uncensored](https://pentestllm.ai/models/kimi-k2.6-uncensored) | $1.17 | $7.34 | 262,144 |
| [Kimi K3.1 Pro Uncensored](https://pentestllm.ai/models/kimi-k3.1-pro-uncensored) | $1.20 | $6.00 | 1,048,576 |
| [Qwen3.8 27B Uncensored](https://pentestllm.ai/models/qwen3.8-27b-uncensored) | $1.2125 | $3.6375 | 32,768 |
| [MiMo V2.6 Flash Uncensored Thinking](https://pentestllm.ai/models/mimo-v2.6-flash-uncensored-thinking) | $1.25 | $3.75 | 1,048,576 |
| [GLM-4.6 Derestricted v5](https://pentestllm.ai/models/glm-4.6-derestricted-v5) | $1.40 | $5.25 | 131,072 |
| [Gemma 31B Heretic Uncensored](https://pentestllm.ai/models/gemma-31b-heretic-uncensored) | $1.50 | $8.25 | not published |
| [MiMo V2.6 Pro Uncensored](https://pentestllm.ai/models/mimo-v2.6-pro-uncensored) | $1.5225 | $3.045 | 1,048,576 |
| [DeepSeek V4.1 Flash Abliterated Fast](https://pentestllm.ai/models/deepseek-v4.1-flash-abliterated-fast) | $1.75 | $3.50 | 1,000,000 |
| [Qwen 2.5 32B Abliterated](https://pentestllm.ai/models/qwen2.5-32b-abliterated) | $1.75 | $1.75 | 32,768 |
| [NeuralDaredevil 8B Abliterated](https://pentestllm.ai/models/neuraldaredevil-8b-abliterated) | $1.76 | $1.76 | 8,192 |
| [MiMo V2.6 Flash Abliterated](https://pentestllm.ai/models/mimo-v2.6-flash-abliterated) | $2.00 | $6.00 | 1,048,576 |
| [MiMo V2.6 Flash Uncensored](https://pentestllm.ai/models/mimo-v2.6-flash-uncensored) | $2.00 | $6.00 | 1,048,576 |
| [Inkling Uncensored](https://pentestllm.ai/models/inkling-uncensored) | $2.13 | $12.1403 | 262,144 |
| [GLM-5.3 Abliterated](https://pentestllm.ai/models/glm-5.3-abliterated) | $2.1825 | $4.365 | not published |
| [Gemma 4 31B Uncensored](https://pentestllm.ai/models/gemma-4-31b-uncensored) | $2.304 | $6.912 | 32,768 |
| [Abliterated Large Flash](https://pentestllm.ai/models/abliterated-model-large-flash) | $2.50 | $5.00 | 1,048,576 |
| [Abliterated Model](https://pentestllm.ai/models/abliterated-model) | $2.50 | $7.50 | 262,144 |
| [Qwen 3.8 27B Uncensored Fast](https://pentestllm.ai/models/qwen3.8-27b-uncensored-fast) | $2.50 | $7.50 | 524,288 |
| [Qwen 3.8 27B Uncensored Thinking](https://pentestllm.ai/models/qwen3.8-27b-uncensored-thinking) | $2.50 | $7.50 | 1,048,576 |
| [DeepSeek R1 Distill Llama 70B Abliterated](https://pentestllm.ai/models/deepseek-r1-distill-llama-70b-abliterated) | $2.80 | $2.80 | 16,384 |
| [Llama 3 70B Abliterated v3.5](https://pentestllm.ai/models/llama-3-70b-abliterated) | $2.80 | $2.80 | 8,192 |
| [Llama 3.3 70B Abliterated](https://pentestllm.ai/models/llama-3.3-70b-abliterated) | $2.80 | $2.80 | 32,768 |
| [DeepSeek R1 Distill Qwen 32B Abliterated](https://pentestllm.ai/models/deepseek-r1-distill-qwen-32b-abliterated) | $5.60 | $5.60 | 16,384 |
| [Kimi K3 Uncensored](https://pentestllm.ai/models/kimi-k3-uncensored) | $5.745 | $28.68 | 262,144 |
| [Uncensored AI Assistant](https://pentestllm.ai/models/uncensored-ai-assistant) | $5.85 | $7.80 | 196,608 |
| [Uncensored Chatbot](https://pentestllm.ai/models/uncensored-chatbot) | $5.85 | $7.80 | 196,608 |
| [GLM-5.3 Flash Code Uncensored](https://pentestllm.ai/models/glm-5.3-flash-code-uncensored) | $6.00 | $6.00 | not published |
| [Abliterated Model Large](https://pentestllm.ai/models/abliterated-model-large) | $7.50 | $12.50 | 1,000,000 |
| [Abliterated Model Large V2](https://pentestllm.ai/models/abliterated-model-large-v2) | $7.50 | $12.50 | 1,048,576 |
| [Uncensored AI Chat](https://pentestllm.ai/models/uncensored-ai-chat) | $11.70 | $15.60 | 196,608 |
| [Uncensored Code Assistant](https://pentestllm.ai/models/uncensored-code-assistant) | $11.70 | $15.60 | 131,072 |
| [Aion 3.5 Mini Uncensored](https://pentestllm.ai/models/aion-3.5-mini-uncensored) | $0.13 a request | flat | 262,144 |
| [Magistral Small Uncensored](https://pentestllm.ai/models/magistral-small-uncensored) | $0.005 a request | flat | not published |
| [Ministral 3 14B Instruct Uncensored](https://pentestllm.ai/models/ministral-3-14b-instruct-uncensored) | $0.005 a request | flat | not published |
| [Ministral 3 8B Instruct Uncensored](https://pentestllm.ai/models/ministral-3-8b-instruct-uncensored) | $0.005 a request | flat | 262,000 |
| [Mistral Large 2 Uncensored](https://pentestllm.ai/models/mistral-large-2-uncensored) | $0.005 a request | flat | 256,000 |
| [Mistral Large 3 Uncensored](https://pentestllm.ai/models/mistral-large-3-uncensored) | $0.09 a request | flat | 262,144 |
| [Qwen3 Coder Next Uncensored](https://pentestllm.ai/models/qwen3-coder-next-uncensored) | $0.005 a request | flat | 262,144 |
| [Qwen3 Next 80B-A3B Instruct Uncensored](https://pentestllm.ai/models/qwen3-next-80b-a3b-instruct-uncensored) | $0.005 a request | flat | 262,144 |
| [Qwen3 VL 235B-A22B Instruct Uncensored](https://pentestllm.ai/models/qwen3-vl-235b-a22b-instruct-uncensored) | $0.005 a request | flat | 262,144 |
| [Qwen3.5 397B-A17B Uncensored](https://pentestllm.ai/models/qwen3.5-397b-a17b-uncensored) | $0.09 a request | flat | 262,144 |
| [Qwen3.8 2.4T-A95B Uncensored](https://pentestllm.ai/models/qwen3.8-2.4t-a95b-uncensored) | $0.07 a request | flat | 1,048,576 |

[Full price list and tool fees](https://pentestllm.ai/pricing) · [Every model](https://pentestllm.ai/models) · [API docs](https://pentestllm.ai/docs)

## Questions

- Yes. Point any OpenAI SDK or client at https://api.pentestllm.ai/v1, use your key as the API key and send a build id or auto/security as the model.
- Yes. The Messages endpoint at https://api.pentestllm.ai/v1/messages takes Anthropic-format requests, with the key in the x-api-key header or as a bearer token.
- Streaming is supported with the stream flag. Tool calling depends on the build, and each model page lists the parameters that build supports.
- Per token, at the input and output price of the build that answered, from a prepaid balance. The smallest top-up is $10 by card and there is no subscription.
- Yes, per key, and it is lower during an account’s first day. Past it the API answers 429 with a retry-after header.
- People doing lawful security work on systems they own or have written permission to test. The acceptable use policy sets out what is not allowed.

## Read next

- [Uncensored LLM The uncensored and abliterated builds on one key, with live prices and context windows.](https://pentestllm.ai/uncensored-llm)
- [Cybersecurity LLM API The API itself: endpoints, the auto/security router, server tools and per-token prices.](https://pentestllm.ai/cybersecurity-llm-api)
- [Abliterated models Hosted abliterated builds by API, with no weights to download or GPU to rent.](https://pentestllm.ai/abliterated-models)
- [Agent guides Where the base URL and key go in OpenCode, Claude Code, Cursor, Cline, aider, Kali MCP and PentestGPT.](https://pentestllm.ai/agents)

## One key, from $10

PentestLLM is for systems you own or have written permission to test. The [acceptable use policy](https://pentestllm.ai/acceptable-use) says what is not allowed.

[Get a key](https://app.pentestllm.ai/console)

usage, 1,000 agent turns on Qwen3.8 27B Cybersecurity

- Input, 8,000 tokens at $0.40 per million: $0.0032
- Output, 1,000 tokens at $2.40 per million: $0.0024
- One turn: $0.0056
- 1,000 turns: $5.60

output price per million tokens, 9 builds

$1.3376 Gemma 4 26B A4B Cybersecurity OrcaCyber Zero 1.5 $18.75