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LLMMap

LLMMap is a free, open-source Linux tool for authorized security testing of applications that use large language models.

Place
#19 of 29
Score
5.8
LLMMap's website

What LLMMap is

LLMMap is a free, open-source Linux tool for authorized security testing of applications that use large language models. It looks for HTTP locations where prompt injection can enter, creates targeted prompts, and checks possible findings again for reliability. The project includes 227 techniques across 18 attack families in four prompt packs. A Generator LLM creates goal-aware prompts, while a Judge evaluates responses; heuristics and optional semantic similarity can also provide detection signals. You can provide a target URL or a Burp Suite request export, marking the injection point with an asterisk. Injection locations include query parameters, request bodies, headers, cookies, and paths, with listed obfuscation methods such as base64, homoglyphs, leet speak, and language switching. Ollama, OpenAI, Anthropic, and Google backends are documented, with Ollama local by default. Safe mode limits scans to low-risk families, and workspaces keep sensitive prompt text and response bodies in memory by default.

Good

  • Free and open source under the MIT license
  • 227 techniques across 18 prompt-injection families
  • Native Burp Suite request-export support
  • Safe mode enabled by default
  • Dry-run planning avoids target connections

Watch out

  • Linux platform only
  • Requires Python 3.11 or later
  • Requires an LLM backend
  • Adaptive TAP and out-of-band modules inactive in v1.0.0

Who it suits

LLMMap suits authorized security teams assessing LLM-integrated applications on Linux. It is intended for systems owned by the user or covered by explicit written authorization.

Verdict

LLMMap combines broad prompt-injection coverage with configurable LLM-based judging and reliability checks. Its Linux-only, self-hosted setup and requirement for an LLM backend shape who can use it.

Plans and prices

From LLMMap's own pricing page, checked 4 Oct 2026.

All about pricing
PlanPriceWhat it gives you
LLMMapFreePython >= 3.11 · Requires an LLM backend; Ollama is local, while cloud backends may require API keys · No charge stated; publicly available under the MIT license.

The facts

Each one read from LLMMap's own pages, with the date it was checked.

What it does

Burp Suite
LLMMap reads Burp Suite request exports natively and lists proxy support for traffic inspection.checked 4 Oct 2026
Data handling
Scan workspaces store request metadata, configuration, and timing; sensitive prompt text and response bodies stay in memory and are not written to disk by default.checked 4 Oct 2026
Detection
A Generator LLM creates goal-aware prompts and a Judge evaluates target responses; detector signals can include heuristics and optional semantic similarity.checked 4 Oct 2026
Dry run
Dry-run mode plans a scan and selects prompts without making network connections to the target.checked 4 Oct 2026
Injection locations
It supports injection in query parameters, request bodies, headers, cookies, and paths.checked 4 Oct 2026
Intended users
The project describes LLMMap as a security testing tool for authorized use and says to test only systems owned by the user or covered by explicit written authorization.checked 4 Oct 2026
Notable limits
The architecture document says adaptive TAP and out-of-band detection modules are reserved for future versions and inactive in the v1.0.0 scan pipeline.checked 4 Oct 2026
Obfuscation
Its listed obfuscation methods include base64, homoglyphs, leet speak, and language switching.checked 4 Oct 2026
Prompt coverage
It includes 227 prompt injection techniques across 18 attack families in four prompt packs.checked 4 Oct 2026
Purpose
LLMMap tests LLM-integrated applications for prompt injection by discovering HTTP injection points, generating targeted prompts, and checking findings for reliability.checked 4 Oct 2026
Reliability
Candidate findings are re-tested using Wilson confidence intervals; the documented defaults are five retries and three confirmations.checked 4 Oct 2026
Request input
Targets can be supplied as a URL or a Burp Suite request export, with an asterisk marking an injection location.checked 4 Oct 2026
Safety
Safe mode is enabled by default and restricts scans to low-risk prompt families, while risky families such as tool abuse and system override are blocked.checked 4 Oct 2026
Supported LLMs
The documented backends are Ollama, OpenAI, Anthropic, and Google, with Ollama as the local default that needs no API key.checked 4 Oct 2026

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