Fuzzing Dictionary
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Fuzzing dictionaries provide domain-specific tokens to guide fuzzers toward interesting inputs. By incorporating known keywords, magic numbers, and protocol commands, these dictionaries help fuzzers bypass early validation checks and explore deeper code paths that are difficult to reach through random mutation alone. This skill covers the creation, generation, and integration of dictionary files for common fuzzing tools like libFuzzer and AFL++.
What it does
- Explains the structure and syntax of fuzzing dictionary files.
- Provides methods for extracting tokens from source code, headers, and binaries.
- Details how to integrate dictionaries into libFuzzer, AFL++, and cargo-fuzz.
- Offers patterns for protocol keywords, magic bytes, and configuration file tokens.
- Describes how to use compiler features for auto-generating dictionaries.
- Lists best practices for maintaining and optimizing dictionary size.
When to use it
- When fuzzing parsers, protocol implementations, or file format handlers.
- When fuzzer coverage plateaus early without reaching deeper logic.
- When the target code performs comparisons against specific keywords or magic values.
- When you need to guide the fuzzer toward valid structures in complex input formats.
Advantages
- Helps bypass early input validation checks.
- Enables exploration of deeper code paths in parsers and protocol handlers.
- Supports multiple fuzzing engines with a consistent file format.
- Provides actionable techniques for extracting tokens from existing project assets.
Usage examples
- “How do I create a dictionary for a PNG parser?”
- The agent provides a guide on extracting magic bytes and chunk types, formatting them as quoted strings or key-value pairs, and using hex escapes for binary data.
- “How can I use a dictionary with AFL++?”
- The agent explains the use of the -x flag to load the dictionary file and provides instructions for enabling the auto-dictionary feature during compilation.
Install
Download the skill as a ZIP:
https://autogineer.com/agent-skills/trailofbits/fuzzing-dictionary/downloadUnzip it into the cross-client skills folder of your project:
mkdir -p .agents/skills && unzip fuzzing-dictionary.zip -d .agents/skills
Documentation by Trail of Bits
Fuzzing Dictionary
A fuzzing dictionary provides domain-specific tokens to guide the fuzzer toward interesting inputs. Instead of purely random mutations, the fuzzer incorporates known keywords, magic numbers, protocol commands, and format-specific strings that are more likely to reach deeper code paths in parsers, protocol handlers, and file format processors.
Overview
Dictionaries are text files containing quoted strings that represent meaningful tokens for your target. They help fuzzers bypass early validation checks and explore code paths that would be difficult to reach through blind mutation alone.
Key Concepts
| Concept | Description |
|---|---|
| Dictionary Entry | A quoted string (e.g., "keyword") or key-value pair (e.g., kw="value") |
| Hex Escapes | Byte sequences like "\xF7\xF8" for non-printable characters |
| Token Injection | Fuzzer inserts dictionary entries into generated inputs |
| Cross-Fuzzer Format | Dictionary files work with libFuzzer, AFL++, and cargo-fuzz |
When to Apply
Apply this technique when:
Fuzzing parsers (JSON, XML, config files)
Fuzzing protocol implementations (HTTP, DNS, custom protocols)
Fuzzing file format handlers (PNG, PDF, media codecs)
Coverage plateaus early without reaching deeper logic
Target code checks for specific keywords or magic values
Skip this technique when:
Fuzzing pure algorithms without format expectations
Target has no keyword-based parsing
Corpus already achieves high coverage
Quick Reference
| Task | Command/Pattern |
|---|---|
| Use with libFuzzer | ./fuzz -dict=./dictionary.dict ... |
| Use with AFL++ | afl-fuzz -x ./dictionary.dict ... |
| Use with cargo-fuzz | cargo fuzz run fuzz_target -- -dict=./dictionary.dict |
| Extract from header | grep -o '".*"' header.h > header.dict |
| Generate from binary | strings ./binary | sed 's/^/"&/; s/$/&"/' > strings.dict |
Step-by-Step
Step 1: Create Dictionary File
Create a text file with quoted strings on each line. Use comments (#) for documentation.
Example dictionary format:
# Lines starting with '#' and empty lines are ignored.
# Adds "blah" (w/o quotes) to the dictionary.
kw1="blah"
# Use \\ for backslash and \" for quotes.
kw2="\"ac\\dc\""
# Use \xAB for hex values
kw3="\xF7\xF8"
# the name of the keyword followed by '=' may be omitted:
"foo\x0Abar"Step 2: Generate Dictionary Content
Choose a generation method based on what's available:
From LLM: Prompt ChatGPT or Claude with:
A dictionary can be used to guide the fuzzer. Write me a dictionary file for fuzzing a <PNG parser>. Each line should be a quoted string or key-value pair like kw="value". Include magic bytes, chunk types, and common header values. Use hex escapes like "\xF7\xF8" for binary values.From header files:
grep -o '".*"' header.h > header.dictFrom man pages (for CLI tools):
man curl | grep -oP '^\s*(--|-)\K\S+' | sed 's/[,.]$//' | sed 's/^/"&/; s/$/&"/' | sort -u > man.dictFrom binary strings:
strings ./binary | sed 's/^/"&/; s/$/&"/' > strings.dictStep 3: Pass Dictionary to Fuzzer
Use the appropriate flag for your fuzzer (see Quick Reference above).
Common Patterns
Pattern: Protocol Keywords
Use Case: Fuzzing HTTP or custom protocol handlers
Dictionary content:
# HTTP methods
"GET"
"POST"
"PUT"
"DELETE"
"HEAD"
# Headers
"Content-Type"
"Authorization"
"Host"
# Protocol markers
"HTTP/1.1"
"HTTP/2.0"Pattern: Magic Bytes and File Format Headers
Use Case: Fuzzing image parsers, media decoders, archive handlers
Dictionary content:
# PNG magic bytes and chunks
png_magic="\x89PNG\r\n\x1a\n"
ihdr="IHDR"
plte="PLTE"
idat="IDAT"
iend="IEND"
# JPEG markers
jpeg_soi="\xFF\xD8"
jpeg_eoi="\xFF\xD9"Pattern: Configuration File Keywords
Use Case: Fuzzing config file parsers (YAML, TOML, INI)
Dictionary content:
# Common config keywords
"true"
"false"
"null"
"version"
"enabled"
"disabled"
# Section headers
"[general]"
"[network]"
"[security]"Advanced Usage
Tips and Tricks
| Tip | Why It Helps |
|---|---|
| Combine multiple generation methods | LLM-generated keywords + strings from binary covers broad surface |
| Include boundary values | "0", "-1", "2147483647" trigger edge cases |
| Add format delimiters | :, =, {, } help fuzzer construct valid structures |
| Keep dictionaries focused | 50-200 entries perform better than thousands |
| Test dictionary effectiveness | Run with and without dict, compare coverage |
Auto-Generated Dictionaries (AFL++)
When using afl-clang-lto compiler, AFL++ automatically extracts dictionary entries from string comparisons in the binary. This happens at compile time via the AUTODICTIONARY feature.
Enable auto-dictionary:
export AFL_LLVM_DICT2FILE=auto.dict
afl-clang-lto++ target.cc -o target
# Dictionary saved to auto.dict
afl-fuzz -x auto.dict -i in -o out -- ./targetCombining Multiple Dictionaries
Some fuzzers support multiple dictionary files:
# AFL++ with multiple dictionaries
afl-fuzz -x keywords.dict -x formats.dict -i in -o out -- ./targetAnti-Patterns
| Anti-Pattern | Problem | Correct Approach |
|---|---|---|
| Including full sentences | Fuzzer needs atomic tokens, not prose | Break into individual keywords |
| Duplicating entries | Wastes mutation budget | Use sort -u to deduplicate |
| Over-sized dictionaries | Slows fuzzer, dilutes useful tokens | Keep focused: 50-200 most relevant entries |
| Missing hex escapes | Non-printable bytes become mangled | Use \xXX for binary values |
| No comments | Hard to maintain and audit | Document sections with # comments |
Tool-Specific Guidance
libFuzzer
clang++ -fsanitize=fuzzer,address harness.cc -o fuzz
./fuzz -dict=./dictionary.dict corpus/Integration tips:
Dictionary tokens are inserted/replaced during mutations
Combine with
-max_lento control input sizeUse
-print_final_stats=1to see dictionary effectiveness metricsDictionary entries longer than
-max_lenare ignored
AFL++
afl-fuzz -x ./dictionary.dict -i input/ -o output/ -- ./target @@Integration tips:
AFL++ supports multiple
-xflags for multiple dictionariesUse
AFL_LLVM_DICT2FILEwithafl-clang-ltofor auto-generated dictionariesDictionary effectiveness shown in fuzzer stats UI
Tokens are used during deterministic and havoc stages
cargo-fuzz (Rust)
cargo fuzz run fuzz_target -- -dict=./dictionary.dictIntegration tips:
cargo-fuzz uses libFuzzer backend, so all libFuzzer dict flags work
Place dictionary file in
fuzz/directory alongside harnessReference from harness directory:
cargo fuzz run target -- -dict=../dictionary.dict
go-fuzz (Go)
go-fuzz does not have built-in dictionary support, but you can manually seed the corpus with dictionary entries:
# Convert dictionary to corpus files
grep -o '".*"' dict.txt | while read line; do
echo -n "$line" | base64 > corpus/$(echo "$line" | md5sum | cut -d' ' -f1)
done
go-fuzz -bin=./target-fuzz.zip -workdir=.Troubleshooting
| Issue | Cause | Solution |
|---|---|---|
| Dictionary file not loaded | Wrong path or format error | Check fuzzer output for dict parsing errors; verify file format |
| No coverage improvement | Dictionary tokens not relevant | Analyze target code for actual keywords; try different generation method |
| Syntax errors in dict file | Unescaped quotes or invalid escapes | Use \\ for backslash, \" for quotes; validate with test run |
| Fuzzer ignores long entries | Entries exceed -max_len | Keep entries under max input length, or increase -max_len |
| Too many entries slow fuzzer | Dictionary too large | Prune to 50-200 most relevant entries |
Related Skills
Tools That Use This Technique
| Skill | How It Applies |
|---|---|
| libfuzzer | Native dictionary support via -dict= flag |
| aflpp | Native dictionary support via -x flag; auto-generation with AUTODICTIONARIES |
| cargo-fuzz | Uses libFuzzer backend, inherits -dict= support |
Related Techniques
| Skill | Relationship |
|---|---|
| fuzzing-corpus | Dictionaries complement corpus: corpus provides structure, dictionary provides keywords |
| coverage-analysis | Use coverage data to validate dictionary effectiveness |
| harness-writing | Harness structure determines which dictionary tokens are useful |
Resources
Key External Resources
AFL++ Dictionaries Pre-built dictionaries for common formats (HTML, XML, JSON, SQL, etc.). Good starting point for format-specific fuzzing.
libFuzzer Dictionary Documentation Official libFuzzer documentation on dictionary format and usage. Explains token insertion strategy and performance implications.
Additional Examples
OSS-Fuzz Dictionaries
Real-world dictionaries from Google's continuous fuzzing service. Search project directories for *.dict files to see production examples.
Files
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Works with: Claude Code, Claude apps, OpenAI Codex, GitHub Copilot, Cursor, Gemini CLI, Kiro, OpenCode, Goose, Amp, Roo Code, JetBrains Junie, Factory Droid, Devin (ex-Windsurf), Mistral Vibe, OpenHands, Letta
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