对 fuzz 的一点总结

写在前面

其实，本来是想去年年底总结一下的，可人总是容易拖延，这一拖延就不知道到了什么时候。

古人说，穷则思变。正好借着机会，整理一下之前的一个学习思路，日后可以定期更新一下本篇文章(关于 fuzz 主题吧)。

安全行业资讯的一些来源

fuzz 书籍

Fuzzing for Software Security Testing and Quarity Assurance（second edition）
Fuzzing: Brute Force Vulnerability Discovery— 中文版为 “模糊测试–强制性安全漏洞挖掘”。
加了个网盘链接（链接提取码: h67f），如果不妥的话，我就取消掉。

fuzzer 分类

注入向量或攻击向量

应用程序

服务端
客户端
文件/媒体类
—— 图形库
—— 内存处理
—— OS 系统调用
—— 网络 API
文件系统 —— NFS CIFS ISCSI RPC
APPS/GUI ——- OSI 应用层
蓝牙/无线协议 —– 无线数据链路层

测试用例复杂程度
输入软件层面解码/语法验证/语义验证

a. 静态/随机的基于模板的 fuzzer ==> 请求-响应协议，文件格式

b. 基于块的 fuzzer ==> 校验和/长度值校验

c. 动态生成/基于进化的 fuzzer ==> 无需理解协议/文件格式基于反馈的

d. 基于模型/模拟的 fuzzer

(以上是 fuzz 软件安全测试书中的定义)

或者按下面这种分也可以：

基于生成/基于变异的fuzzer
输入感知/程序感知与否的fuzzer

fuzz tutorial/教程/思路/文章

`一些博客网站`

https://blog.fuzzing-project.org/archive	fuzz 项目
https://googleprojectzero.blogspot.com	google project zero团队博客
https://blog.talosintelligence.com	博客
https://www.zerodayinitiative.com/blog/	zdi 博客
https://www.peerlyst.com/posts/the-fuzzing-wiki-learning-to-fuzz-better-peerlyst	fuzz wiki
https://github.com/search?q=fuzz&type=Topics	github 上相关
https://blog.gdssecurity.com/labs/tag/fuzzing
http://pentestit.com/category/fuzzing/
https://blog.trailofbits.com/category/fuzzing/
https://blog.exodusintel.com
https://alexgaynor.net/

下面简单地按照一些标准分了一下类，可能不太准确，后面会慢慢更新。

fuzz 原理/方法论相关


https://github.com/google/fuzzer-test-suite/blob/master/tutorial/structure-aware-fuzzing.md	结构感知 fuzz

https://barro.github.io/2018/06/afl-fuzz-on-different-file-systems/	afl-fuzz 不同文件系统
https://doar-e.github.io/blog/2016/11/27/clang-and-passes/	afl-clang-fast
https://guidovranken.com/2017/07/08/libfuzzer-gv-new-techniques-for-dramatically-faster-fuzzing/	提升 fuzz 速度( 可以关注下这个博客)
https://guidovranken.files.wordpress.com/2018/07/vrankenfuzz.pdf	VrankenFuzz
https://bbs.pediy.com/thread-247954.htm	泉哥 honggfuzz 原理系列文章
https://bbs.pediy.com/thread-218671.htm	afl 源码详解
https://bbs.pediy.com/thread-249912.htm	afl 原理详解
https://bbs.pediy.com/thread-246235.htm	driller，angr和AFL读码笔记以及测试例
https://www.fastly.com/blog/how-bootstrap-self-service-continuous-fuzzing	持续化的 fuzz
https://zubu.re/blog/fuzzing-automation-with-afl-and-jenkins/	afl + jenkins 搭建 fuzz 流程
https://security.googleblog.com/2016/08/guided-in-process-fuzzing-of-chrome.html	in-process fuzz

https://lafintel.wordpress.com/2016/08/15/circumventing-fuzzing-roadblocks-with-compiler-transformations/	修改编译器增加 fuzz 覆盖率
https://gamozolabs.github.io/fuzzing/2018/09/16/scaling_afl.html	提升 afl fuzz 速度（256 threads）
https://speakerdeck.com/craigstuntz/high-speed-bug-discovery-with-fuzzing	高速 fuzz
https://repret.wordpress.com/2017/05/01/improving-coverage-guided-fuzzing-using-static-analysis/	使用静态分析改进覆盖率导向的fuzz
https://www.softscheck.com/en/identifying-security-vulnerabilities-with-cloud-fuzzing/	云 fuzz 发现安全漏洞
https://payatu.com/cloudfuzz-machine-learning-powered-content-specific-input-generation-fuzzing/	机器学习+基于生成的 cloudfuzz
https://blog.regehr.org/archives/1269	api fuzz 和文件 fuzz 的对比

https://blog.vectra.ai/blog/triggering-ms16-030-via-targeted-fuzzing	有目标的 fuzz 触发 MS16-030

https://bbs.pediy.com/thread-176416.htm	dragonltx 的 peach 系列教程
https://www.kitploit.com/2016/07/peach-fuzz-vulnerability-scanning.html	peach fuzz 教程
https://spin.atomicobject.com/2015/08/23/fuzz-testing-american-fuzzy-lop/	afl-fuzz test
https://lwn.net/Articles/657959/	afl fuzz 教程
https://github.com/bnagy/slides/blob/master/fuzzing_without_pub.pdf	afl-fuzz
http://moyix.blogspot.com/2016/07/fuzzing-with-afl-is-an-art.html	afl fuzz 教程，其中有关于 afl原理的介绍
https://foxglovesecurity.com/2016/03/15/fuzzing-workflows-a-fuzz-job-from-start-to-finish/	一篇详细讲解关于 afl-fuzz 工作流程的文章
http://blog.knownsec.com/2016/07/some-unique-fuzzing	fuzz在非主流漏洞挖掘中的应用
https://github.com/tinysec/public/blob/master/article/about_fuzz/about_fuzz_cn.md	关于fuzz的一点思考

https://devblogs.microsoft.com/dotnet/project-springfield-a-cloud-service-built-entirely-in-f/	fuzz 测试服务
https://www.slideshare.net/phdays/google-chrome-62582929	cluster fuzz google chrome

https://cybersecpolitics.blogspot.com/2016/05/the-common-thread-fuzzing-bug-triage.html	infiltrate 上的关于 fuzz 的议题
http://t.cn/RqiOtLX	自动定位 fuzz 过程中 crash 的根本原因


https://lcamtuf.blogspot.com/2016/02/say-hello-to-afl-analyze.html	afl-analyze 工具介绍
https://hackernoon.com/afl-unicorn-fuzzing-arbitrary-binary-code-563ca28936bf	afl-unicorn fuzz 任意二进制代码
https://blog.trailofbits.com/2018/10/05/how-to-spot-good-fuzzing-research/	好的 fuzz研究是什么样的

文件格式类相关 fuzz



https://bbs.pediy.com/thread-249912.htm	afl fuzz upx
https://bbs.pediy.com/thread-248622.htm	honggfuzz fuzz Apache httpd


https://research.checkpoint.com/extracting-code-execution-from-winrar/	winafl fuzz WinRAR
https://research.checkpoint.com/50-adobe-cves-in-50-days/	winafl fuzz adobe reader
https://blog.path.network/fuzzing-cs-go-bsp-files/	BFF fuzz csgo bsp 文件
https://github.com/knownsec/KCon/blob/master/2018/26%E6%97%A5/26%E6%97%A5No.10-PDF%20%20JS%E5%BC%95%E6%93%8E%E4%BA%A4%E4%BA%92%E5%BC%8FFuzzing-%E9%BB%91%E5%93%A5%26swan.pdf	pdf 交互式引擎 fuzz
https://blahcat.github.io/2018/03/11/fuzzing-arbitrary-functions-in-elf-binaries/	fuzz elf 文件二进制中的任意函数
https://www.zerodayinitiative.com/blog/2017/10/17/wrapping-the-converter-within-foxit-reader	zdi fuzz Adobe Reader
https://symeonp.github.io/2017/09/17/fuzzing-winafl.html	winafl fuzz msxml6
https://github.com/lcatro/Fuzzing-ImageMagick	fuzz ImageMagick
https://blog.adacore.com/running-american-fuzzy-lop-on-your-ada-code	fuzz Zip-Ada 压缩类库
https://www.zerodayinitiative.com/blog/2017/5/4/auditing-adobe-reader-the-open-source-attack-surface-in-closed-source-software	Adobe Reader 闭源软件中开源软件攻击面
https://da-data.blogspot.com/2017/01/finding-bugs-in-tensorflow-with.html	fuzz TensorFlow
https://www.peter.hartmann.tk/single-post/2016/11/29/Fuzzing-Qt-with-libFuzzer	libfuzzer fuzz qt
https://int21.de/slides/qtcon-fuzzing	afl + asan fuzz 教程
https://mgba.io/2016/09/13/fuzzing-emulators/	fuzz 模拟器、以及很多其他的东西
https://security.tencent.com/index.php/blog/msg/35	漫谈漏洞挖掘之文件解析型漏洞 — by TSRC
http://www.agarri.fr/kom/archives/2013/02/25/mutation-based_fuzzing_of_xslt_engines/index.html	基于变异的 XSLT 引擎 fuzz
http://caolanm.blogspot.com/2015/10/finding-ui-crashes-by-fuzzing-input.html	afl fuzz 基于输入事件的 UI 崩溃
https://foxglovesecurity.com/2016/06/13/finding-pearls-fuzzing-clamav/	fuzz 开源反病毒引擎

浏览器相关 fuzz


https://www.kitploit.com/2018/11/bfuzz-fuzzing-browsers-chrome-firefox.html	bfuzz fuzz 浏览器
https://bugid.skylined.nl/20181017001.html	fuzz 浏览器（domato）
http://blog.ret2.io/2018/07/25/pwn2own-2018-safari-sandbox/	fuzz Safari
https://sigpwn.io/blog/2018/5/13/adding-afl-bloom-filter-to-domato-for-fun	afl + domato fuzz IE 11
https://drive.google.com/file/d/0B4ZwSwfSILSIcWhzY1NnY0lrNEk/view	fuzz 浏览器寻找可利用的漏洞
https://sensepost.com/blog/2015/wadi-fuzzer/	wadi 浏览器 fuzzer

网络协议/加密相关 fuzz


http://blog.swiecki.net/2018/01/fuzzing-tcp-servers.html	fuzz tcp 服务器
http://riscy.business/2018/05/making-a-fuzzer/	fuzz ssh 客户端
https://webrtchacks.com/fuzzing-janus/	fuzz janus
https://animal0day.blogspot.com/2017/07/from-fuzzing-apache-httpd-server-to-cve.html	fuzz Apache Httpd
https://guidovranken.com/2017/06/21/the-openvpn-post-audit-bug-bonanza	fuzz openvpn
https://sensepost.com/blog/2017/fuzzing-apache-httpd-server-with-american-fuzzy-lop-%2B-persistent-mode/	fuzz Apache Httpd
https://blog.blazeinfosec.com/fuzzing-proprietary-protocols-with-scapy-radamsa-and-a-handful-of-pcaps/	使用 scrapy、radamsa 和 pcaps fuzz 专有协议
https://animal0day.blogspot.com/2017/05/fuzzing-apache-httpd-server-with.html	fuzz Apache httpd
https://blog.acolyer.org/2017/06/09/node-fz-fuzzing-the-server-side-event-driven-architecture/	node.fz fuzz 服务端事件驱动的架构
http://www.vegardno.net/2017/03/fuzzing-openssh-daemon-using-afl.html	fuzz openssl
https://blog.gdssecurity.com/labs/2015/9/21/fuzzing-the-mbed-tls-library.html	fuzz mbed tls 库
https://www.fastly.com/blog/how-fuzz-server-american-fuzzy-lop	fuzz dns
https://yahoo-security.tumblr.com/post/122883273670/apache-traffic-server-http2-fuzzing	fuzz Apache Http2 服务器
https://blog.skullsecurity.org/2015/how-i-nearly-almost-saved-the-internet-starring-afl-fuzz-and-dnsmasq	fuzz dnsmasq
https://blog.cloudflare.com/dns-parser-meet-go-fuzzer/	cloudflare fuzz 基于go 语言开发的 dns 服务器的 parser
https://blog.trailofbits.com/2018/03/09/echidna-a-smart-fuzzer-for-ethereum/	以太坊智能 fuzzer
https://www.fastly.com/blog/how-fuzz-server-american-fuzzy-lop

系统/内核相关fuzz


https://trapmine.com/blog/from-0-to-ring0day-sifirdan-ioctl-fuzzing-ve-kernel-zafiyet-kesfi/	IOCTL fuzz
http://t.cn/EMqW1a7	syzkaller fuzz usb
https://www.kitploit.com/2017/12/difuze-fuzzer-for-linux-kernel-drivers.html	fuzz linux 内核驱动
https://www.slideshare.net/PeterHlavaty/you-didnt-see-its-coming-dawn-of-hardened-windows-kernel	科恩 windows 内核fuzz
https://labs.mwrinfosecurity.com/publications/platform-agnostic-kernel-fuzzing	内核 fuzz
https://speakerdeck.com/marcograss/50-shades-of-fuzzing	科恩的 VM / win32k fuzz
https://lwn.net/Articles/677764/	覆盖率引导的内核 fuzz –syzkaller

文本处理相关 fuzz


https://sigpwn.io/blog/2018/1/29/using-winafl-to-fuzz-hangul-appshield	winafl fuzz hwp（韩国字处理程序）
https://kciredor.com/fuzzing-adobe-reader-for-exploitable-vulns-fun-not-profit.html	winafl fuzz adobe reader
https://github.com/0xSobky/HackVault/wiki/Regaxor:-Fuzzing-Regexes-for-Fun-and-Not%E2%80%90So%E2%80%90Much-Profit	fuzz 正则表达式
https://j00ru.vexillium.org/2015/09/44c······on-slides-and-details-about-further-windows-kernel-font-vulnerabilities/	windows 内核字体fuzz
https://yahoo-security.tumblr.com/post/123981052855/font-parsing-vulnerabilities	字体 fuzz
https://www.evonide.com/fuzzing-unserialize/	fuzz 反序列化
https://grepharder.github.io/blog/0x03_learning_about_universal_links_and_fuzzing_url_schemes_on_ios_with_frida.html	fuzz URL
https://portswigger.net/blog/unearthing-zalgoscript-with-visual-fuzzing	视觉fuzz

编译器/解释器 fuzz


http://www.vegardno.net/2018/06/compiler-fuzzing.html	fuzz 编译器
https://johanengelen.github.io/ldc/2018/01/14/Fuzzing-with-LDC.html	fuzz D 编译器
https://go-talks.appspot.com/github.com/dvyukov/go-fuzz/slides/fuzzing	fuzz go ~
https://www.modzero.ch/modlog/archives/2018/09/20/java_bugs_with_and_without_fuzzing/index.html	fuzz JAVA
https://vimeo.com/141698770	go-fuzz 自动化测试（视频）
https://toastedcornflakes.github.io/articles/fuzzing_capstone_with_afl.html	fuzz capstone
https://www.slideshare.net/logicaltrust/torturing-the-php-interpreter	fuzz php
https://sean.heelan.io/2016/04/26/fuzzing-language-interpreters-using-regression-tests/	fuzz 回归测试，fuzz 语言解释器

硬件/IOT 相关 fuzz


https://medium.com/tenable-techblog/plc-bug-hunt-fa3a0aeae9ab	plc 漏洞挖掘
https://www.mdsec.co.uk/2017/05/hacking-hardware-with-an-arduino/	硬件 fuzz
https://cn0xroot.com/2017/01/10/iot-mode-fuzzing-with-openbt/	使用OpenBTS基站 fuzz 物联网模块
http://zhodiac.hispahack.com/index.php?section=blog&day=6&month=7&year=2015	IOTkit fuzz
http://blog.knownsec.com/2016/01/vxworks-real-time-operation-system-fuzzing/	fuzz 工控实时操作系统
https://securingtomorrow.mcafee.com/other-blogs/mcafee-labs/insight-into-home-automation-reveals-vulnerability-in-simple-iot-product	fuzz UPnP

安卓/移动端相关 fuzz


https://gamozolabs.github.io/fuzzing/2018/10/18/terrible_android_fuzzer.html	安卓 fuzzer
https://www.twistlock.com/2017/06/25/alpine-linux-pt-1-2/	fuzz apk
https://census-labs.com/news/2015/09/24/efficient-android-fuzzing/	高效 fuzz 安卓

虚拟化相关 fuzz


https://insinuator.net/2018/11/h2hc2018/
http://www.alex-ionescu.com/?m=201901	hyper-V 中fuzz 两则

Web APP 相关 fuzz


http://blog.securelayer7.net/automating-web-apps-input-fuzzing-via-burp-macros/	burp 宏自动化fuzz 测试webapp
https://www.kitploit.com/2017/06/xsstrike-fuzz-and-bruteforce-parameters.html	fuzz xss
https://www.kitploit.com/2016/12/filebuster-extremely-fast-and-flexible.html	filebuster web fuzzer
https://www.darknet.org.uk/2015/11/0d1n-web-http-fuzzing-tool/	web http fuzz

ps: 其实本部分的很大一部分内容来源于玄武实验室的 sec.today 中的内容，想了一下还是整理一下，毕竟整理一下也是一个学习的过程，一则理清自己的思路，二则对 fuzz近些年来的进展有更深的认识。

ppt/pdf/conference

工具 — github

`下面的链接简要分了下类，后面会再接着更新。`

1


https://www.peerlyst.com/posts/resource-open-source-fuzzers-list?trk=search_page_search_result	开源 fuzzer
https://github.com/wmliang/pe-afl	静态二进制插桩 + winafl
https://github.com/aflgo/aflgo	灰盒测试
http://honggfuzz.com/	honggfuzz
https://github.com/googleprojectzero/winafl	Windows afl
https://github.com/rust-fuzz/afl.rs	afl fuzz rust
https://github.com/mrash/afl-cov	afl cov 收集覆盖率信息
https://github.com/tunz/afl-fuzz-js	afl-fuzz javascript
https://github.com/bnagy/afl-trivia	小工具
https://gitlab.com/rc0r/afl-utils	afl fuzz 辅助工具
http://blog.llvm.org/2015/04/fuzz-all-clangs.html	libfuzzer
http://t.cn/EMqeTq1	winafl ppt 介绍
https://github.com/bnagy/afl-launch
https://github.com/dor1s/libfuzzer-workshop	当今C/C++ 项目 fuzz 工厂
https://github.com/google/fuzzer-test-suite
https://github.com/google/libprotobuf-mutator	结构化 fuzz
https://github.com/ouspg/libfuzzerfication	use libfuzzer fuzz 流行的项目和应用
https://github.com/brandonprry/ical-fuzz	fuzz libical 库的结果
https://github.com/carlosgprado/NaFl	not afl
https://github.com/mozillasecurity/dharma	基于生成的、上下文无关的 fuzzer
http://mozillasecurity.github.io/peach/	fuzz 框架
https://github.com/guidovranken/libfuzzer-java	fuzz JAVA
https://github.com/mozilla/nss-fuzzing-corpus	用来输入 NSS’ fuzzing 目标的语料库
https://github.com/googleprojectzero/domato	基于语法生成的测试用例
https://github.com/Battelle/afl-unicorn	fuzz any piece of binary that can be emulated by Unicorn Engine.

2


https://github.com/gamozolabs/applepie	A hypervisor for fuzzing built with WHVP and Bochs
https://github.com/AngoraFuzzer/Angora	基于变异的fuzzer，主要目标是通过约束求解的方式（无需符号执行），增加分支覆盖率
https://github.com/debasishm89/dotNetFuzz	.NET 反序列化 fuzzer
https://github.com/googleprojectzero/BrokenType	True Type/Open Type 字体 fuzz
https://github.com/x41sec/x41-smartcard-fuzzing	x41 智能卡 fuzz
https://github.com/riverloopsec/tumblerf	RF fuzz 框架
https://github.com/andresriancho/websocket-fuzzer	html5 websocket 消息 fuzzer
https://github.com/MozillaSecurity/funfuzz	测试 SpiderMonkey JS 引擎的 fuzzer
https://github.com/RootUp/BFuzz	bfuzz fuzz 浏览器 + 使用 domato 生成的样本
https://github.com/sensepost/wadi	python fuzzing harness — Win10 Edge
https://github.com/compilingEntropy/fuzzycactus	设备上自动化 Fuzzing MobileSafari
https://github.com/CoolerVoid/0d1n	fuzz HTTP/S
https://github.com/1N3/BlackWidow	fuzz 常见的 OWASP 漏洞
https://github.com/fuzzdb-project/fuzzdb	fuzzdb 应用程序 fuzz 库
https://github.com/bugbountyforum/XSS-Radar	fuzz XSS
https://github.com/s0md3v/XSStrike	fuzz XSS
https://github.com/denandz/fuzzotron	基于 TCP/UDP 的网络守护进程 fuzzer
https://github.com/dekimir/RamFuzz	单元测试+ fuzz + 深度学习
https://github.com/julieeen/kleefl	fuzzer 输入符号
https://github.com/hannob/bignum-fuzz	fuzz 大数
https://github.com/kudelskisecurity/cdf	密码学差分 fuzz
https://github.com/nezha-dt/nezha	差分 fuzz
https://github.com/jtpereyda/boofuzz	网络协议fuzz 框架
https://github.com/niloofarkheirkhah/nili	网络扫描、中间人、协议逆向和fuzz
https://github.com/jaybosamiya/fuzzing-numpy	fuzzing numpy
https://github.com/debasishm89/OpenXMolar	Microsoft open xml 文件格式 fuzz
https://github.com/vusec/vuzzer
https://github.com/dyjakan/interpreter-bugs	fuzz 解释器的一些结果
https://github.com/vspandan/IFuzzer
https://github.com/xoreaxeaxeax/sandsifter	x86 处理器 fuzzer
https://github.com/Rootkitsmm/Borland-AccuRev-StackoverFlow
https://github.com/payatu/EMFFuzzer	基于 peach 框架改进的元文件fuzz 框架
https://github.com/mseclab/PyJFuzz	python json fuzzer
https://github.com/cisco-sas/kitty	python fuzz framework
https://github.com/renatahodovan/fuzzinator	Fuzzinator 随机测试框架
https://github.com/carlosgprado/BrundleFuzz/wiki	分布式 fuzz 框架 DBI Windows/linux
https://github.com/ajinabraham/Droid-Application-Fuzz-Framework	安卓fuzz 框架
https://github.com/mit-ll/LL-Fuzzer	安卓设备的 NFC fuzz
https://github.com/mwrlabs/drozer-modules	mwrlabs 开发的安卓测试框架
https://github.com/nccgroup/umap2	usb fuzz
https://github.com/schumilo/vUSBf	基于 KVM/QEMU 的 USB fuzz 框架
https://github.com/joxeankoret/nightmare	web 管理功能的分布式 fuzz 测试套件
https://github.com/hbowden/nextgen	文件、系统调用、网络 fuzzer
https://github.com/Rootkitsmm/Win32k-Fuzzer	win32k fuzzer
https://github.com/nccgroup/TriforceOpenBSDFuzzer	fuzz 系统调用

fuzz 测试用例/种子（文件格式类）

常见的种子库网站：

https://dev-www.libreoffice.org/corpus/ 包含常见的office 格式，docx，pptx，xlsx等等，tiff ，tga，ppm 等图片格式。
http://cd.textfiles.com/fantaziasampler/
https://download.osgeo.org/geotiff/samples/
一些 fuzz 博客中提到的种子网站（比如j00ru, checkpoint等等）

… 主要靠平时积累

格式转换，由其他格式转换而来，比如图片类/文档格式类；
爬虫，大规模地从互联网上爬取，后续做精简；
一些项目(类似项目)所自带的 test suite/corpus/testdata；
历史的 poc，回归测试用例（openjpeg-fuzzdata）；
基于语法的，定义规则生成测试用例，典型的比如说 domato。

测试用例去重

afl 自带的 afl-cmin 和 afl-tmin

https://blog.regehr.org/archives/1284 样本精简工具

https://github.com/MozillaSecurity/lithium 基于行的测试样例精简工具

https://github.com/googleprojectzero/halfempty 快速、并行的测试样例精简工具

fuzz 工作的想法

其实关于如何 fuzz，上面的很多博客文章中阐述得已经相当的清晰明了，我说下关于我自身的体会：

首先选定一类目标，先看下是否以往有人 fuzz 过，如果有的话，有无必要复现当时他的一个过程；

有的话，可以尝试复现，后面看是否可以改进，按照自己的思路进行fuzz；没有的话，粗略看一下就完事儿了。

挑选 fuzz 目标，找到其存在的攻击面；
选择适合该类目标的 fuzzer，搭建环境，开始 fuzz；
根据 fuzz 的结果，评估总结之前的工作，决定下一步的方向。

其实，对于一些比较复杂的软件系统（比如浏览器）来说，fuzz 之前的准备工作应该会比较漫长，需要明确一个大概的思路，以及在哪些模块会出问题，可能出问题，这样后面的过程就会好做一点。

写在最后

随着安全行业的日趋成熟，漏洞挖掘逐渐变成一项越来越难的工作。在我看来，不论最终漏洞能否挖到，在安全研究中不断学习、不断提升自我，与志同道合的朋友们一起成长才应该是真正乐趣所在，总之，开心就好！

2019 年 10 月
一	二	三	四	五	六	日
1	2	3	4	5	6	7
8	9	10	11	12	13	14
15	16	17	18	19	20	21
22	23	24	25	26	27	28
29	30

对 fuzz 的一点总结

写在前面

安全行业资讯的一些来源

fuzz 书籍

fuzzer 分类

fuzz tutorial/教程/思路/文章

一些博客网站

fuzz 原理/方法论 相关

文件格式类 相关 fuzz

浏览器 相关 fuzz

网络协议/加密相关 fuzz

系统/内核 相关fuzz

文本处理相关 fuzz

编译器/解释器 fuzz

硬件/IOT 相关 fuzz

安卓/移动端相关 fuzz

虚拟化 相关 fuzz

Web APP 相关 fuzz

ppt/pdf/conference

工具 — github

下面的链接简要分了下类，后面会再接着更新。

1

2

fuzz 测试用例/种子（文件格式类）

测试用例去重

fuzz 工作的想法

写在最后

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