Introducing mrva, a terminal-first approach to CodeQL multi-repo variant analysisOur new tool mrva is a terminal-first tool for running CodeQL multi-repository variant analysis locally,allowing users to download pre-built databases, analyze them with custom queries, and view results directly in the terminal.
Taming 2,500 compiler warnings with CodeQL, an OpenVPN2 case studyWe created a CodeQL query that reduced 2,500+ compiler warnings about implicit conversions in OpenVPN2 to just 20 high-priority cases, demonstrating how to effectively identify potentially dangerous type conversions in C code.
Fickling’s new AI/ML pickle file scannerWe’ve added a pickle file scanner to Fickling that uses an allowlist approach to protect AI/ML environments from malicious pickle files that could compromise models or infrastructure.
Streamline your static analysis triage with SARIF ExplorerToday, we’re releasing SARIF Explorer, the VSCode extension that we developed to streamline how we triage static analysis results. We make heavy use of static analysis tools during our audits, but the process of triaging them was always a pain. We designed SARIF Explorer to provide an intuitive UI inside VSCode, with […]
Relishing new Fickling features for securing ML systemsWe’ve added new features to Fickling to offer enhanced threat detection and analysis across a broad spectrum of machine learning (ML) workflows. Fickling is a decompiler, static analyzer, and bytecode rewriter for the Python pickle module that can help you detect, analyze, or create malicious pickle files. While the ML community […]
Circomspect has been integrated into the Sindri CLIOur tool Circomspect is now integrated into the Sindri command-line interface (CLI)! We designed Circomspect to help developers build Circom circuits more securely, particularly given the limited tooling support available for this novel programming framework. Integrating this tool into a development environment like that provided by Sindri is a significant step toward […]
Say hello to the next chapter of the Testing Handbook!Today we are announcing the latest addition to the Trail of Bits Testing Handbook: a brand new chapter on CodeQL! CodeQL is a powerful and versatile static analysis tool, and at Trail of Bits, we regularly use CodeQL on client engagements to find common vulnerabilities and to perform variant analysis for already […]
Security flaws in an SSO plugin for CaddyWe identified 10 security vulnerabilities within the caddy-security plugin for the Caddy web server that could enable a variety of high-severity attacks in web applications, including client-side code execution, OAuth replay attacks, and unauthorized access to resources. During our evaluation, Caddy was deployed as a reverse proxy […]
Holy Macroni! A recipe for progressive language enhancementDespite its use for refactoring and static analysis tooling, Clang has a massive shortcoming: the Clang AST does not provide provenance information about which CPP macro expansions a given AST node is expanded from; nor does it lower macro expansions down to LLVM Intermediate Representation (IR) code. This makes the construction of […]
Working on blockchains as a Trail of Bits internEarlier this year, I successfully completed my internship at Trail of Bits and secured a full-time position as a Blockchain Security Analyst. This post is not intended to be a technical description of the work I did during my internship. Rather, it is intended to describe my general experience as a […]
Secure your machine learning with Semgreptl;dr: Our publicly available Semgrep ruleset now has 11 rules dedicated to the misuse of machine learning libraries. Try it out now! Picture this: You’ve spent months curating images, trying out different architectures, downloading pretrained models, messing with Kubernetes, and you’re finally ready to ship your sparkling new machine learning (ML) product. […]
Magnifier: An Experiment with Interactive DecompilationToday, we are releasing Magnifier, an experimental reverse engineering user interface I developed during my internship. Magnifier asks, “What if, as an alternative to taking handwritten notes, reverse engineering researchers could interactively reshape a decompiled program to reflect what they would normally record?” With Magnifier, the decompiled C code isn’t the end—it’s […]
Using mutants to improve SlitherImproving static analysis tools can be hard; once you’ve implemented a good tool based on a useful representation of a program and added a large number of rules to detect problems, how do you further enhance the tool’s bug-finding power? One (necessary) approach to coming up with new rules […]
Shedding smart contract storage with SlitherYou think you’ve found a critical bug in a Solidity smart contract that, if exploited, could drain a widely used cryptocurrency exchange’s funds. To confirm that it’s really a bug, you need to figure out the value at an obscure storage slot that has no getter method. Adrenaline courses […]
Interactive decompilation with rellic-xrefRellic is a framework for analyzing and decompiling LLVM modules into C code, implementing the concepts described in the original paper presenting the Dream decompiler and its successor, Dream++. It recently made an appearance on this blog when I presented rellic-headergen, a tool for extracting debug metadata from LLVM modules and turning […]
Amarna: Static analysis for Cairo programsWe are open-sourcing Amarna, our new static analyzer and linter for the Cairo programming language. Cairo is a programming language powering several trading exchanges with millions of dollars in assets (such as dYdX, driven by StarkWare) and is the programming language for StarkNet contracts. But, not unlike other languages, it has its […]
Towards Practical Security Optimizations for BinariesTo be thus is nothing, but to be safely thus. (Macbeth: 3.1) It’s not enough that compilers generate efficient code, they must also generate safe code. Despite the extensive testing and correctness certification that goes into developing compilers and their optimization passes, they may inadvertently introduce information leaks […]
C your data structures with rellic-headergenHave you ever wondered how a compiler sees your data structures? Compiler Explorer may help you understand the relation between the source code and machine code, but it doesn’t provide as much support when it comes to the layout of your data. You might have heard about padding, alignment, and “plain old […]
Toward a Best-of-Both-Worlds Binary DisassemblerThis past winter, I was fortunate to have the opportunity to work for Trail of Bits as a graduate student intern under the supervision of Peter Goodman and Artem Dinaburg. During my internship, I developed Dr. Disassembler, a Datalog-driven framework for transparent and mutable binary disassembly. Though this project is ongoing, this […]
Detecting Iterator Invalidation with CodeQLIterator invalidation is a common and subtle class of C++ bugs that often leads to exploitable vulnerabilities. During my Trail of Bits internship this summer, I developed Itergator, a set of CodeQL classes and queries for analyzing and discovering iterator invalidation. Results are easily interpretable by an auditor, […]
Security assessment techniques for Go projectsThe Trail of Bits Assurance practice has received an influx of Go projects, following the success of our Kubernetes assessment this summer. As a result, we’ve been adapting for Go projects some of the security assessment techniques and tactics we’ve used with other compiled languages. We started by understanding the design of the language, identifying […]
Watch Your Language: Our First Vyper AuditA lot of companies are working on Ethereum smart contracts, yet writing secure contracts remains a difficult task. You still have to avoid common pitfalls, compiler issues, and constantly check your code for recently discovered risks. A recurrent source of vulnerabilities comes from the early state of the programming languages available. Most developers are using […]
Reverse Taint Analysis Using Binary NinjaWe open-sourced a set of static analysis tools, KRFAnalysis, that analyze and triage output from our system call (syscall) fault injection tool KRF. Now you can easily figure out where and why, KRF crashes your programs. During my summer internship at Trail of Bits, I worked on KRF, […]
Avoiding Smart Contract “Gridlock” with SlitherA denial-of-service (DoS) vulnerability, dubbed ‘Gridlock,’ was publicly reported on July 1st in one of Edgeware’s smart contracts deployed on Ethereum. As much as $900 million worth of Ether may have been processed by this contract. Edgeware has since acknowledged and fixed the “fatal bug.” When we heard about Gridlock, we ran Slither on the […]
Use constexpr for faster, smaller, and safer codeWith the release of C++14, the standards committee strengthened one of the coolest modern features of C++: constexpr. Now, C++ developers can write constant expressions and force their evaluation at compile-time, rather than at every invocation by users. This results in faster execution, smaller executables and, surprisingly, safer code. Undefined behavior has been the source […]