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257 lines
13 KiB
ReStructuredText
Customizing the JavaScript analysis
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===================================
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This document describes the main extension points offered by the JavaScript analysis for customizing
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analysis behavior from CodeQL without editing the queries or libraries themselves.
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Customization mechanisms
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------------------------
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The two mechanisms used for customization are subclassing and overriding.
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We can teach the JavaScript analysis to handle further instances of abstract concepts it already
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understands by subclassing abstract classes and implementing their member predicates. For example,
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the standard library defines an abstract class ``SystemCommandExecution`` that covers various APIs
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for executing operating-system commands. This class is used by the command-injection analysis to
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identify problematic flows where input from a potentially malicious user is interpreted as the name
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of a system command to execute. By defining additional subclasses of ``SystemCommandExecution``, we
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can make this analysis more powerful without touching its implementation.
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By overriding a member predicate defined in the library, we can change its behavior either for all
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its receivers or only a subset. For example, the standard library predicate
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``ControlFlowNode::getASuccessor`` implements the basic control-flow graph on which many further
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analyses are based. By overriding it, we can add, suppress, or modify control-flow graph edges.
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Once a customization has been defined, it needs to be brought into scope so that the default
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analysis queries pick it up. This can be done by adding the customizing definitions to
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``Customizations.qll``, an initially empty library file that is imported by the default library
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``javascript.qll``.
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Sometimes you may want to perform both kinds of customizations at the same time. That is, subclass a base
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class to provide new implementations of an API, and override some member predicates of the same base
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class to selectively change the implementation of the API. This is not always easy to do, since the
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former requires the base class to be abstract, while the latter requires it to be concrete.
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To work around this, the JavaScript library uses the so-called *range pattern*. In this pattern, the base class
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``Base`` itself is concrete, but it has an abstract companion class called ``Base::Range`` covering
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the same set of values. To change the implementation of the API, subclass ``Base`` and override its
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member predicates. To provide new implementations of the API, subclass ``Base::Range`` and implement
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its abstract member predicates.
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For example, the class ``Base64::Encode`` in the standard library models base64-encoding libraries
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using the range pattern. It comes with subclasses corresponding to many popular base64 encoders. To
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add support for a new library, subclass ``Base64::Encode::Range`` and implement the member
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predicates ``getInput`` and ``getOutput``. To customize the definition of ``getInput`` or
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``getOutput`` for a library that is already supported, extend ``Base64::Encode`` itself and override
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the predicate you want to customize.
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Note that currently the range pattern is not used everywhere yet, so you will find some abstract
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classes without a concrete companion. We are planning on eventually migrating most abstract classes
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to use the range pattern.
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Analysis layers
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---------------
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The JavaScript analysis libraries have a layered structure with higher-level analyses based on
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lower-level ones. Usually, classes and predicates in a lower layer should not depend on a higher
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layer to avoid performance problems and non-monotonic recursion.
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In this section, we briefly introduce the most important analysis layers, starting from the lowest
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layer. Below, we discuss the extension points offered by the individual layers.
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Abstract syntax tree
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~~~~~~~~~~~~~~~~~~~~
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The abstract syntax tree (AST), implemented by class ``ASTNode`` and its subclasses, is the lowest layer
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and is a good representation of the information stored in the snapshot database. It
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corresponds closely to the syntactic structure of the program, only abstracting away from
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typographical details such as whitespace and indentation.
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Control-flow graph
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~~~~~~~~~~~~~~~~~~
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The (intra-procedural) control-flow graph (CFG), implemented by class ``ControlFlowNode`` and its
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subclasses, is the next layer. It models flow of control inside functions and top-level scripts. The
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CFG is overlaid on top of the AST, meaning that each AST node has a corresponding CFG node. There
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are also synthetic CFG nodes that do not correspond to an AST node. For example, entry and exit
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nodes (``ControlFlowEntryNode`` and ``ControlFlowExitNode``) mark the beginning and end,
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respectively, of the execution of a function or top-level script, while guard nodes
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(``GuardControlFlowNode``) record that some condition is known to hold at some point in the program.
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Basic blocks (class ``BasicBlock``) organize control-flow nodes into maximal sequences of
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straight-line code, which is vital for efficiently reasoning about control flow.
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Static single-assignment form
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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The static single-assignment (SSA) representation (class ``SsaVariable`` and ``SsaDefinition``) uses
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control-flow information to split up local variables into SSA variables that each only have a single
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definition.
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In addition to regular definitions corresponding to assignments and increment/decrement expressions,
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the SSA form also introduces pseudo-definitions such as
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- *phi nodes*, where multiple possible values for a variable are merged
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- *refinement nodes* (also known as *pi nodes*) marking program points where additional information about a variable becomes available that may restrict its possible set of values.
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Local data flow
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~~~~~~~~~~~~~~~
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The (intra-procedural) data-flow graph, implemented by class ``DataFlow::Node`` and its subclasses,
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represents the flow of data within a function or top-level scripts. Each expression has a
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corresponding data-flow node. Additionally, there are data-flow nodes that do not correspond to
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syntactic elements. For example, each SSA variable has a corresponding data-flow node. Note that
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flow between functions (through arguments and return values) is not modeled in this layer, except
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for the special case of immediately-invoked function expressions. Flow through object properties is
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also not modeled.
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This layer also implements the widely-used source-node API. The class ``DataFlow::SourceNode`` and its
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subclasses represent data-flow nodes where new objects are created (such as object expressions), or
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where non-local data flow enters the intra-procedural data-flow graph (such as function parameters
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or property reads). The source-node API provides convenient predicates for reasoning about these
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nodes without having to explicitly encode data-flow graph traversal.
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Type inference
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~~~~~~~~~~~~~~
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Class ``AnalyzedNode`` and its subclasses implement (intra-procedural) type inference on top of the
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local data-flow graph. Some reasoning about properties is implemented as well, but more advanced
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features such as the prototype chain are not considered.
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Call graph
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~~~~~~~~~~
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The call graph is implemented as a predicate ``getACallee`` on ``DataFlow::InvokeNode``, the class
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of data-flow nodes representing function calls (with or without ``new``). It uses local data flow and
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type information, as well as type annotations where available.
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Type tracking
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~~~~~~~~~~~~~
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The type-tracking framework (classes ``DataFlow::TypeTracker`` and ``DataFlow::TypeBackTracker``) is
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a library for implementing custom type inference systems that track values inter-procedurally,
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including tracking through one level of object properties.
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Framework models
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~~~~~~~~~~~~~~~~
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The libraries under ``semmle/javascript/frameworks`` model a broad range of popular JavaScript
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libraries and frameworks, such as Express and Vue.js. Some framework modeling libraries are located
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under ``semmle/javascript`` directly, for instance ``Base64``, ``EmailClients``, and ``JsonParsers``.
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Global data flow and taint tracking
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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The inter-procedural data flow and taint-tracking libraries can be used to implement static
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information-flow analyses. Most of our security queries are based on this approach.
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Extension points
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----------------
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In this section, we discuss the most important extension points for the individual analysis layers introduced
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above.
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AST
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~~~
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This layer should not normally be customized. It is technically possible to override, for instance,
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``ASTNode.getChild`` to change the way the AST structure is represented, but this should normally be
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avoided in the interest of keeping a close correspondence between AST and concrete syntax.
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CFG
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~~~
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You can override ``ControlFlowNode.getASuccessor`` to customize the control-flow graph. Note that
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overriding ``ControlFlowNode.getAPredecessor`` is not normally useful, since it is rarely used in
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higher-level libraries.
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SSA
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~~~
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It is not normally necessary to customize this layer.
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Local data flow
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~~~~~~~~~~~~~~~
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The ``DataFlow::SourceNode`` class uses the range pattern, so new kinds of source nodes can be
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added by extending ``Dataflow::SourceNode::Range``. Some of its subclasses can similarly be
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extended. For example, ``DataFlow::ModuleImportNode`` models module imports, and ``DataFlow::ClassNode`` models
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class definitions. The former provides default implementations covering CommonJS, AMD, and ECMAScript
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2015 modules, while the latter handles ECMAScript 2015 classes, as well as traditional function-based
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classes. You can extend their corresponding ``::Range`` classes to add support for other module or
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class systems.
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Type inference
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~~~~~~~~~~~~~~
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You can override ``AnalyzedNode::getAValue`` to customize the type inference. Note that the type
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inference is expected to be sound, that is (as far as practical), the abstract values inferred for a
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data-flow node should cover all possible concrete values this node may take on at runtime.
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You can also extend the set of abstract values. To add individual abstract values that are
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independent of the program being analyzed, define a subclass of ``CustomAbstractValueTag``
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describing the new abstract value. There will then be a corresponding value of class
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``CustomAbstractValue`` that you can use in overriding definitions of the ``getAValue`` predicate.
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Call graph
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~~~~~~~~~~
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You can override ``DataFlow::InvokeNode::getACallee(int)`` to customize the call graph. Note that
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overriding the zero-argument version ``getACallee()`` is not enough, since higher layers use the
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one-argument version.
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Type tracking
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~~~~~~~~~~~~~
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It is not normally necessary to customize this layer.
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Framework models
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~~~~~~~~~~~~~~~~
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The ``semmle.javascript.frameworks.HTTP`` module defines many abstract classes that can be extended
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to implement support for new web server frameworks. These classes, in turn, are used by some of the
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security queries (such as the reflected cross-site scripting query) to define sources and sinks, so
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these queries will automatically benefit from the additional modeling.
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Similarly, the ``semmle.javascript.frameworks.ClientRequests`` module defines an abstract class for
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modeling client-side HTTP requests. It comes with built-in support for a number of popular
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frameworks, and you can add support for new frameworks by extending the abstract class.
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The ``semmle.javascript.frameworks.SQL`` module defines abstract classes for modeling SQL
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connector libraries, and the ``semmle.javascript.JsonParsers`` and
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``semmle.javascript.frameworks.XML`` modules for modeling JSON and XML parsers, respectively.
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The ``semmle.javascript.Concepts`` module defines a small number of broad concepts such as system-command
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executions or file-system accesses, which are concretely instantiated in some of the existing
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framework libraries, but can of course be further extended to model additional frameworks.
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Global data flow and taint tracking
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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Most security queries consist of:
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- one QL file defining the query
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- one configuration module defining the taint-tracking configuration
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- one customization module defining sources, sinks, and sanitizers
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For example, ``Security/CWE-078/CommandInjection.ql`` defines the command-injection query. It
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imports the module ``semmle.javascript.security.dataflow.CommandInjection``, which defines the
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configuration class ``CommandInjection::Configuration``. This module in turn imports
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``semmle.javascript.security.dataflow.CommandInjectionCustomizations``, which defines three abstract
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classes (``CommandInjection::Source``, ``CommandInjection::Sink``, and
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``CommandInjection::Sanitizer``) that model sources, sinks, and sanitizers, respectively.
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To define additional sources, sinks or sanitizers for this or any other security query, import the
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customization module and extend these abstract classes with additional subclasses.
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Note that for performance reasons you should normally only import the configuration module from a QL
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file. Importing it into the standard library (for example by importing it in ``Customizations.qll``)
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will slow down all the other security queries, since the configuration class will now be always in
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scope and flow from its sources to sinks will be tracked in addition to all the other configuration
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classes.
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Another useful extension point is the class ``RemoteFlowSource``, which is used as a source by most
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queries looking for injection vulnerabilities (such as SQL injection or cross-site scripting). By
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extending it with new subclasses modelling other sources of user-controlled input you can
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simultaneously improve all of these queries.
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