Fact-checked by Grok 2 weeks ago

CGI

Computer-generated imagery (CGI) is the creation of still or animated visual content through the use of specialized imaging software and techniques, enabling the production of photorealistic or stylized images, characters, environments, and effects that would be impractical or impossible with traditional filming or methods. Originating from early experiments in during the 1960s, CGI evolved through incremental advancements in rendering algorithms, modeling, and simulation, achieving widespread adoption in by the 1980s and 1990s via hardware improvements like faster processors and greater memory capacities. Pivotal milestones include the first 3D wireframe graphics in films like (1976), the integration of fully rendered CGI characters in (1985), and the groundbreaking photorealistic dinosaurs in Jurassic Park (1993), which demonstrated CGI's capacity to seamlessly blend digital elements with live-action footage, fundamentally altering workflows. The release of Pixar's in 1995 marked the debut of a fully CGI-animated , establishing as a viable alternative to hand-drawn methods and spawning an industry of digital storytelling tools. These developments expanded CGI's applications beyond effects to entire virtual worlds in franchises like trilogy and Marvel's Avengers series, where massive-scale simulations of crowds, destruction, and physics-driven interactions became standard. Despite its transformative role in enabling cost-efficient of complex sequences—such as battles or fantastical creatures—CGI has drawn scrutiny for overuse, often resulting in visuals that prioritize spectacle over coherence, exacerbating the "" effect where near-realistic human figures appear disturbingly artificial, and supplanting practical effects that provided inherent physical authenticity and on-set verifiability. Critics argue this shift has incentivized studios to favor rapid digital iteration over meticulous craftsmanship, leading to homogenized aesthetics, viewer desensitization to spectacle, and economic pressures on visual effects labor through outsourced, deadline-driven pipelines that undervalue artisanal skill. Nonetheless, ongoing refinements in rendering and AI-assisted tools continue to enhance CGI's , promising further integration across while highlighting the tension between technological convenience and perceptual .

History

Origins and Early Development

The (CGI) emerged in response to the limitations of early web servers, which primarily served static documents without the ability to generate content dynamically based on user input. Prior to CGI, protocols like HTTP, as implemented in servers such as CERN httpd developed by and others, lacked a standardized method for executing external programs to process requests, such as forms introduced in 1993. This gap hindered interactivity on the , which had grown rapidly following the release of NCSA Mosaic in 1993, the first graphical browser to gain widespread adoption. CGI was devised by Rob McCool, a developer at the (NCSA) at the University of Illinois, as an extension to the NCSA HTTPd . On November 17, 1993, McCool published the initial "CGP/1.0" specification, which he renamed to CGI two days later to better reflect its role as a gateway for external scripts. The specification defined a simple protocol for servers to pass request data—via environment variables including query strings, POST data, and server details—to executable scripts, which would then output HTTP responses, typically . This approach leveraged existing execution capabilities, allowing scripts in languages like , , or to run without embedding code directly into the server. NCSA HTTPd 1.0, released on December 13, 1993, incorporated CGI support, enabling servers to invoke scripts located in designated directories (e.g., /cgi-bin/) upon receiving matching requests. McCool accompanied the release with example scripts and a , demonstrating basic uses like echoing form data or generating counters, which accelerated adoption among early web developers. By late 1993, discussions on mailing lists like www-talk confirmed the spec's stability, with McCool noting successful implementations in upcoming server versions. CGI's simplicity—requiring no server modifications and supporting cross-platform executables—contrasted with proprietary alternatives, establishing it as a amid the web's explosive growth, where NCSA software powered over 90% of public servers by mid-1994.

Standardization and Evolution

The Common Gateway Interface (CGI) emerged in 1993 when the (NCSA) released version 1.0 of its httpd on December 13, incorporating CGI support to enable external programs for dynamic content generation. This initial specification, often referred to as CGI/1.0 in early drafts, defined a simple protocol using environment variables and standard input/output streams, rapidly gaining adoption across web servers like httpd and early implementations due to its platform independence and ease of integration. By the mid-1990s, CGI had established itself as a without formal , as server vendors independently implemented compatible versions to support scripting in languages such as and . Efforts to codify it through IETF Drafts occurred but expired without updates, reinforcing its informal status sustained by widespread practice rather than a governing body. In October 2004, the IETF published RFC 3875 as an informational document specifying CGI version 1.1, which documented prevailing implementations and clarified ambiguities in areas like methods, , and handling without mandating changes to existing deployments. This RFC emphasized backward compatibility, defining "current practice" parameters such as the required SERVER_PROTOCOL variable and optional extras like support, ensuring continuity for legacy systems while addressing edge cases observed in production use. CGI's evolution has been minimal, prioritizing stability over revision; its core mechanics—process-per-request execution via —have persisted unchanged, as the protocol's simplicity favored incremental server-side optimizations over spec alterations. Performance constraints inherent to this model, including process startup latency, prompted non-standard extensions in servers but did not alter the baseline CGI definition, which remains defined solely by RFC 3875 as of 2025.

Technical Specifications

Protocol Mechanics

The (CGI) operates as a between a and external executable scripts or programs, enabling dynamic content generation in response to HTTP requests. Upon receiving a client request matching a configured CGI resource—typically identified by directory paths like /cgi-bin/ or file extensions such as .cgi—the server spawns a new subprocess to execute the script, passing request exclusively through environment variables and, for certain methods, standard input (stdin). This process model treats the script as a standalone program, independent of the server's runtime, which ensures portability across platforms but incurs overhead from process creation and termination for each invocation. Input to the CGI script is conveyed via standardized environment variables that encapsulate HTTP request details, with additional data routed through stdin for methods involving a request . The REQUEST_METHOD variable specifies the HTTP verb (e.g., GET, , HEAD), determining data flow: for GET requests, query parameters appear URL-encoded in QUERY_STRING; for or PUT, the request is piped to stdin, with its length in octets indicated by CONTENT_LENGTH and by CONTENT_TYPE. Other variables include PATH_INFO for extra path components interpreted by the script, SCRIPT_NAME for the script's path, REMOTE_ADDR for the client's , and server details like SERVER_NAME, SERVER_PORT, and SERVER_PROTOCOL. The GATEWAY_INTERFACE variable is set to "CGI/1.1" to denote compliance with the specification. Key CGI environment variables are defined as follows:
VariablePurpose
AUTH_TYPEAuthentication used, if any (e.g., ).
CONTENT_LENGTHOctet length of the request body for POST/PUT.
CONTENT_TYPE type of the request body.
GATEWAY_INTERFACECGI version string, e.g., "CGI/1.1".
PATH_INFODecoded extra path information.
QUERY_STRINGURL-encoded query data for GET.
REMOTE_ADDRClient's remote .
REQUEST_METHODHTTP method (e.g., GET, ).
SCRIPT_NAMEScript's path within the server.
SERVER_PROTOCOLRequest protocol version (e.g., HTTP/1.1).
Scripts access these via language-specific APIs (e.g., getenv() , %ENV ), reading stdin up to CONTENT_LENGTH bytes if applicable. Output from the script is directed to standard output (stdout), beginning with optional HTTP response headers (e.g., Status: 200 OK, Content-Type: text/[html](/page/HTML)), terminated by a blank line, followed by the response body. The server captures this stream verbatim, forwarding headers to construct the HTTP response and the body to the client, while potentially adjusting for protocol specifics like adding a [Server](/page/Server) header. For HEAD requests, scripts must omit the body despite generating it. (stderr) output is not part of the response; servers typically log it separately. Script execution concludes upon process exit, with non-zero status codes signaling errors that may prompt the server to return a 500 Internal Server Error. This stdout-centric model supports any executable language capable of reading stdin and writing stdout, such as , , or shell scripts, but requires explicit header emission to avoid malformed responses.

Environment Variables and Data Handling

In the Common Gateway Interface (CGI), the web server passes request metadata to the CGI script primarily through environment variables, which provide details about the , client, and request without requiring of input streams. These variables follow a standardized set defined in CGI/1.1, ensuring portability across implementations. Core required variables include GATEWAY_INTERFACE, indicating the CGI version (e.g., "CGI/1.1"); SERVER_SOFTWARE, specifying the 's name and version; SERVER_NAME, the hostname or ; SERVER_PORT, the listening number; SERVER_PROTOCOL, such as "HTTP/1.1"; and REQUEST_METHOD, denoting the HTTP like GET or POST. Additional variables cover path information (PATH_INFO for extra path segments, PATH_TRANSLATED for filesystem equivalents, SCRIPT_NAME for the script's URL path) and client details (REMOTE_ADDR for , REMOTE_HOST if resolved, REMOTE_IDENT and REMOTE_USER for ). For requests with bodies, CONTENT_TYPE and CONTENT_LENGTH specify the and byte length, respectively. HTTP headers are forwarded as variables prefixed with "HTTP_", uppercased and hyphen-replaced with underscores (e.g., HTTP_USER_AGENT).
VariableDescription
AUTH_TYPEAuthentication method used, if any (e.g., "").
CONTENT_LENGTHLength in bytes of request body data.
CONTENT_TYPE type of request body (e.g., "application/x-www-form-urlencoded").
QUERY_STRINGUnparsed query parameters for GET requests.
HTTP_*Client HTTP headers, normalized (e.g., HTTP_ACCEPT).
CGI scripts handle input data via standard input (stdin): for methods like or PUT with bodies, the server pipes the to stdin, limited to the size in CONTENT_LENGTH to prevent buffer overflows. Scripts must read exactly that amount or until EOF, as partial reads can cause hangs or incomplete data. For GET requests, no body is sent, and parameters reside in QUERY_STRING, requiring decoding (e.g., handling %20 for spaces). Output occurs via standard output (stdout): scripts first emit HTTP response headers (e.g., "Content-Type: text/" followed by a blank line), then the body content; premature output without headers defaults to with status 200. Errors or diagnostics are directed to (stderr), which the server may log separately without affecting the response. This stdin/stdout model ensures simple, unbuffered I/O but demands careful handling to avoid blocking, as servers often impose timeouts (e.g., 30-300 seconds depending on configuration).

Implementation

Server Configuration

Web servers must be configured to recognize and execute CGI scripts, typically by loading specific modules or handlers, designating directories (such as cgi-bin) for script placement, and ensuring executable permissions on scripts (e.g., chmod +x script.cgi). This setup allows the server to invoke external programs in response to HTTP requests, passing environment variables like QUERY_STRING and standard input/output for dynamic content generation. Security is paramount, as unrestricted execution can expose systems to risks; configurations often limit CGI to isolated directories and verify script ownership. In , the mod_cgi module (or mod_cgid for threaded multiprocessing modules) handles CGI execution and must be loaded via directives in httpd.conf, such as LoadModule cgi_module modules/mod_cgi.so. A common approach uses ScriptAlias to map a path to a filesystem directory, e.g., ScriptAlias /cgi-bin/ /usr/local/apache2/cgi-bin/, making scripts accessible at /cgi-bin/script.cgi. For broader execution, Options +ExecCGI enables it in specific directories, and AddHandler cgi-script .cgi associates extensions with CGI handling; scripts require lines (e.g., #!/usr/bin/[perl](/page/Perl)) and executable permissions.
apache
<Directory "/usr/local/apache2/cgi-bin">
    AllowOverride None
    Options +ExecCGI
    Order allow,deny
    Allow from all
</Directory>
This example restricts access while permitting execution. For user directories, similar directives apply under <Directory "/home/*/public_html">. Apache logs errors to facilitate debugging, and suexec can enforce user-specific execution for added isolation. Microsoft Internet Information Services (IIS) requires installing the CGI role service via Server Manager, as it is not enabled by default. The <cgi> element in applicationHost.config or site-level web.config sets global behaviors, including attributes like timeout (default 15 minutes, e.g., <cgi timeout="00:20:00" />) and createProcessAsUser (default true, running processes under the requesting user). Handlers map extensions (e.g., .cgi) to executables, with scripts placed in designated directories and permissions aligned to the IIS application pool identity. Nginx lacks native CGI support, favoring for performance; CGI emulation requires third-party tools like fcgiwrap, which wraps scripts into a process, configured via fastcgi_pass in nginx.conf locations matching CGI paths. Official documentation emphasizes ngx_http_fastcgi_module for such integrations, but pure CGI is discouraged due to overhead.

Scripting in Various Languages

CGI scripts are executable programs that interface with web servers through standard input, standard output, and environment variables, enabling implementation in any programming language capable of these operations. This language-agnostic design, specified in the original NCSA documentation from 1993, allows scripts to process client requests—such as form data via POST or GET methods—and generate HTTP responses with required headers followed by content. Perl became the de facto standard for CGI scripting in the mid-1990s, owing to its robust support and facilities for parsing unstructured text, which aligned well with early web data handling needs. The CGI.pm module, first released in 1995 by Lincoln D. Stein, provided object-oriented utilities for decoding URL-encoded inputs, managing cookies, and emitting standardized HTTP headers, reducing . A minimal Perl CGI script might read the QUERY_STRING for GET requests and output a basic response:
perl
#!/usr/bin/perl -wT
use strict;
use CGI;

my $cgi = CGI->new;
print $cgi->header('text/html');
print "<html><body><h1>Hello, CGI!</h1></body></html>";
This approach persisted due to Perl's ubiquity on Unix-like servers, though it required careful input sanitization to avoid vulnerabilities like shell injection. Python offered an alternative through its cgi module, introduced in Python 1.5.2 around 1998, which automated form field parsing and environment variable access via a FieldStorage class, facilitating rapid prototyping for dynamic content. However, the module's reliance on outdated parsing logic led to its deprecation in Python 3.11 and removal in Python 3.13 (released October 2024), with developers now advised to use frameworks like Flask or FastAPI for equivalent functionality over CGI. A basic Python example prior to deprecation:
python
#!/usr/bin/env python3
import cgi
import sys

print("Content-Type: text/html\n")
print("<html><body><h1>Hello from Python CGI!</h1></body></html>")
sys.exit(0)
Python's interpreted nature made it suitable for quick scripts but introduced overhead compared to compiled languages. For performance-critical applications, C provided low-level control, requiring manual handling of environment variables via functions like getenv() and stdin reading with fread(), as no built-in CGI library existed in standard C libraries. Scripts in C, compilable to binaries for faster execution, were common in high-traffic environments but demanded explicit memory management and error checking for robustness. An elementary C CGI program:
c
#include <stdio.h>
#include <stdlib.h>
#include <string.h>

int main() {
    [printf](/page/Printf)("Content-Type: text/[html](/page/HTML)\n\n");
    [printf](/page/Printf)("<html><body><h1>Hello from C CGI!</h1></body></html>");
    return 0;
}
This compiled executable approach minimized startup latency versus interpreters but increased development complexity, particularly for complex data decoding. Shell scripting, often using or , enabled simple CGI implementations by leveraging built-in commands for environment access and output, though its use declined due to inherent risks from unsanitized command execution. Basic examples processed variables like $QUERY_STRING directly:
bash
#!/bin/sh
echo "Content-Type: text/html"
echo ""
echo "<html><body><h1>Hello from Shell CGI!</h1></body></html>"
Such scripts, viable on Unix systems since CGI's inception, were discouraged for production due to poor performance and exposure to injection attacks via unescaped inputs. Other languages like (initially CGI-only in 1995) and (via servlets or CGI wrappers) extended CGI's reach, but these often evolved into non-CGI modules for efficiency, underscoring CGI's role as a foundational but increasingly supplanted interface for .

Applications and Uses

Enabling Dynamic Web Content

The Common Gateway Interface (CGI) enables web servers to execute external scripts or programs that generate content dynamically in response to HTTP requests, transforming static delivery into interactive, data-driven responses. Prior to CGI's introduction in 1993 by the (NCSA), web servers primarily served pre-existing files without processing, limiting websites to fixed content. CGI standardized communication between the server and these executables, passing request details such as query parameters or form data via environment variables (e.g., QUERY_STRING for GET requests) and standard input for data, while the script outputs generated content—typically —to standard output for the server to relay to the client. This mechanism supports real-time processing, such as parsing user inputs to query , perform calculations, or customize pages based on session state, thereby facilitating features like form submissions and personalized outputs that static s cannot provide. For instance, a CGI script might receive form data from a , execute a backend search against a or early , and return formatted results embedded in , marking one of the first scalable methods for server-side . Early implementations often used languages like or , with scripts handling tasks such as validating user credentials or generating timestamps, which required forking a new process per request—a design choice that, while enabling , later contributed to challenges under high load. Notable early applications included hit counters that incremented and displayed page view tallies dynamically, guestbooks allowing visitor comments to be appended to a file and rendered on subsequent loads, and rudimentary search engines processing keyword queries against indexed content. These uses, prevalent from onward in servers like NCSA , demonstrated CGI's role in shifting the web toward user-driven experiences, such as processing forms for data collection or simple prototypes involving inventory checks. By standardizing input/output via text streams and headers (e.g., Content-Type: text/[html](/page/HTML)), CGI ensured compatibility across servers, fostering widespread adoption for dynamic elements until more efficient alternatives emerged.

Real-World Examples and Case Studies

CGI enabled the development of the first interactive web applications following its specification in 1993 by the (NCSA), where it was integrated into the NCSA HTTPd server to execute external programs in response to HTTP requests. Initial implementations focused on processing forms, with scripts parsing user-submitted data via GET or methods to generate customized outputs, such as email confirmations or simple data retrievals. A common early example involved Unix command gateways, like interfacing with the 'finger' utility to display user information dynamically on web pages. In the mid-1990s, Perl-based CGI scripts proliferated for rapid deployment of features like hit counters, which incremented a persistent file on each page access and embedded the count in , and guestbooks that appended visitor entries to text files for sequential display. Collections such as Matt's Script Archive distributed pre-written Perl CGI modules for these purposes, enabling non-experts to add interactivity to static sites without proprietary server extensions. systems like WWWBoard, implemented as Perl CGI scripts, allowed threaded discussions by storing and retrieving messages from flat files or early databases. These scripts typically executed on each request, passing environment variables like QUERY_STRING to the interpreter for processing. Early web search interfaces exemplified CGI's role in database-driven applications; for instance, primitive engines around 1993-1994 used CGI to accept keyword queries, interface with indexed repositories, and return result lists, as seen in tools like Aliweb, the first dedicated web search engine launched in November 1993. Such systems relied on CGI's simplicity to bridge web servers with backend scripts querying file-based or relational indexes, though they suffered from scalability limits due to per-request process spawning. In contemporary usage, CGI persists in legacy and niche systems where minimal dependencies are prioritized over performance. , an open-source defect-tracking tool developed by in 1998 and still maintained, employs CGI scripts to handle bug submission, querying, and resolution workflows, serving organizations including . Similarly, and utilize CGI for web-based log analysis and system monitoring interfaces, respectively, demonstrating CGI's endurance in environments valuing portability across servers like over modern frameworks. These cases highlight CGI's trade-offs: ease of implementation in diverse languages but vulnerability to resource overhead from repeated process initialization.

Security and Vulnerabilities

Common Exploits and Risks

Command injection attacks represent a primary exploit vector in CGI applications, occurring when scripts execute system shell commands using unvalidated user-supplied input from environment variables like QUERY_STRING or data, enabling attackers to append malicious payloads such as semicolons followed by arbitrary commands. This vulnerability stems from CGI's reliance on external scripts that often invoke OS-level utilities without proper escaping, as seen in early exploits like the PHF (phf.cgi) script bundled with NCSA HTTPd servers in 1995, which allowed remote command execution via encoded parameters to harvest email addresses or run reconnaissance tools. Path traversal vulnerabilities, also known as directory traversal, enable unauthorized access to files outside the web root by manipulating input parameters with sequences like "../" to navigate the filesystem, potentially exposing sensitive configuration files or executing code if combined with write permissions. In CGI contexts, this arises when scripts construct file paths dynamically from HTTP requests without , a risk amplified by the protocol's lack of built-in access controls beyond the server's document root enforcement. Denial-of-service (DoS) risks emerge from CGI's process-per-request model, where each invocation forks a new OS process, consuming CPU and memory; attackers can trigger this by submitting resource-intensive queries or exploiting slow scripts, leading to server exhaustion, as documented in analyses of default CGI handlers vulnerable to repeated high-load calls. Information disclosure is another concern, with error outputs from failed scripts or debug modes revealing server paths, software versions, or database credentials if not suppressed, facilitating further targeted attacks. Buffer overflows in compiled CGI binaries, particularly in older C-based implementations, allow or manipulation via oversized inputs, potentially leading to remote code execution, though less common today due to widespread adoption of safer languages. Recent variants include injection in PHP-CGI configurations, as in CVE-2024-4577 disclosed on June 6, 2024, affecting Windows servers by mishandling multi-byte encodings to inject commands via the script filename . These exploits underscore CGI's foundational exposure to misconfigurations, such as executable directories lacking restrictions, which permit arbitrary script invocation and escalate privileges if the runs as .

Mitigation and Best Practices

To mitigate vulnerabilities in CGI implementations, web administrators and developers should prioritize input validation by enforcing whitelists of acceptable characters and values, rejecting or sanitizing inputs containing metacharacters such as semicolons (;), pipes (|), ampersands (&), and backticks (`). This prevents command injection attacks where user-supplied data is concatenated into system calls without proper escaping. For languages like , enabling taint mode (-T flag) automatically flags untrusted input and requires explicit sanitization before use in commands or file operations. Scripts should avoid shell invocation where possible, opting instead for direct execution APIs such as exec() or fork() without a shell interpreter to eliminate risks from metacharacter interpretation. When external commands are unavoidable, specify absolute paths (e.g., /bin/ls rather than ls) and clear environment variables like $PATH to block path traversal or unauthorized program execution. Additionally, refrain from using unsafe functions like eval(), system(), or popen() with unverified input, as these facilitate arbitrary code execution. Server configuration plays a critical role: restrict CGI execution to dedicated directories like cgi-bin with minimal permissions (e.g., 755 for scripts, owned by a non-root user), and deploy wrappers such as Apache's suEXEC or cgiwrap to isolate scripts under least-privilege user accounts, preventing escalation from processes. Disable CGI for unneeded file types and directories via server directives, and maintain up-to-date software patches to address known exploits in interpreters like or environments. Ongoing practices include logging all CGI invocations for anomaly detection, conducting regular security audits and penetration testing to identify misconfigurations, and integrating web application firewalls (WAFs) to filter malicious requests targeting common CGI flaws like directory traversal or buffer overflows. Favor compiled languages over interpreted ones (e.g., C over shell scripts) for performance-critical scripts to reduce interpretation-layer risks, and avoid embedding sensitive data or paths directly in code. These measures, while not eliminating all risks inherent to CGI's external process spawning, significantly reduce the attack surface when layered with comprehensive monitoring.

Criticisms and Limitations

Performance Issues

The primary performance bottleneck of the (CGI) stems from its design requirement to spawn a new operating process for every incoming HTTP request that invokes a CGI script. This creation involves calls such as and exec, memory allocation, and environment setup, incurring overhead typically measured in milliseconds per request—such as approximately 0.3 ms for alone in benchmarked environments, escalating with additional loading of interpreters or binaries. Under high load, this repeated spawning leads to , elevated CPU and memory usage, and diminished throughput, as servers may exhaust available slots or face queuing delays. For CGI scripts written in interpreted languages like or , the overhead compounds due to the need to load and initialize the interpreter anew for each execution, often adding tens of milliseconds beyond bare process creation. Benchmarks comparing CGI to persistent alternatives, such as mod_perl, demonstrate this disparity: a simple script handling 100 requests might take 56 seconds under CGI versus 2 seconds with mod_perl, yielding a ratio of roughly 1:28, primarily attributable to avoided startup costs. Similarly, request-per-second rates for light scripts drop to about 1.12 under CGI compared to over 30 times higher in persistent setups, highlighting the non-persistent nature's impact. CGI's stateless, per-request model further exacerbates issues by preventing persistence, such as caching compiled , maintaining database , or reusing loaded modules across invocations. This necessitates full reinitialization per request, amplifying in applications involving I/O-bound operations like database queries, where reconnection overhead can dominate. In tests, systems handling high volumes—such as hundreds of millions of daily requests—reveal CGI's limits, capping effective concurrency at levels dictated by process-spawning capacity, often around 5,000–6,000 processes per second on multi-core servers without optimizations. Consequently, while suitable for low-traffic scenarios, CGI becomes inefficient for dynamic sites with sustained demand, prompting shifts to protocols enabling process reuse.

Architectural Flaws

The core architectural design of the (CGI), which mandates spawning a separate operating system for each incoming HTTP request, imposes significant overhead from process creation, including and exec operations, as well as reloading interpreters or binaries into memory for scripted languages like or . This per-request model prevents persistent execution environments, forcing repeated initialization and teardown, which contrasts with modern persistent- architectures that reuse threads or workers across requests. Scalability suffers inherently because concurrent requests multiply process counts linearly, exhausting resources like CPU and under moderate to high loads; for instance, handling thousands of requests per second becomes infeasible without specialized , as each invocation competes for system calls and lacks over a single connection. The reliance on environment variables for passing request —limited by OS constraints on size and —further compounds inefficiency, as large inputs (e.g., POST bodies exceeding 8KB in some configurations) must be piped via stdin, introducing I/O bottlenecks without built-in support for asynchronous or batched processing. CGI's exacerbates these issues by design, providing no native mechanism for maintaining session state or database connections between invocations, necessitating external workarounds like files or that introduce conditions and additional . This of the from application logic, while simplifying initial deployment, inherently prioritizes over , rendering it unsuitable for or resource-intensive applications without extensions like . Debugging and error handling are also architecturally hampered, as failures in one process do not propagate meaningfully to the , and logs must be managed per-instance rather than centrally.

Alternatives and Successors

FastCGI and Similar Protocols

, developed by , Inc. in 1995–1996, extends the to enable higher performance by allowing to interface with long-running application processes rather than spawning new ones per request. This addresses CGI's primary limitation of process overhead, where each HTTP request incurs the cost of forking and executing a script, leading to issues under load. In , the communicates with external "FastCGI application servers" via a over sockets or Unix domain sockets, multiplexing multiple concurrent requests across a single connection to the same process pool. Application servers manage worker processes that remain resident in memory, processing requests and responses in a request-response cycle without reinitialization, which can yield performance gains of 5–10 times over traditional CGI in benchmarks involving repeated dynamic content generation. The protocol defines records for management (e.g., spawning or terminating workers), stdin/stdout data streams, and end-of-request markers, ensuring reliable separation of multiple requests even on shared transports. FastCGI supports language-agnostic deployment, with implementations for languages like , , and , and integration in servers such as , , and Lighttpd via modules like mod_fastcgi or spawn-fcgi. While it introduces minimal complexity compared to embedded server APIs, FastCGI requires careful process management to avoid resource exhaustion, such as through configurable process pools and timeouts. Similar protocols emerged to offer alternatives with varying trade-offs in simplicity and efficiency. SCGI (Simple Common Gateway Interface), specified in a concise ~100-line , simplifies by using a text-based without or complex record types, relying instead on single connections per request over or Unix sockets for direct app-server communication. It avoids CGI's per-request forking while being easier to implement, though less feature-rich for high-concurrency scenarios, and sees use in servers like Lighttpd via mod_scgi. The , native to the application server container (first released in 2010), provides a binary alternative optimized for low memory and CPU usage, claimed to outperform by up to 10 times in throughput due to tighter integration and features like data handling. supports fallback to or SCGI for compatibility but favors its proprietary with web servers like via the uwsgi module, emphasizing scalability for and async workloads. These protocols collectively bridge CGI's gaps but have been partially supplanted by containerized or embedded runtimes in modern deployments.

Modern Server-Side Technologies

PHP, a language first publicly released on June 8, 1995, addressed CGI's process-per-request overhead by integrating directly with web servers through modules such as mod_php for , which loads the PHP interpreter into the server's persistent process space, enabling efficient handling of multiple requests without repeated initialization. This approach, contrasted with CGI's spawning of new processes, significantly improves performance under load, as evidenced by benchmarks showing mod_php outperforming CGI equivalents by factors of up to 50% in request throughput for dynamic content generation. Modern PHP deployments often use PHP-FPM (FastCGI Process Manager), released in 2010, which pools worker processes for scalability while maintaining compatibility with diverse servers like . Node.js, launched on May 27, 2009, by , introduced an event-driven, non-blocking I/O model for server-side , leveraging the to execute code in a single-threaded that avoids CGI's fork-exec cycle entirely. This architecture excels in I/O-intensive applications, such as services, with frameworks like —first released in 2010—facilitating rapid development of RESTful APIs and handling millions of concurrent connections via asynchronous callbacks or promises. By 2025, Node.js powers approximately 1.6% of all websites but dominates in high-traffic scenarios due to its lightweight footprint and ecosystem, including , which hosts over 2 million packages. Serverless computing paradigms, emerging prominently with 's launch on November 13, 2014, further diverge from CGI by abstracting infrastructure management, executing code in response to events without provisioning or maintaining servers. Platforms like , Google Cloud Functions, and Azure Functions bill only for execution duration—typically in milliseconds—enabling auto-scaling to thousands of invocations per second, which contrasts CGI's resource-intensive model unsuitable for bursty workloads. In 2025 surveys, serverless adoption correlates with backend frameworks like those in (e.g., Flask or integrations) and , prioritizing developer productivity over low-level server configuration, though cold starts can introduce latency up to 100-500 ms in unoptimized functions. These technologies collectively prioritize and efficiency, rendering CGI obsolete for most production environments except niche, low-traffic cases.

Impact on Web Development

Historical Achievements

The Common Gateway Interface (CGI) was introduced in November 1993 by Rob McCool at the National Center for Supercomputing Applications (NCSA), initially as the CGP/1.0 specification before being renamed CGI two days later, with formal integration into NCSA HTTPd version 1.0 released on December 13, 1993. This protocol defined a standardized method for web servers to invoke external executable programs—typically scripts in languages like Perl or C—passing HTTP request details through environment variables, standard input, and command-line arguments, while capturing the program's output as dynamic HTTP responses. At a time when the World Wide Web primarily served static HTML documents, CGI represented a foundational breakthrough by enabling server-side execution of code in response to user requests, thus birthing practical dynamic web content generation. CGI's primary achievement was facilitating the web's transition from passive information delivery to interactive applications, powering early mechanisms for form handling, user authentication, and . For instance, it enabled the first widespread implementations of for tasks like guestbooks, hit counters, and simple database-driven pages, which were instrumental in demonstrating the web's potential beyond static files. By 1994, CGI had been adopted in major servers like httpd and early precursors, standardizing external program invocation across heterogeneous environments and supporting diverse scripting languages without requiring server recompilation. This portability accelerated developer adoption, with Perl CGI scripts becoming a for prototyping web applications due to Perl's text-processing strengths and cross-platform availability. A key milestone was CGI's role in enabling early and search prototypes; for example, it underpinned rudimentary online transaction systems and query interfaces that foreshadowed modern services, as servers could now interface with backend databases or external tools via scripts. Its specification's emphasis on simplicity—requiring no extensions—promoted rapid proliferation, with thousands of CGI-based applications deployed by the mid-1990s, including educational tools and portals at institutions like NCSA. Although later formalized in RFC 3875 as CGI/1.1 in 2004 to codify "current practice," the protocol's design proved enduringly influential, laying the causal groundwork for server-side paradigms by decoupling content generation from the core .

Current Relevance and Decline

CGI maintains limited relevance in contemporary primarily for scenarios prioritizing and simplicity over raw performance. Major web servers such as continue to support CGI natively, enabling its use for executing scripts in diverse languages without requiring persistent server processes. This enhances by ensuring each request runs in a short-lived , reducing risks from long-running application flaws, as noted in discussions on configurations. Recent benchmarks demonstrate viability at scale; for instance, CGI implementations in compiled languages like have handled over 2,400 requests per second on modest hardware, equating to more than 200 million daily requests. However, CGI's adoption has sharply declined since the late due to inherent limitations stemming from its design. Each HTTP request triggers the web server to spawn a new operating system process for the CGI script, incurring overhead from process creation, interpreter loading (for scripting languages), and cleanup—costs that accumulate under high concurrency and it inefficient compared to persistent-process alternatives. This per-request model contrasts with modern approaches like module-embedded interpreters (e.g., mod_php) or reusable process pools (e.g., ), which amortize startup costs across multiple requests and yield lower latency. The shift accelerated with the rise of integrated web frameworks and languages optimized for server-side execution, such as PHP's direct server embedding and Java servlets, which eliminated CGI's intermediary layer and improved integration with server resources. By the 2010s, CGI had become largely obsolete for new projects, confined to legacy maintenance or niche applications where its stateless purity outweighs drawbacks, though even Python's standard library deprecated certain CGI utilities in version 3.13 onward in favor of more efficient standards like WSGI. Overall, empirical evidence from developer surveys and server logs indicates CGI now represents a fractional share of dynamic content generation, supplanted by architectures better suited to the demands of scalable, real-time web services.

References

  1. [1]
    What is CGI (Computer-Generated Imagery)? - TechTarget
    Oct 18, 2023 · Computer-generated imagery (CGI) is the creation of still or animated visual content using imaging software. CGI is used to produce images ...Missing: milestones | Show results with:milestones
  2. [2]
    What is CGI? How CGI Works in Movies and Animation - StudioBinder
    Jan 2, 2025 · CGI stands for computer generated imagery, which is the use of computer graphics in art and media. These can be 2D or 3D animations, objects, or renderings.
  3. [3]
    Computer Generated Imagery (CGI): The Tech Of Future - G2
    Jul 18, 2024 · The history of CGI technology can be traced back to the 1950s when filmmakers used mechanical computers to create patterns onto animation cels ( ...Missing: definition milestones<|separator|>
  4. [4]
    A History Of CGI In The Movies - Empire Magazine
    Dec 17, 2010 · Significance: Cinema's first 2D computer images · 1976. Signifance: First 3D computer graphics ; Signifiance: 3D wireframe graphics · : 1982.
  5. [5]
    The History of CGI in Movies - Stikky Media
    From the stunning photo-realistic CGI we see in movies today to their humble origins, let's walk through the history of how CGI has been used in movies.Missing: controversies | Show results with:controversies
  6. [6]
    The Evolution of CGI in Film: From Jurassic Park to the Avengers
    Apr 22, 2023 · Additionally, some filmmakers have been criticized for using CGI to replace practical effects entirely, resulting in films that feel artificial ...Early Days Of Cgi · Cgi In The 1990s · Modern-Day Cgi
  7. [7]
    CGI did, in fact, ruin movies - by Erik Hoel - The Intrinsic Perspective
    Feb 2, 2022 · Once just a replacement for props and animatronics, CGI has now swallowed up all of cinema, all backgrounds as well—our skies are not our skies ...
  8. [8]
    The Rise and Decline of CGI in Today's Cinema
    Mar 27, 2023 · The overuse of CGI in films like the Star Wars prequels and Transformers series was criticized for prioritizing spectacle over substance.<|control11|><|separator|>
  9. [9]
    CGI in film: a 21st century retrospective - Meer
    Oct 3, 2024 · From the early 2000s to the present day, the journey of CGI in cinema has been marked by remarkable achievements and significant missteps.
  10. [10]
    1993: CGI Scripts and Early Server-Side Web Programming
    Mar 24, 2021 · The Common Gateway Interface (CGI) in 1993 is the start of web applications. On the early Web, it typically takes the form of Perl scripts ...Missing: origins | Show results with:origins
  11. [11]
    All Software is Legacy - Lee J
    Feb 22, 2016 · 17 Nov '93: Rob McCool releases “CGP/1.0 specification”[7], renamed to CGI two days later. 13 Dec '93: NCSA httpd 1.0 released, with “CGI” ...
  12. [12]
    WWW-Talk Oct-Dec 1993: CGI/1.0: last call
    Dec 4, 1993 · implemented most of the specification for the next version of NCSA httpd, and haven't hit any major snags, which is a good sign. The night ...<|separator|>
  13. [13]
  14. [14]
    RFC 3875 - The Common Gateway Interface (CGI) Version 1.1
    The Common Gateway Interface (CGI) is a simple interface for running external programs, software or gateways under an information server in a platform- ...
  15. [15]
    What is Common Gateway Interface (CGI)? - Stack Overflow
    Jan 18, 2010 · For a while CGI was an IETF Internet Draft and as such had an expiry date. It expired with no update so there was no CGI 'standard'. It is ...
  16. [16]
    Information on RFC 3875 - » RFC Editor
    The interface has been in use by the World-Wide Web (WWW) since 1993. This specification defines the 'current practice' parameters of the 'CGI/1.1' interface ...
  17. [17]
    FastCGI Specification
    FastCGI is an open extension to CGI that provides high performance for all Internet applications without the penalties of Web server APIs.
  18. [18]
    Overview of the Common Gateway Interface - cgicc - GNU.org
    The Common Gateway Interface (CGI) is a standard for external gateway programs to interface with information servers, such as HTTP servers.
  19. [19]
    Apache Tutorial: Dynamic Content with CGI
    This simple Perl CGI program will display all of the environment variables that are being passed around. ... input ( STDIN ) and standard output ( STDOUT ).
  20. [20]
    Apache Tutorial: Dynamic Content with CGI
    This document will be an introduction to setting up CGI on your Apache web server, and getting started writing CGI programs. top. Configuring Apache to permit ...
  21. [21]
    CGI <cgi> - IIS - Microsoft Learn
    Mar 22, 2022 · The <cgi> element configures default settings for CGI applications in IIS 7, defining the environment for launching CGI processes.
  22. [22]
    How to run CGI scripts on Nginx - Stack Overflow
    Jul 26, 2012 · The typical solution for this is to run your Perl script as a fastCGI process and edit the nginx config file to re-direct requests to the fastCGI process.Need help on Nginx CGI ConfigurationRunning CGI scripts on NGINX - phpMore results from stackoverflow.com
  23. [23]
    Module ngx_http_fastcgi_module - nginx
    The ngx_http_fastcgi_module module allows passing requests to a FastCGI server. Example Configuration. location / { fastcgi_pass localhost:9000; fastcgi_index ...fastcgi_bind · fastcgi_buffering · fastcgi_cache_path · fastcgi_cache_purge
  24. [24]
    Perl and CGI
    Nov 12, 2018 · CGI stands for Common Gateway Interface, it's a protocol for executing scripts via web requests, and in the late 1990's was the main way to write dynamic ...
  25. [25]
    CGI - Handle Common Gateway Interface requests and responses
    CGI.pm is a stable, complete and mature solution for processing and preparing HTTP requests and responses.
  26. [26]
    cgi — Common Gateway Interface support — Python 3.14.0 ...
    This module is no longer part of the Python standard library. It was removed in Python 3.13 after being deprecated in Python 3.11.
  27. [27]
    What Is CGI? Functions & Scripting Languages Explained (2025)
    C and C++: Selected for performance-critical CGI scripting, C and C++ deliver unmatched speed and system-level access. These languages, while powerful, ...
  28. [28]
    Common Gateway Interface (CGI) - GeeksforGeeks
    Jul 11, 2025 · The Common Gateway Interface (CGI) is a standard that facilitates communication between web servers and external databases or information sources.
  29. [29]
    1995: PHP Launches As Server-Side CGI Scripts Toolset
    what we now commonly call a framework — built on top of the CGI system that Rob ...
  30. [30]
    What Is Common Gateway Interface? | phoenixNAP IT Glossary
    Aug 26, 2024 · CGI (Common Gateway Interface) was widely used in the early days of the web to enable dynamic content generation by allowing web servers to ...
  31. [31]
    What is a Common Getaway Interface (CGI)? - CooliceHost.com
    Common Gateway Interface (CGI) is a computing interface protocol that allows web servers to execute an external application, often to handle user requests.
  32. [32]
    World Wide Web CGI (Common Gateway Interface) Programming in C
    Environment variables are not the only input mechanism available in CGI. It's also possible for input to arrive via the standard input, to be read with ...<|separator|>
  33. [33]
    Chapter 6 -- Examples of Simple CGI Scripts
    Examples of Simple CGI Scripts · E-Mail Gateways · Feedback or Comment Scripts · A Visitor Guest Book Script · Page-Hit Counters · Web-Based Bulletin-Board Systems.
  34. [34]
    CHAPTER 6 Examples of Simple CGI Scripts - rigacci.org
    WWWBoard is a set of Perl CGI scripts and HTML forms. Because the scripts are Perl, you can modify them, if needed, to run on any platform that has Perl ...<|separator|>
  35. [35]
    The History of Search Engines - Audits.com
    Jul 3, 2024 · Aliweb (Archie Like Indexing for the Web) is widely considered to be the first web search engine. Launched in November 1993, Aliweb allowed ...Before search engines · – The dawn of search engines · monopolistic giant is born
  36. [36]
    What is CGI(common gateway interface) and is it still used today?
    Apr 25, 2025 · It was relatively quickly replaced by things like PHP, ASP, and JSP that can integrate more directly with servers, and while you probably still ...ELI5: What does a CGI (Common Gateway Interface) do? What is its ...Does anyone still use CGI (common gateway interface) : r/sysadminMore results from www.reddit.com
  37. [37]
    What are CGI scripts used for these days? - Stack Overflow
    Jul 21, 2009 · CGI is used for basic applications, embedded systems, legacy sites, and tools like Webmin and GitWeb, though mostly as small bits of code.
  38. [38]
    Command Injection - OWASP Foundation
    Command injection is an attack in which the goal is execution of arbitrary commands on the host operating system via a vulnerable application.Examples · Example 1 · Example 4
  39. [39]
    [PDF] Common Gateway Interface, CGI, at a Glance - GIAC Certifications
    Many web servers have insecure CGI programs that are actually supplied with the default installation program. For instance the PHF. Phone Book Script is a very ...
  40. [40]
  41. [41]
    Path Traversal | OWASP Foundation
    A path traversal attack (also known as directory traversal) aims to access files and directories that are stored outside the web root folder.
  42. [42]
    Directory Traversal Attack: Path traversal explained - Acunetix
    Directory traversal or Path Traversal is an HTTP attack that allows attackers to access restricted directories and execute commands outside of the web server's ...
  43. [43]
    Common gateway interface vulnerability - Beagle Security
    Apr 2, 2024 · CGI vulnerabilities can be exploited to launch DoS attacks, causing the web server to become unresponsive or crash, disrupting service ...
  44. [44]
    Uncovering Common Gateway Interface (CGI) Vulnerabilities
    Apr 27, 2024 · Real-World Examples. 1. Shellshock: A critical CGI vulnerability in the Bash shell, allowing remote code execution on vulnerable servers. 2 ...<|separator|>
  45. [45]
    Critical CVE-2024-4577: PHP CGI Argument Injection Vulnerability
    Jun 13, 2024 · The CVE-2024-4577 vulnerability allows an attacker to remotely execute malicious commands on Windows servers hosting a PHP system.
  46. [46]
    Writing Safe CGI Programs
    In fact, the best way to make any CGI secure is to completely isolate the input data from any possible abuse. Suppose a field on the form has just three ...
  47. [47]
    WWW Security FAQ: CGI Scripts - W3C
    CGI scripts can present security holes in two ways: CGI scripts are potential security holes even though you run your server as nobody.
  48. [48]
    Process creation overhead - USENIX
    We observe that fork() time increases as the program runs, starting as low as 0.3 msec. These calls stem from the SpecWeb99 workload's requirement that 0.15% ...Missing: performance | Show results with:performance
  49. [49]
    mod_perl: Performance Tuning - The Apache Software Foundation
    Feb 15, 2014 · CGI.pm is a big module that by default postpones the compilation of its methods until they are actually needed, thus making it possible to use ...
  50. [50]
    Serving a half billion requests per day with Rust + CGI - Lobste.rs
    Oct 1, 2025 · CGI = each request runs its own process. Even that 60 VCPUs can only spawn around ~5800 processes a second. If you keep those processes in ...
  51. [51]
    Stop Using CGI - EmbedThis
    Oct 2, 2022 · CGI is slow, clumsy, insecure, and ancient. It creates new processes for each request, is slow, and has security vulnerabilities. It is not up ...
  52. [52]
    Common Gateway Interface (CGI) - cmrtpoint
    Key Limitations and Drawbacks of CGI · Performance Overhead (Process Creation): The most critical drawback was the overhead associated with process creation.
  53. [53]
    What is Common Gateway Interface(CGI) - DEV Community
    Aug 10, 2024 · Introduced in the Early 1990s: CGI was one of the first technologies used to create dynamic content on the web. Standardized by the NCSA: The ...
  54. [54]
    The Problems With CGI | Mike Friedman [blogs.perl.org]
    Dec 21, 2009 · HTTP is a stateless protocol. The use of environment variables adds unnecessary state to the system. In a vanilla CGI, this doesn't matter. In a ...
  55. [55]
    Architecture-Based Performance Loss - Global Spin
    In short, CGI has performance problems. In general, the performance problems are solely due to the architecture of CGI processes in relation to the Web server.
  56. [56]
    [PDF] Using FastCGI with Apache HTTP Server 2.4
    Apr 10, 2014 · The FastCGI protocol was originally developed in. 1995–1996 for a web server from Open Market, perhaps in response to the NSAPI programming ...
  57. [57]
    FastCGI A High-Performance Web Server Interface
    FastCGI is a fast, open, and secure Web server interface that solves the performance problems inherent in CGI, without introducing the overhead and complexity ...1. Introduction · 2. Fastcgi Interface · 4. Fastcgi Application...
  58. [58]
    Understanding and Implementing FastCGI Proxying in Nginx
    Dec 8, 2014 · FastCGI is a protocol based on the earlier CGI, or common gateway interface, protocol meant to improve performance by not running each request ...
  59. [59]
    Chris's Wiki :: blog/programming/SCGIvsFastCGI
    May 7, 2006 · SCGI is dirt simple; the specification is only 100 lines long, and you can implement either end of it in the language of your choice in an ...
  60. [60]
    SCGI - Python
    The SCGI protocol is a replacement for the Common Gateway Interface (CGI) protocol. It is a standard for applications to interface with HTTP servers. It is ...Missing: history | Show results with:history
  61. [61]
    Quickstart for Python/WSGI applications — uWSGI 2.0 documentation
    uWSGI natively speaks HTTP, FastCGI, SCGI and its specific protocol named “uwsgi” (yes, wrong naming choice). The best performing protocol is obviously uwsgi ...Installing Uwsgi With Python... · Deploying Django · Security And Availability
  62. [62]
    Difference between gateway protocols CGI, FastCGI, WSGI - SoByte
    Nov 13, 2021 · FastCGI is a scalable, high-speed interface for communicating between HTTP servers and dynamic scripting languages. FastCGI is supported by most ...<|separator|>
  63. [63]
    What's the difference between CGI, FastCGI, PHP-FPM, DSO ...
    Apr 3, 2024 · FastCGI is an improved version of CGI that addresses some of its performance limitations. With FastCGI, PHP processes are kept running ...Missing: advantages | Show results with:advantages
  64. [64]
    Performance; PHP vs CGI vs mod_wsgi - Google Groups
    comparable. The overall total for the PHP pages was about 14 seconds, for CGI about 23 seconds and for WSGI about 35 seconds. were very uneven, with a low of ...
  65. [65]
    Difference between PHP-CGI and PHP-FPM - BaseZap
    Nov 9, 2018 · PHP-CGI is a legacy, inefficient method with better security, while PHP-FPM is faster, handles heavy loads, but has lower security. PHP-CGI is ...
  66. [66]
    About Node.js
    Node.js® is a free, open-source, cross-platform JavaScript runtime environment that lets developers create servers, web apps, command line tools and ...
  67. [67]
    The History and Purpose of Node.js: Revolutionizing Server-Side ...
    Dec 5, 2024 · In 2009, a software engineer named Ryan Dahl introduced Node.js, a framework that promised to revolutionize server-side programming. By ...
  68. [68]
    Technology | 2025 Stack Overflow Developer Survey
    It saw a 7 percentage point increase from 2024 to 2025; this speaks to its ability to be the go-to language for AI, data science, and back-end development.
  69. [69]
    Understanding the difference between traditional and serverless ...
    This topic provides an overview a traditional application development, then explain the shift in thinking needed shift to serverless development.
  70. [70]
    What is serverless? - Red Hat
    Mar 3, 2025 · Serverless is a cloud-native development model that allows developers to build and run applications without having to manage servers.
  71. [71]
    10 Best Backend Frameworks in 2025 - Radixweb
    Sep 25, 2025 · Most Popular Backend Frameworks for 2025 · 1. ASP.NET Core · 2. Django · 3. Laravel · 4. Ruby on Rails · 5. Express.js · 6. CakePHP · 7. Flask · 8.
  72. [72]
    Historical context and evolution of CGI. - GeeksforGeeks
    Jul 23, 2025 · Processing forms was one of the earliest uses of CGI scripts. In the ... Rob McCool, the author of the NCSA HTTPd Web server; John ...
  73. [73]
    What is the role of CGI in Web development? - GeeksforGeeks
    Jul 23, 2025 · Form Handling: CGI scripts are commonly used to handle HTML forms submitted by users. The data from these forms is sent to the server, processed ...
  74. [74]
    The web developer's career – how it has evolved | Robert Half
    Mar 22, 2016 · The introduction of the Common Gateway Interface (CGI) system was pivotal as it allowed websites to interact with users. As the internet gained ...
  75. [75]
    Is cgi (common gateway interface) dead? - apache - Stack Overflow
    Sep 23, 2009 · CGI is not dead, though legacy, and still used for security, and is supported by major web servers. It's on life support, not fully dead.What is Common Gateway Interface (CGI)?Performance issues on IIS7 and CGI (versus IIS6)More results from stackoverflow.comMissing: issues | Show results with:issues
  76. [76]
    Serving 200 million requests per day with a cgi-bin
    Jul 5, 2025 · Most importantly, CGI programs, because they run as separate processes, are excellent at taking advantage of many CPUs! Maybe we should start ...Missing: modern | Show results with:modern
  77. [77]
    Why are CGI scripts no longer popular, despite their previous ...
    Jul 12, 2024 · CGI (Common Gateway Interface) was (and still is) a way of invoking an external program from a web server. · Perl was a common choice for writing ...Why is CGI not used anymore for web applications? - QuoraWhat has replaced CGI (common gateway interface) in today's web?More results from www.quora.com
  78. [78]
    python - Drop-in replacement for the cgi module - Stack Overflow
    Jun 18, 2024 · The Python CGI package is a drop-in replacement for the cgi package, which was removed from Python 3.13 onwards.