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Implements shell-like invocation semantics where code execution integrates into Unix pipelines and shell scripts, enabling integration with existing DevOps tooling and local development workflows.","intents":["Execute Python scripts from a shell script without installing Python locally","Pipe data through BondAI code execution in a Unix pipeline","Integrate code execution into Makefile or bash automation scripts","Test code snippets from the command line during development"],"best_for":["DevOps engineers and SREs building infrastructure automation","Data engineers integrating code execution into ETL pipelines","Solo developers preferring CLI-first workflows"],"limitations":["CLI invocation adds process startup overhead (~100-500ms) compared to persistent API connections","No interactive REPL mode — each invocation is stateless unless explicitly managing session state via files","File I/O patterns require explicit path handling and may have permission restrictions on the BondAI server","Large output results may be truncated or buffered depending on terminal/pipe capacity"],"requires":["BondAI CLI binary installed and in PATH","Shell environment (bash, zsh, sh, or compatible)","Read/write permissions to input/output files","Network access to BondAI server (if remote execution)"],"input_types":["code (inline via arguments or from files)","file paths (for reading input data)","command-line arguments and flags"],"output_types":["stdout (console output)","stderr (error messages)","exit codes (0 for success, non-zero for failure)","output files (if specified)"],"categories":["automation-workflow","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-bondai__cap_3","uri":"capability://code.generation.editing.multi.language.code.execution.with.language.auto.detection","name":"multi-language code execution with language auto-detection","description":"Executes code written in multiple programming languages (Python, JavaScript, shell/bash) with automatic language detection based on file extension or explicit language specification. Routes code to the appropriate runtime interpreter on the server, handling language-specific syntax and execution semantics transparently to the caller.","intents":["Execute heterogeneous code snippets in a single application without language-specific client logic","Build a polyglot code execution backend that supports teams using different languages","Create a code evaluation tool that accepts code in any supported language","Implement a multi-language agent that can execute code in the most appropriate language for a task"],"best_for":["Polyglot development teams needing unified code execution","LLM agents that generate code in multiple languages","Educational platforms teaching multiple programming languages"],"limitations":["Language support is fixed to what's installed on the BondAI server — no dynamic language installation","Cross-language interoperability (calling Python from JavaScript) not supported — each execution is isolated","Language-specific libraries and dependencies must be pre-installed on the server","Performance characteristics vary significantly by language (Python startup ~500ms, Node.js ~300ms, bash ~50ms)"],"requires":["Python 3.x runtime installed on BondAI server","Node.js runtime installed on BondAI server","Bash/shell interpreter available on BondAI server","Language-specific package managers (pip, npm) if using external dependencies"],"input_types":["Python code (.py files or inline)","JavaScript code (.js files or inline)","Shell scripts (.sh files or inline)","language specification parameter"],"output_types":["stdout/stderr from any language","exit codes","structured results (JSON, text)"],"categories":["code-generation-editing","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-bondai__cap_4","uri":"capability://automation.workflow.error.handling.and.execution.result.reporting","name":"error handling and execution result reporting","description":"Captures and reports execution errors (syntax errors, runtime exceptions, timeouts) with detailed error messages, stack traces, and exit codes. Implements structured error responses that distinguish between code errors, system errors, and timeout conditions, enabling client-side error handling and debugging workflows.","intents":["Distinguish between code bugs and infrastructure failures when executing user-submitted code","Display meaningful error messages to end users without exposing server internals","Implement retry logic based on error type (transient vs permanent failures)","Debug code execution failures in an LLM agent workflow"],"best_for":["SaaS platforms executing user code and needing to report errors clearly","LLM agents that need to understand execution failures and retry intelligently","Development tools that surface code errors to developers"],"limitations":["Error messages are language-specific and may not be standardized across Python/JavaScript/shell","Stack traces may expose internal file paths or system information — requires sanitization for security","Timeout errors don't provide partial results — execution is terminated completely","Out-of-memory errors may crash the entire BondAI process if not properly isolated per execution"],"requires":["BondAI server with error capture enabled","Client-side error parsing logic for language-specific error formats"],"input_types":["code (any supported language)"],"output_types":["error messages (text)","stack traces (structured or raw)","exit codes (non-zero for failures)","error type classification (syntax, runtime, timeout, etc.)"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-bondai__cap_5","uri":"capability://automation.workflow.execution.timeout.and.resource.control","name":"execution timeout and resource control","description":"Enforces configurable timeout limits on code execution to prevent runaway processes from consuming server resources indefinitely. Implements process termination on timeout with configurable timeout values per request, enabling resource-aware execution policies and preventing denial-of-service scenarios.","intents":["Prevent infinite loops in user-submitted code from hanging the server","Set different timeout policies for different code execution contexts (quick tests vs batch jobs)","Implement fair resource sharing when multiple users submit code simultaneously","Protect against accidental or malicious resource exhaustion"],"best_for":["Multi-tenant SaaS platforms executing untrusted user code","Public APIs that accept code execution requests from external clients","Batch processing systems with strict SLA requirements"],"limitations":["Timeout enforcement is process-level — cannot interrupt code mid-execution, only terminate the process","No partial result recovery — timed-out code execution returns no output","Timeout values are static per request — no dynamic adjustment based on system load","Resource limits are timeout-only — no CPU, memory, or disk I/O quotas"],"requires":["BondAI server with timeout enforcement enabled","Configurable timeout parameter in API requests (default timeout value unknown)"],"input_types":["code (any supported language)","timeout value (in seconds or milliseconds)"],"output_types":["execution result (if completed before timeout)","timeout error (if execution exceeded limit)"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-bondai__cap_6","uri":"capability://automation.workflow.code.execution.state.isolation.between.requests","name":"code execution state isolation between requests","description":"Each code execution request runs in an isolated execution context with no shared state from previous executions, preventing variable pollution and ensuring reproducibility. Implements per-request process or interpreter instance creation, guaranteeing that code from one request cannot access or modify state from another request.","intents":["Execute multiple code snippets independently without cross-contamination","Ensure reproducible results when the same code is executed multiple times","Prevent security vulnerabilities where one user's code could access another user's variables","Build a stateless code execution service suitable for serverless deployments"],"best_for":["Multi-tenant platforms where code isolation is a security requirement","Stateless microservices architectures","Testing frameworks that need isolated test execution"],"limitations":["State isolation adds overhead — each request requires process/interpreter startup (~100-500ms)","No persistent state between requests — cannot maintain session variables across multiple API calls","Shared resources (files, network connections) may still be accessible across requests if not properly sandboxed","Memory overhead increases with concurrent requests since each execution requires separate interpreter instance"],"requires":["BondAI server with per-request isolation enabled (default behavior assumed)"],"input_types":["code (any supported language)"],"output_types":["execution result (isolated to single request)"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-bondai__cap_7","uri":"capability://code.generation.editing.standard.library.and.dependency.availability","name":"standard library and dependency availability","description":"Provides access to standard libraries for each supported language (Python stdlib, Node.js built-ins, bash utilities) and allows importing external packages that are pre-installed on the BondAI server. Code can use import/require statements to access both standard and third-party libraries, with availability depending on server-side installation.","intents":["Use NumPy, Pandas, or other data science libraries in Python code execution","Import npm packages in JavaScript code execution","Access system utilities and command-line tools in shell scripts","Build data processing pipelines that rely on external libraries"],"best_for":["Data science and analytics workflows requiring scientific computing libraries","Backend services that need to execute code with external dependencies","Automation scripts that rely on system utilities"],"limitations":["Library availability is fixed to what's pre-installed on the BondAI server — no dynamic package installation","No package version pinning — code may break if server updates library versions","Large libraries (TensorFlow, PyTorch) may not be available due to server resource constraints","No isolation between library versions — conflicting dependencies cannot coexist"],"requires":["BondAI server with required libraries pre-installed","Knowledge of which libraries are available on the server","Python 3.x with pip for Python dependencies, Node.js with npm for JavaScript"],"input_types":["Python code with import statements","JavaScript code with require/import statements","Shell scripts with command invocations"],"output_types":["execution results using imported libraries","error messages if library is not available"],"categories":["code-generation-editing","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":26,"verified":false,"data_access_risk":"high","permissions":["BondAI server instance running (deployment method unknown from docs)","HTTP client library (curl, axios, requests, etc.)","Network connectivity to BondAI endpoint","Appropriate language runtimes installed on BondAI server (Python 3.x, Node.js, bash)","WebSocket client library (ws, socket.io, native browser WebSocket API)","BondAI server with WebSocket endpoint enabled","Network supporting persistent connections (may require proxy configuration in corporate environments)","BondAI CLI binary installed and in PATH","Shell environment (bash, zsh, sh, or compatible)","Read/write permissions to input/output files"],"failure_modes":["No built-in sandboxing or resource limits — requires external containerization (Docker) for security isolation","Synchronous execution model may timeout on long-running computations without async job queuing","No persistent state between requests unless explicitly managed via external storage","Network latency adds 50-200ms overhead per request compared to local execution","WebSocket connections require persistent network state — not suitable for stateless serverless deployments","Message ordering and delivery guarantees depend on underlying WebSocket implementation — no built-in retry logic","Streaming large binary outputs (images, files) requires base64 encoding, increasing payload size by ~33%","Client-side buffering of streamed output can consume significant memory for very long-running processes","CLI invocation adds process startup overhead (~100-500ms) compared to persistent API connections","No interactive REPL mode — each invocation is stateless unless explicitly managing session state via files","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.26,"ecosystem":0.25,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.28,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-06-17T09:51:02.371Z","last_scraped_at":"2026-05-03T14:00:10.321Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=bondai","compare_url":"https://unfragile.ai/compare?artifact=bondai"}},"signature":"xNJe5JSbvT6yh7DDov4SO44f7k8u8PnyJsRsq8MrWecRGydHyly3hcFrNwWfrQlEYYrmfxfjfHf58MNPqYYvAQ==","signedAt":"2026-06-22T09:21:22.419Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/bondai","artifact":"https://unfragile.ai/bondai","verify":"https://unfragile.ai/api/v1/verify?slug=bondai","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}