Post-Hoc Recovery Evaluation: Measuring Agent Recovery After Unsafe Tool Execution
A research project that makes recovery a first-class evaluation object: injecting controlled, sandboxed unsafe-execution events into agent benchmarks and measuring...
A command-line tool that generates mock API servers from OpenAPI specs in seconds.

Innovation Idea · Intermediate · JavaScript, API Design
Frontend developers lose days waiting for backend APIs. Existing mocking tools are GUI-focused, require accounts, or have complex setups. There is no zero-configuration CLI tool that turns an OpenAPI spec into a working mock server.
Build a CLI tool that takes an OpenAPI/Swagger spec and immediately starts a local mock server with realistic, schema-aware data. One command, zero configuration.
Node.js CLI with Commander.js. OpenAPI 3.x parsing. Schema-to-mock-data generator. Express server.
Delay simulation, error injection, request logging, custom overrides, TypeScript generation.
npm publish, documentation, OpenAPI 2.x support, proxy fallback.
Prism focuses on validation and has a complex setup. This tool prioritizes zero-configuration instant startup.
A research project that makes recovery a first-class evaluation object: injecting controlled, sandboxed unsafe-execution events into agent benchmarks and measuring...
A research project that answers the question every failed agent run raises: which step broke it? Building an attributed corpus...
A research project that audits the measurement instruments themselves: applying the ABC validity-checklist methodology to agent-security benchmarks to find task-validity...
Published on September 2, 2026
A team of developers, researchers, and innovators who review and publish practical ideas for builders and creators.
Published on September 2, 2026
A team of developers, researchers, and innovators who review and publish practical ideas for builders and creators.