initrunner

Translate natural language image descriptions into detailed, structured DALL-E prompts with subject, style, composition, lighting, and mood specifications.

Decompose mathematical problems into sub-expressions, evaluate each one with the calculator tool, and present the full working chain. Handles arithmetic, trigonometry, logarithms, and financial formulas.

Compare two or more PDF documents by extracting targeted sections, building a structured comparison matrix, and highlighting differences with page references.

Extract structured data from web pages using browser snapshot and text tools, then process it into tables, comparisons, or summaries using Python.

Analyze endpoint latency trends using historical check data from memory. Detects slow degradation, spikes vs sustained issues, and calculates baseline deviations.

Validate API response structure and content. Detects schema drift, unexpected null values, and abnormal response sizes.

Check SSL/TLS certificate expiry and chain validity using openssl. Alerts on certificates expiring within 30 days.

Classify incoming emails into triage categories using content analysis, sender profile memory, and thread detection. Produces a category (URGENT, REPLY_NEEDED, FYI, NEWSLETTER, NOTIFICATION, SPAM) with confidence and reasoning.

Draft context-aware email replies that match sender tone, reference thread history, and follow the user's style preferences. Presents drafts for review before sending.

Curl-based HTTP endpoint probing and response validation. Tests status codes, response bodies, headers, and schema conformance against expected contracts.

Shell-based database connectivity and integrity checks. Verifies that databases are reachable, schemas match expectations, and data integrity constraints hold.

Environment variable validation and configuration verification. Checks that required variables are set, config files parse correctly, ports are available, and system dependencies meet version requirements.

Health endpoint verification and dependency status checks. Probes standard health paths, validates dependency connectivity, and reports overall service readiness.

Dockerfile security review. Checks for running as root, leaked secrets in build layers, insecure base images, and missing best practices.

JavaScript and Node.js security scanning. Checks dependency vulnerabilities via npm audit and source patterns for XSS, eval, and prototype pollution.

Python static analysis using bandit. Identifies injection, deserialization, unsafe exec/eval, weak crypto, and hardcoded credentials in Python code.

Detect hardcoded secrets, API keys, tokens, and credentials in source code using pattern matching. Covers AWS, GitHub, Slack, Stripe, and generic high-entropy strings.

Running coverage tools, interpreting coverage reports, identifying high-risk gaps, and prioritizing which uncovered code to test first.

Systematic edge-case identification including boundary values, null inputs, type mismatches, and error path testing.

Jest and Vitest testing patterns including describe/it blocks, expect matchers, mocking, and async test strategies for JavaScript and TypeScript.

Mock, patch, fake, and stub patterns for isolating dependencies in Python and JavaScript test suites.

Pytest best practices including fixtures, parametrize, markers, and assertion patterns for Python test suites.

Diagnose and fix Kubernetes pods, services, networking, storage, and rollout failures with kubectl. Safety-first, read-only by default.

Summarize long text, articles, or documents into concise bullet points.

Web research tools for fetching and reading web pages. Use when the agent needs to browse the web or make HTTP API calls.