
Audit designs for quality issues — contrast, spacing, typography, accessibility, color blindness safety. Provides actionable improvement suggestions with severity scoring.
Create videos programmatically — marketing videos, data visualizations, social media content, tutorials, and brand videos using ffmpeg-based rendering with declarative JSON composition specs.
Static Application Security Testing — scan TypeScript/JavaScript source code for SQL injection, XSS, SSRF, path traversal, command injection, hardcoded secrets, insecure crypto, auth bypass, prototype pollution, and more. 14 built-in rules mapped to OWASP Top 10 and CWE.
Analyze and optimize Dockerfiles — reduce image size, improve layer caching, fix security issues.
Sends messages between agents, broadcasts to channels, and retrieves message history for inter-agent communication.
Spawns, manages lifecycle, and terminates autonomous AI agents from the 40+ built-in agent catalog.
Processes multiple documents through the OCR pipeline in batch with progress tracking.
Generate color palettes, evaluate contrast ratios, simulate color blindness, and create full light/dark themes from a single seed color. Uses OKLCH for perceptual uniformity.
Analyze SQL queries — suggest indexes, detect N+1 patterns, explain execution plans.
Audit project dependencies for known CVEs, license compliance, typosquatting, and supply chain integrity risks. Cross-references packages against vulnerability databases.
Animated desktop character state machine for Sven's Tauri companion app. Manages character form (ORB, ARIA, REX, ORION), state transitions (idle→thinking→speaking→celebrating), walk cycles, thought bubbles, sound effects, and real-time agent event sync.
Extracts text from documents and images using GLM-OCR with multi-language, table, handwriting, math, and code detection.
Generates extractive summaries from documents with configurable style, key point extraction, and document comparison.
Works with the document pipeline to produce translated summaries and translated OCR output.
Send/search emails via a generic IMAP/SMTP bridge (or vendor API).
Generate contextual email replies — analyze incoming email and produce an appropriate response.
Extracts structured fields from identity documents (passports, driver's licenses, national IDs) with PII-safe handling.
Generate images via OpenAI (DALL-E / gpt-image-1) or Stable Diffusion (AUTOMATIC1111-compatible) endpoints.
Audit Docker Compose services, TLS certificates, and environment files for security misconfigurations. Checks for privileged containers, dangerous capabilities, host mounts, exposed ports, hardcoded secrets in compose, weak TLS, and insecure env vars.
Multi-model deliberation system. Sends queries to multiple LLMs simultaneously, has them peer-review each other's responses anonymously, then a chairman model synthesizes the best answer. Supports configurable council composition, voting strategies, and cost tracking.
Manages the compute mesh device registry — register, query, heartbeat, opt-in/out, and view aggregate mesh stats.
Schedules work units to mesh devices based on capability matching, load balancing, battery awareness, and priority.
Interactive educational autograd engine — port of Karpathy's micrograd. Build, train, and visualise tiny neural networks step-by-step to learn how backpropagation works.
Manages the model catalog — register, unregister, query models by task or status, set defaults, and check health.
Fine-tuning pipeline for small open models using LoRA/QLoRA. Trains domain-specific adapters from conversation logs, codebase files, or custom datasets. Pre-built recipes for writing style, codebase conventions, and domain vocabulary. Exports to LiteLLM for immediate use.
Generate CSS animations with proper easing, timing, spring physics, stagger patterns, and prefers-reduced-motion accessibility fallbacks.
Create PDF documents from structured content — headings, paragraphs, tables, lists, and page breaks.
Create PowerPoint-compatible presentations (.pptx) with slides, titles, bullet points, and speaker notes.
Manage Sven's proactive notification configuration — enable/disable notifications, set quiet hours, configure cooldowns, manage trigger rules and delivery channels.
Send proactive messages to the user through configured channels. Allows Sven to autonomously reach out with questions, alerts, progress updates, or any message without waiting for user input.
Explain quantum computing concepts, algorithms, and gates with visual circuit diagrams. Educational tool for understanding quantum mechanics.
Generate quantum-quality random numbers using Hadamard superposition measurement. Returns bits, bytes, entropy score, and randomness analysis.
Extracts vendor, items, totals, tax, and payment information from receipt images and scans.
Schedule a message to be sent to the user at a specific future time via the Sven companion app. Use this when the user asks Sven to send them a reminder, notification, or any message at a specific time.
Teaches Sven how to extend himself — create new skills, write handlers, understand codebase conventions, and use the skill authoring system. This is Sven's guide to coding himself.
Teaches Sven how to use his own self-healing pipeline — diagnose issues, scan code, propose fixes, deploy, rollback, and introspect heal history. This is Sven's operational playbook for maintaining himself.
Introspects Sven's own architecture, capabilities, codebase structure, service topology, and current operational state. Use when Sven needs to describe himself, explain what he can do, or reference his own systems.
Detects and extracts tables from documents, outputting structured data or Markdown-formatted tables.
Generate modular type scales, recommend font pairings by mood, create fluid responsive typography, and analyze text readability metrics.
Automated web testing advisor — generate Playwright test scripts, accessibility checks, and performance audits.
Runs benchmark suites against models, tracks ELO rankings, manages A/B tests, and generates performance reports.
Routes inference requests to the optimal available model based on task type, quality priority, latency budget, and VRAM constraints.
Benchmark quantum circuits — quantum volume estimation, gate timing, simulator performance, and backend comparison across different hardware profiles.
Optimize prompts and context windows to reduce token usage while preserving quality.
AI-powered driver assistant and legal shield for 47Plate — diagnoses warning lights from photos, generates ticket appeal PDFs with dashcam evidence, checks STAS 1848 road sign compliance, reads OBD-II diagnostic trouble codes, and OCR-extracts receipts/invoices for TCO dashboards.
Draft professional emails from context — compose, format, suggest subject lines and tone.
Extracts code from screenshots using OCR with code-aware detection and syntax preservation.
Searches across processed documents for keywords, entities, and semantic matches.
Extracts named entities (people, organizations, dates, currency, PII) from document text with optional PII redaction.
Unified security posture reporting — combines SAST, dependency audit, secret scan, infrastructure scan, and pentest results into a single scored report with OWASP and SOC 2 compliance mapping, top risks, and remediation recommendations.
Build and run quantum circuits on the Sven quantum simulator. Supports all standard gates, measurement histograms, noise models, and circuit visualization.
Detect hardcoded secrets, API keys, tokens, private keys, and credentials in source code and config files. 20 built-in patterns covering AWS, GitHub, Slack, Stripe, database URLs, JWTs, and more.
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Create Excel-compatible spreadsheets (.xlsx) with data, formulas, formatting, and multiple sheets.
Plans AirLLM-style layer-by-layer inference across mesh devices for running large models on limited hardware.
Define and manage scheduled email workflows — drip campaigns, follow-up sequences, and recurring email tasks.
Compress long prompts and contexts while preserving semantic meaning — reduce token count without losing information.
Creates, monitors, and manages distributed compute jobs with MapReduce, Pipeline, ScatterGather, and LayerSplit strategies.
Generate spacing scales, CSS grid systems, responsive breakpoints, z-index layers, and ready-to-use layout patterns (dashboard, sidebar, card grid, holy grail, etc).
Controlled penetration testing framework for Sven's own infrastructure. 6 built-in scenarios covering auth brute force, privilege escalation, SQL injection, header security, rate limiting, and information disclosure. Admin-gated — requires 47 user confirmation.
Create Word-compatible documents (.docx) from structured content — headings, paragraphs, tables, lists, and styled text.