Production-grade agent platform with smart routing, persistent memory, and 1,000+ integrations. 9 LLM providers. Bring your own keys. Ship in minutes.
Not another framework to learn. A platform that works. Enter your API key, pick a model, start building.
Every text input is enhanced automatically. Vague requests become precise, structured prompts. 5-stage compilation. You type casual — the model gets perfection.
Necessity, Priority, Anxiety, Opportunity scoring. Tasks get routed to the right model, right skill, right handler. No more one-size-fits-all.
Multi-pass retrieval with source credibility scoring. 3-tier weighting. Reaches 92% confidence where single-pass stops at 68%. No hallucination.
Agents remember across sessions. Multi-level state: session, project, organization. Knowledge compounds over time. Your agents get smarter.
OpenAI, Anthropic, Gemini, OpenRouter, Ollama, LM Studio, AWS Bedrock, Azure. One platform, every provider. Switch models per task.
ROSTR benchmarks show: deepseek-r1 for reasoning (85%), qwen2.5-coder for speed (84%), qwen for quick tasks (71%). Auto-routes to the best model for each job.
6 production skills included: PAL, NPAO, JTBD Builder, Instruction Architect, PRD Builder, Diagram Builder. Upload custom .skill files. Build your own.
Composio-powered: Telegram, WhatsApp, Slack, Gmail, HubSpot, Salesforce, Notion, GitHub, Calendar, and 90+ more. Connect in one click.
Electron desktop app for local-first. Vercel-powered web app for cloud. REST API for custom integrations. Pick your mode.
No complex setup. No infrastructure to manage. Just add your key and go.
Enter your OpenAI, Anthropic, or any provider key. Or use Ollama for free local models.
Settings → API Keys → Add Provider
One-click Composio OAuth. Connect Slack, HubSpot, Gmail, WhatsApp — whatever your workflow needs.
Integrations → Connect → OAuth
Chat with your agent. PAL enhances every prompt. NPAO routes to the right handler. Results in seconds.
"Research prospects in fintech expanding to EU"
Connect your entire stack via Composio. OAuth login, instant setup, full API access from your agent.
We tested ROSTR across 5 local models on real tasks — PAL compilation, NPAO routing, RAG grounding, Hub synthesis, and full pipeline orchestration.
| Model | Provider | Score | Latency | Best For | Grade |
|---|---|---|---|---|---|
| deepseek-r1:14b | Ollama | 85.1% | 33s | Reasoning, synthesis | A+ |
| qwen2.5-coder:14b | Ollama | 84.4% | 15s | Default (best balance) | A |
| qwen:latest | Ollama | 71.2% | 3s | Quick PAL enhance | B+ |
| deepseek-coder:6.7b | Ollama | 67.9% | 5s | Lightweight / mobile | B+ |
| qwen3.5:latest | Ollama | 57.7% | 98s | Not recommended | C |
Evaluated July 2026. 5 tasks per model (Intent Compilation, NPAO Routing, RAG Grounding, Hub Synthesis, Full Pipeline). Scoring: automated criteria matching + structure analysis. Full methodology →
Self-host for free. Or use our cloud with managed infrastructure, auto-scaling, and zero ops.
Run on your machine. Full access. No limits.
Managed cloud. Zero ops. Scales automatically.
For teams that need dedicated infrastructure.
Enter your OpenAI or Anthropic API key below. Messages go directly from your browser to the provider — we never see or store your key.
Your key is stored in browser memory only (sessionStorage). Never sent to our servers. Verify source →
Full agent platform on your desktop. Local models via Ollama (free), or bring your own cloud keys. No internet required for local mode.
git clone https://github.com/diamitani/rostr-agent.git && cd rostr-agent && pip install -e .
Desktop app requires Python 3.11+. Local models: install Ollama and run ollama pull qwen2.5-coder:14b
ROSTR is documented in two published papers with reproducible benchmarks. Every claim backed by real data.
No credit card. No account needed. Enter your API key above and go — or self-host free forever.