Building Agents

Compare ruflo with other GAIA benchmark harnesses and list capability gaps

Diagnose why a GAIA benchmark question failed and propose a fix

Walk through a GAIA benchmark submission from key setup to packaged results

Build and verify fixed benchmark suites from a repo test corpus

Compare a fresh harness audit against the last one to flag structural drift

Mutate harness policies, score each variant and keep only measured wins

Produce a seven-section readiness report covering a repo and its agent harness

Inspect GEPA genomes, render their system prompts and classify failure modes

Run a GEPA learning cycle that tunes a harness genome on a SWE-bench-style slice

Scaffold a custom agent harness with a dry run by default before any writes

Score a harness on five readiness dimensions including tool safety and cost per run

Score how similar two harness fingerprints are with per-component breakdowns

Configure local LLM inference with MicroLoRA and SONA adapters for air-gapped use

Run a cloud-hosted managed agent with its own container, files and tools

Create and manage sandboxed WASM agents that run code in isolation

Browse, publish and install community WASM agents from a shared gallery

Design and build AI agents for any domain, with tools, subagents and planning

Automate AI ML API tasks with the Rube MCP toolkit from Composio

Automate Apipie AI tasks with the Rube MCP toolkit from Composio

Automate Astica AI tasks with the Rube MCP toolkit from Composio

Automate Botpress tasks with the Rube MCP toolkit from Composio

Automate Botsonic tasks with the Rube MCP toolkit from Composio

Automate Chatbotkit tasks with the Rube MCP toolkit from Composio

Automate Chatfai tasks with the Rube MCP toolkit from Composio

Automate Customgpt tasks with the Rube MCP toolkit from Composio

Automate Flowiseai tasks with the Rube MCP toolkit from Composio

Automate Gemini tasks with the Rube MCP toolkit from Composio

Automate Griptape tasks with the Rube MCP toolkit from Composio

Run GroqCloud inference, chat completions, audio translation and TTS voices

Automate Honeyhive tasks with the Rube MCP toolkit from Composio

Automate Humanloop tasks with the Rube MCP toolkit from Composio

Automate Insighto AI tasks with the Rube MCP toolkit from Composio

Automate Jigsawstack tasks with the Rube MCP toolkit from Composio

Automate Langbase tasks with the Rube MCP toolkit from Composio

Fetch LangSmith traces to debug LangChain and LangGraph agent behavior and errors

Manage Mistral AI files, fine-tuning jobs, batch runs and OCR through Composio

Automate Needle document search and knowledge base tasks through Composio Rube MCP

Generate OpenAI responses, embeddings and images through the Composio MCP integration

Route LLM requests across many models with OpenRouter through Composio Rube MCP

Manage Retell AI voice agents and phone call records through Composio Rube MCP

Automate Skyfire payments and identity tasks for AI agents through Composio

Manage Synthflow AI voice agents and call workflows through Composio Rube MCP

Automate Wit.ai natural language intents and entity tasks through Composio Rube MCP

Automate Writer enterprise AI writing and content tasks through Composio Rube MCP

Build real-time voice agents with ElevenLabs for assistants and support bots

Add Mem0 memory to Vercel AI SDK apps with the mem0 provider and helpers

Build and debug Anthropic SDK apps with prompt caching and model migrations

Create, validate and export Dify workflow DSL files from the command line

Chat with MiniMax models and generate speech from the command line