Use case
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Developer

Insights-Driven Agent Creation

Analyse session data to identify friction points, then auto-generate focused agents to eliminate each gap — 7 agents from 189 sessions.

The Problem

Teams don't know where their AI-assisted workflows are losing time. Friction hides in repeated manual steps — project discovery, git operations, build debugging, status checking — that consume sessions without producing value. 189 sessions revealed 5-8 hours wasted per week just figuring out where things are.

The AgentFlow Solution

AgentFlow's insights analysis identified quantified friction points across 189 sessions, then systematic agent creation eliminated each gap: a Project State Scout replacing 10-15 minutes of discovery per session, a Git Station Master handling 26 sessions worth of mechanical git work, a Build Doctor for 21 broken-build sessions, an Intake Agent for file-drop issue creation, and a Content Production Agent — 7 focused agents replacing what teams thought needed a single super-agent.

Key Benefits

01

Quantified friction analysis across all sessions

02

Focused agents for each identified gap — not one monolithic agent

03

File-drop triggers for seamless hands-off execution

04

Full 13-station API pipeline: PRD to CI/CD-ready in 1.5-3 hours unattended

Related Demo Evidence

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Application Intelligence

Cognitive Intelligence Layer

17 agents, 7 sprints, 23 MCP tools built — zero lines of code changed

17Agents Orchestrated
7Sequential Sprints
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Open Source

Open Source Contribution Pipeline

8 pull requests submitted to 4 major open-source repositories — autonomously

8Pull Requests Submitted
4Major Repositories
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Connected Surfaces

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Platform Capability

Multi-Agent Coordination

Assign multiple agents to a project and let them work together. Each agent gets the right tools and context, and they can message each other to coordinate.

Platform Capability

Session Execution

Every agent runs in a tracked session. You can see what it's doing, pause it, hand it off to another agent, or replay exactly what happened.

Platform Capability

Project & Task Management

Organise everything into projects and tasks. Assign work, track progress, set priorities, and see what's happening across all your projects in one place.

MCP for Agents

Agent Recipes

Move from abstract capability into outcome-focused playbooks for orchestration, operations, and integration.

MCP for Agents

Agent Profiles

See how profile-scoped access maps agent responsibilities to the minimum tool surface required.

Ready to Orchestrate This Workflow?

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