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affaan-m/ECC

Commercial score 0 · ANALYZED

affaan-m/ECC open engineering commercial opportunity analysis with capability, target users, buyer pain, MVP path, and opportunity score.

ai-agentsanthropicclaudeclaude-codedeveloper-toolsllmmcpproductivity

Repository

affaan-m/ECC

Capability

Cross-harness agent performance optimization system that bundles skills, agents, commands, hooks, rules, MCP configurations, memory persistence, continuous-learning instincts, security scanning (AgentShield), and orchestration primitives so coding agents behave consistently across Claude Code, Codex, Cursor, OpenCode, Gemini, Zed, and GitHub Copilot.

Target user

AI-assisted software developers, agentic-workflow engineers, and teams using Claude Code, Codex, Cursor, OpenCode or similar harnesses for production code generation who need a reusable skills/rules/security layer and cross-harness portability.

Pain point

Engineering managers, DevEx leads, and platform teams adopting AI coding agents (Claude Code, Codex, Cursor, OpenCode) across a group of 10 to 200 developers have no central control plane for shared skills and instincts, cross-harness token-cost attribution, reproducible agent-output evals, scheduled security scans across the repo fleet, or one-click onboarding of new engineers — every developer hand-rolls local config and security/quality reviews happen ad-hoc in each repo.

Commercial opportunity

ECC for Platform Teams setup service: provision 10-200 devs across Claude Code/Codex/Cursor/OpenCode in 2-4 weeks. Includes shared skill/agent registry seeding, baseline AgentShield scan, eval suite setup, per-harness cost telemetry wiring, and team onboarding playbook. $2,500-10,000 per engagement, with optional $99-499/month retainer for ongoing optimization.

Best MVP

Phase 1 (7 days): ship 3-5 role-tuned template packs (frontend/ML/security/mobile/fintech) + extend the existing Pro GitHub App with a 'Teams' add-on for shared skill registry and scheduled AgentShield fleet scans. Phase 2 (60 days): full ECC for Teams SaaS console with per-seat token-cost dashboard, managed eval runner, and role-based onboarding automation.