MCP server — text-first headless browser (DOM + OCR). Zero image tokens by default; 5-15x cheaper than screenshot-based browser MCPs.

Loki log gateway for pi agents — query Grafana Loki for container/job/worker logs from the wrok.in AI Factory.

Telegram bot bridge for pi agents — send messages, ask questions, and listen for human replies via Telegram.

Docker log gateway for pi agents — tail logs from Docker containers in the wrok.in AI Factory via the docker CLI.

AI Factory gateway for pi agents — dispatch jobs, manage environments, list agents/workers/workflows, stream results from a wrok.in orchestrator.

Audit repo files for RAG digestibility — find god files, measure chunk fragmentation, and generate split suggestions.

CI-level merge guardian for AI agents — required reviewers, breaking change detection, stale PR cleanup, and review automation.

Project orchestration gate for AI agents — structured issues, WIP limits, dependency blocking, and auto-generated release notes.

Runtime safety net for AI agents — blocks dangerous commands, protects files, enforces rate limits, and records sessions.

Tool limitation awareness layer for AI agents — intercepts tool results, infers quality signals, injects limitation reminders, and logs structured envelopes for evaluation.

Headless browser for Pi — browse the web with DOM + OCR text maps. No image tokens, 10-50x cheaper than screenshot-based browsing.

Contribution gateway for AI agents — enforce branch naming, conventional commits, pre-commit quality gates, and PR automation.

LLM cost-control layer — response caching, budget gates, model routing, per-tenant metering. The margin-protector for managed AI runs.

CI observability gate for AI agents — view workflow runs, job statuses, and logs from Gitea Actions with safety controls.