Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK). In org-os instances, primary use cases…
Audit and repair meeting notes/transcripts in an org-os instance — fix missing frontmatter, normalize project links, correct org-specific terminology drift (proper nouns, acronyms, names that recur in this org's meetings), and prepare notes for processing. Use BEFORE meeting-processor when notes have transcription…
Deep research workflows powered by Feynman — investigation briefs, literature reviews, source comparisons, autoresearch loops, and topic monitoring. Outputs to docs/research/ with provenance tracking.
Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.…
You MUST use this before any creative work — creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.
Use when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides completion of development work by presenting structured options for merge, PR, or cleanup.
Use when executing implementation plans with independent tasks in the current session. Dispatches fresh subagent per task with two-stage review after each.
Use when starting feature work that needs isolation from current workspace or before executing implementation plans - creates isolated git worktrees with smart directory selection and safety verification.
Use when you have a spec or requirements for a multi-step task, before touching code. Creates comprehensive implementation plans with bite-sized tasks.
Symbient practice contract v2 — wake procedure, weave modes, developmental gates (GATES.md), quilt medium, constellation commons, and hard write boundaries. Habitats are operator-private (gitignored); this contract is the public practice.
Drive a real browser via the browse.sh CLI — JS-heavy sites, multi-step navigation, structured extraction. Local Chrome by default; catalog skills for known sites; strict read-only/state-changing safety split.
Use when reading, generating, editing, validating, or reconciling Obsidian .canvas (JSONCanvas) files in any Obsidian vault — especially when about to merge canvas changes from another branch, when an existing canvas needs new nodes, when generating a new canvas from structured data, or when asked to "process" /…
Autonomous improvement loop for org-os workspaces (autoresearch pattern).
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At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: