plan-orchestrator
Route hierarchical-planning intents to the correct backing script. Use when the user invokes /aura-frog:plan (with or without subcommand), mentions plan verbs (expand/next/replan/promote/archive/freeze/thaw/undo/status/conflicts), or types a plan-vocabulary bare word with .claude/plans/active.json present. Owns verb table, intent classifier, and 3-stage routing pipeline.
My MCP Serv
Description of my MCP server
commit-helper
Generate conventional commit from staged changes
coding-handoff
Standardize coding handoffs between builder, QA, and deploy agents. Use when a coding task moves across stages and requires strict ACK/DONE/BLOCKED status updates, branch metadata, and PR readiness checks.
alpha-insights
Business Analyst Skill. Triggered when users ask about business analysis, industry research, competitive analysis, product analysis, business model analysis, business opportunity discovery, market entry strategy, investment decisions, strategic planning, due diligence, and other strategic topics. Delivers in-depth, decision-grade HTML research reports through a seven-stage workflow (Briefing â Framing â Planning â Research â Insights â Report â Iteration).
My MCP Server!
A non functional MCP server (yet)
transform
Use this to author and change a dbt project: bootstrap a new dbt project in a repo that has none (`transform init`), write or refactor dbt model SQL from staging to marts, add tests and docs in schema.yml, manage dependencies, and define or update the semantic layer (dbt semantic models / MetricFlow: entities, dimensions, measures, metrics). Trigger it for requests like "set up a dbt project in this repo", "build a staging model for this table", "refactor this model", "add tests to this model", "create a mart for X", "define a revenue metric", or "add a dimension to this entity". Every change is a reviewable diff to the dbt project; any warehouse build is dev-target only, gated, and cost-surfaced first. Do not use it to explore or profile a warehouse (use explore) or to detect drift and reconcile a project that has fallen out of sync (use maintain).
ClawCodex - Claude Code full rebuilt in Python
Generate a conventional-commit message from staged changes.
ImmoStage Virtual Staging
AI virtual staging for real estate — stage rooms, beautify floor plans, classify images.
ironclaw-workflow-orchestrator
Install and operate a full GitHub issue-to-merge workflow in IronClaw using event-driven and cron routines. Use when setting up or tuning autonomous project orchestration: issue intake, planning, maintainer feedback handling, branch/PR execution, CI/comment follow-up, batched staging review every 8 hours, and memory updates from merge outcomes.
Database Connection
Connect to local or staging PostgreSQL database. Use when you need to inspect tables, run queries, check migration status, or debug database issues.
writ
Hybrid RAG knowledge retrieval service for AI coding rule enforcement. Replaces flat-file rule loading with graph-native retrieval via a five-stage pipeline (domain filter, BM25 keyword, ANN vector, graph traversal, RRF ranking). Rules are injected automatically into Claude's context via hooks -- no manual loading required. Activates on ALL software engineering tasks: code generation, code review, design, research, auditing, debugging, testing, planning, and architecture decisions. The knowledge base is always queried -- task complexity only determines the level of ceremony, not whether Writ activates.
commission
This skill should be used when the user asks to "commission a workflow", "create a workflow", "design a workflow", "launch a workflow", or wants to interactively design and generate a plain text workflow with stages, entities, and a first-officer agent.
release
Run the Harnss release workflow â review staged diff, bump version, commit, tag, push, and create a GitHub release. Use when releasing, bumping version, tagging, or creating a release. Argument: major, minor, or patch.
NASDE Benchmark Runner
Run coding agent benchmarks with `nasde` and verify results. The two-stage pipeline: Harbor runs agents in Docker containers (functional test â reward 0/1), then an LLM-as-a-Judge scores architecture quality across multiple dimensions.
Bug Fix Pipeline Orchestrator
Run the full bug fix pipeline end-to-end. Chains individual stage skills in the order defined by `bugfix_pipeline` in `~/.vcp/dev-buddy.json`. All phases append to a single plan file.
analysis-process
Turn the idea for a feature into a fully-formed PRD/design/specification and implementation-plan. Use when you have a spec or requirements that needs implementation. Use in pre-implementation (idea-to-design) stages to make sure you understand the spec/requirements and ensure you have a correct implementation plan before writing actual code.
scenario-blender-animation
Use when animating characters or objects in Blender through Python, a bouncing ball, walk or run cycle, jump, acting shot, lip sync, eye darts or facial animation, blocking in stepped keys, splining, polish, timing and spacing, arcs, overlap, squash and stretch, graph editor handles, slotted actions or NLA layers, staging a playblast, or when animation looks floaty, stiff, slides, pops, chatters, the subject is too small in frame, or a knee pops and needs an expert review.
Founder-Led Social: Listen, Reply, Then Post
> **Default lens: a SaaS / AI software startup.** Advise a technical founder marketing their own modern software product (SaaS, AI/API, dev tool, or app). Tailor every recommendation to that reader. > > Stage-fit (`social`): Tier 1 Too early · Tier 2 Useful · Tier 3 Useful. If the founder's tier >
Template MCP server
Still work in progress
mcaf-ci-cd
Design or refine CI/CD workflows, quality gates, release flow, and safe AI-assisted pipeline authoring. Use when adding or changing build pipelines, release stages, IaC-driven environments, or deployment rollback policy.
cp
Local verify-commit-push wrapper for Codex. Use only when the user explicitly says `/cp` or clearly asks to finish the current work by running the relevant local checks, staging intended files explicitly, committing on the current branch, and pushing. This workflow may commit directly to `main` or `master` when that is the repo's chosen operating model.
shortfilm-prompt
Generate cinematic AI shortfilm prompts (works with Seedance 2.0, Xiaoyunque, Sora, Kling, Jimeng, Veo) using the 5-stage structure from Mx-Shell's Zombie Scavenger. Trigger when the user wants transformation sequences, multi-shot narrative shorts, weapon-charge/combat segments, or any cinematic video prompt.
git-commit-creator
Creates properly formatted Git commits following conventional commit standards for the MCPSpy project. Use when asked to commit changes, stage files, or manage git workflows. Has access to git status, diff, checkout, add, and commit commands.
Email Server
Still WiP!
Textum
Hard constraints: - Low-noise is non-negotiable (avoid attention/context pollution). - Multi-window: each stage is self-contained; do not narrate upstream/downstream flow. - Output ânext stepâ as a stage name only.
open-dynamic-workflows
Give any coding agent dynamic-workflow power. Write a short JavaScript script in Claude Code's workflow dialect (export const meta + injected agent / parallel / pipeline / phase / log / args / budget globals) and run it against any coding-agent CLI (Codex, Claude Code, Gemini, Qwen, Kimi, or your own) with the `odw` command. Use when a task benefits from fanning out subtasks, multi-stage pipelines, adversarial verification, or loop-until-done discovery, rather than one in-context attempt.
convoy
The definitive guide for working with gastown's convoy system -- batch work tracking, event-driven feeding, stage-launch workflow, and dispatch safety guards. Use when writing convoy code, debugging convoy behavior, adding convoy features, testing convoy changes, or answering questions about how convoys work. Triggers on convoy, convoy manager, convoy feeding, dispatch, stranded convoy, feedFirstReady, feedNextReadyIssue, IsSlingableType, isIssueBlocked, CheckConvoysForIssue, gt convoy, gt sling, stage, launch, staged, wave.
Encode stage -- stop before the loop, compare ALL inputs:
ref_ckpts = {"preloop": Checkpoint(save=True, stop=True)} run_reference_pipeline(ref_ckpts) ref_data = ref_ckpts["preloop"].data
Melo property MCP!
Work in progress (for now)
api-gateway
AWS API Gateway for REST and HTTP API management. Use when creating APIs, configuring integrations, setting up authorization, managing stages, implementing rate limiting, or troubleshooting API issues.
super-dev
Super Dev pipeline governance: research-first, commercial-grade AI coding delivery with 10 expert roles, 9 pipeline stages, quality gates, and audit artifacts.
signum
Use when the user wants a contract-first implementation workflow, asks to define correctness before coding, wants multi-stage execution with verification and audit, or needs a proof-style artifact for a code change. Codex should run a CONTRACT -> EXECUTE -> AUDIT -> PACK pipeline.
prompt-sensei
Stage-aware prompt coaching, prompt improvement, lookback analysis, prompting habit feedback, and local reports about prompt quality for AI coding agents such as Claude Code or Codex.
Io.Github.IamNishant51/Atlas Pipeline
7-stage AI pipeline MCP server: Intent→Context→Git→Decompose→Variants→Critique→Optimize
checkin
Automates the full commit workflow: analyzes changes, writes commit message, stages files, commits, and handles test failures by fixing them until the commit succeeds. Use when the user wants to commit their changes.
geo-pipeline â Codex orchestrator for recomby-geo
On Claude Code each stage is a bare slash command (`/01-intake` ⦠`/07-reaudit`). Codex CLI has no bare custom commands, so this skill is the Codex entry point: it carries the orchestration rules and routes to the per-stage specification files, which are the **single source of truth** shared with
writers-room-story-engine
Orchestrates modular story development by diagnosing the current phase and routing to the right story skill for foundations, worldbuilding, scene writing, or revision. Use when building a story from scratch, improving an outline, strengthening narrative structure, or guiding story development in staged workflows.
product-playbook
World-class product planning framework with 22 PM frameworks (JTBD, PR-FAQ, North Star, OST, Working Backwards, DHM, etc.) from Teresa Torres, Shreyas Doshi, Marty Cagan, Gibson Biddle, April Dunford. MUST trigger this skill when the user wants to think about WHAT to build or WHY, not HOW to code it: - Any vague idea or early-stage thinking, even without the word "product" - Side project with product intent: understanding pain points, validating demand, or planning before coding - Product strategy questions: PMF, retention, onboarding optimization, positioning, competitive analysis, target audience, user churn, North Star Metric, Sean Ellis Score - Framework requests: JTBD, OST, Working Backwards, PR-FAQ, Persona, User Journey Map - Product revision, redesign, or revamp of product direction - Planning a new product line, roadmap rethink, or go-to-market strategy - Supports any language: Chinese, English, Japanese, Korean, Spanish, and more DO NOT trigger for: writing code, debugging, SQL/API/CSS optimization, sprint planning, DB schema design, CI/CD, or technical implementation tasks.
Web QA
Agent skill for testing web applications: E2E + visual regression + a11y + scenario auto-generation. Architecture â a 4-stage sequential pipeline, portable (one skill, many projects).
Commit Message Suggester
Generate a conventional commit message by analyzing all local git changes (staged, unstaged, and untracked) without performing any commit.
sigma_ingest
Extract durable ktx wiki knowledge from staged Sigma data model specs and workbook summaries. Load for WorkUnits with unitKey sigma-data-models or sigma-workbooks.
aarrr-metrics
Measure and optimize growth using the AARRR (Pirate Metrics) framework with stage-specific KPIs and funnel analysis
Basic mail server
Still work in progress
commit-message-creation
Generate conventional commit messages following project standards. Use when staging changes need a commit message or reviewing commit history. Triggers: "commit message", "git commit", "conventional commit", "commit msg".
slides-grab-design
Stage 2 design skill for Codex. Generate and iterate slide-XX.html files in the selected slides workspace.
biome-js
This skill should be used when the user asks to "configure Biome", "extend biome config", "set up BiomeJS", "add biome overrides", "biome lint-staged", "fix biome errors", or mentions biome.jsonc, Biome linting, or Biome formatting configuration.
Capitals!
A great map with info on Capitals all around the world
My MCP Serv
Description of my MCP server
git-commit-validator
MUST be used for ANY git workflow that involves committing code. This includes explicit commit requests AND implicit ones like 'ship it', 'wrap it up', or finishing implementation work. Handles staging, message generation, validation, and commit execution with conventional commit format.