fastapi agents

pacnpal/mcpelevator

Agent

The skills speak in terms of five canonical triage roles. This file maps those roles to the actual label strings used in this repo's issue tracker.

koul777/NCScope

Agent Claude Code

Rapidly classify large NCS interview-question corpora, test failures, and wording defects into actionable quality categories.

koul777/NCScope

Agent Claude Code

Judge generated NCS interview tasks as a senior public-sector interview-panel chair and identify field-realism or measurement failures.

koul777/NCScope

Agent Claude Code

Review NCScope question-generation code and regressions for evidence fidelity, field-level repair, Korean wording, and test correctness.

jianchen08/Agent-os-open

Agent

The execution engine for an AI agent built with LangGraph, a framework for connecting model decisions, tool calls, and state into a workflow. It accepts a user message, agent configuration, and registered tools, then returns a result or streamed events.

skillberry-ai/runspace-agent

Agent Claude Code

Analyze blind comparison results to understand WHY the winner won and generate improvement suggestions.

skillberry-ai/runspace-agent

Agent Claude Code

Compare two outputs WITHOUT knowing which skill produced them.

skillberry-ai/runspace-agent

Agent Claude Code

Evaluate expectations against an execution transcript and outputs.

mhattingpete/agent-composer

Agent Claude Code

Use this agent when you need to run the coding-prompt.md command, commit the resulting changes, and push to the remote repository. This agent handles the complete workflow from executing the custom command to ensuring changes are committed and pushed with proper git hygiene.\n\nExamples:\n\n \nContext: The user wants…

mhattingpete/agent-composer

Agent Claude Code

Use this agent when you need to fix linting errors in your codebase. This agent specializes in analyzing multiple linting errors simultaneously, identifying patterns and root causes, and applying efficient batch fixes that resolve multiple issues at once. Perfect for cleaning up code after major changes or when…

yihefeikong-rgb/ai-plc-integration-public

Agent

Project instructions for an agent that connects AI models to programmable logic controllers, or PLCs—industrial computers that control machinery.

yihefeikong-rgb/ai-plc-integration-public

Agent

A session-start documentation agent that reads handoff.md and progress.md, then reports the current state to a team lead.

yihefeikong-rgb/ai-plc-integration-public

Agent

An agent named reviewer for a project that connects AI systems to programmable logic controllers, or PLCs. Its description mentions defined responsibilities, required input files, and output files.

HaoweiChan/tinboker

Agent Claude Code

Use for auth (Google OAuth, JWT, dev bypass), user profile/watchlist/settings, admin dashboard, dev portal, admin analytics, admin translations, or notifications.

HaoweiChan/tinboker

Agent Claude Code

Use for changes touching the pipelines/ tier — podcast ingestion (Spotify), news ingestion (Tavily/RSS), transcription, summarization, ticker-sentiment extraction, the contentbuilder (LangGraph) pipeline, Marp slides, or the wiki knowledge graph / wikibuilder. Delegate here before grepping pipelines/.

HaoweiChan/tinboker

Agent Claude Code

Use for VPS, Docker, Caddy, Cloudflare, CI/CD workflows, Redis cache, Netdata monitoring, env routing, secrets, or PWA service-worker infrastructure.

szara7678/OpenAkashic

Agent

A guide to distilling reusable knowledge from documents, conversations, and experiences into short capsules and claims for language-model agents.

szara7678/OpenAkashic

Agent

A reference guide to designing LLM agents—software that uses a language model to choose actions and use tools—and fixed workflows.

szara7678/OpenAkashic

Agent

A reference for advanced MCP design and operation. MCP, or Model Context Protocol, is a standard that lets AI clients connect to servers providing data, actions, and reusable prompts.

eiler2005/ai-tab-optimizer

Agent Claude Code

Reviews code for patterns, edge cases, and consistency with project conventions.

eiler2005/ai-tab-optimizer

Agent Claude Code

Reviews code for security vulnerabilities and credential leaks.

eiler2005/ai-tab-optimizer

Agent Claude Code

Generates Vitest or pytest tests for specified source files.

DuhoKim/NebulaMind

Agent

Status: installed and authenticated locally on 2026-07-03. Lane name: Kun. Tooling: standalone Codex CLI at /Users/duhokim/.local/bin/codex. Default model: gpt-5.5, same model family as Tori/Hermes Codex route. Wrapper: /Users/duhokim/.local/bin/kun-codex.

DuhoKim/NebulaMind

Agent

Established 2026-08-03 per Kun architecture-audit R3 / delta-re-audit action #1, on Duho's word ("commit and govern the subnav watcher"). Owner: Hwao. Status at writing: dormant (not running, no launchd job; last activity 2026-07-19).