softspark/ai-toolkit

Professional-grade AI coding toolkit: 94 skills, 44 agents, multi-platform (Claude, Cursor, Windsurf, Copilot, Gemini, Cline, Roo Code, Aider, Augment, Antigravity, Codex CLI, opencode).

167Stars on the repository
73Mods indexed here, across every type
3d agoLast push, which is what freshness is scored on
Apache-2.0Licence, which decides whether bodies are shown

ai-engineer

01

softspark/ai-toolkit

Agent

AI/ML integration specialist. Use for LLM integration, vector databases, RAG pipelines, embeddings, AI agent orchestration, document indexing, semantic search, hybrid retrieval, and answer generation. Triggers: ai, ml, llm, embedding, vector, rag, agent, openai, anthropic, search, retrieval, indexing, chunking…

167 3d ago A 79 tokens original Apache-2.0

backend-specialist

02

softspark/ai-toolkit

Agent

Expert backend architect for Node.js, Python, PHP, and modern serverless systems. Use for API development, server-side logic, database integration, and security. Triggers: backend, server, api, endpoint, database, auth, fastapi, express, laravel.

167 3d ago A 59 tokens original Apache-2.0

softspark/ai-toolkit

Agent

Opportunity Discovery agent. Scans data models and code to identify missing business metrics, KPIs, and opportunities for value creation.

167 3d ago A 29 tokens original Apache-2.0

chaos-monkey

04

softspark/ai-toolkit

Agent

Resilience testing agent. Use to inject faults, latency, and failures into the system to verify robustness and recovery mechanisms.

167 3d ago A 29 tokens original Apache-2.0

chief-of-staff

05

softspark/ai-toolkit

Agent

Executive Summary agent. Aggregates reports from all other agents to reduce noise and present a single, actionable daily briefing to the user.

167 3d ago A 31 tokens original Apache-2.0

code-archaeologist

06

softspark/ai-toolkit

Agent

Legacy code investigation and understanding specialist. Trigger words: legacy code, code archaeology, dead code, technical debt, dependency analysis, refactoring, code history.

167 3d ago A 36 tokens original Apache-2.0

code-reviewer

07

softspark/ai-toolkit

Agent

Code review and security audit expert. Use for security reviews, Devil's Advocate analysis, quality audits, best practices validation. Triggers: review, security, audit, quality, best practices, vulnerability.

167 3d ago A 44 tokens original Apache-2.0

command-expert

08

softspark/ai-toolkit

Agent

CLI commands and shell scripting specialist. Trigger words: bash, shell, CLI, script, automation, command line, build script, deployment script.

167 3d ago A 32 tokens original Apache-2.0

data-analyst

09

softspark/ai-toolkit

Agent

Data analysis and visualization expert. Use for SQL queries, data exploration, analytics, reporting, and insights. Triggers: data, analysis, sql, query, visualization, metrics, dashboard, pandas, report.

167 3d ago A 47 tokens original Apache-2.0

data-scientist

10

softspark/ai-toolkit

Agent

Statistical analysis and data insights specialist. Use for statistical analysis, data visualization, EDA, A/B testing, and predictive modeling. Triggers: statistics, visualization, eda, analysis, hypothesis testing, ab test.

167 3d ago A 50 tokens original Apache-2.0

database-architect

11

softspark/ai-toolkit

Agent

Database design, optimization, and operations expert. Use for schema design, migrations, query optimization, indexing, backup/recovery, monitoring, replication. Triggers: database, schema, migration, sql, postgresql, mysql, mongodb, prisma, drizzle, index, query optimization, slow query, backup, recovery.

167 3d ago A 67 tokens original Apache-2.0

debugger

12

softspark/ai-toolkit

Agent

Root cause analysis expert. Use for cryptic errors, stack traces, intermittent failures, silent bugs, and systematic debugging. Triggers: debug, error, exception, traceback, bug, failure, root cause.

167 3d ago A 45 tokens original Apache-2.0

devops-implementer

13

softspark/ai-toolkit

Agent

Infrastructure implementation expert. Use for writing Terraform, Ansible, Docker, and shell scripts based on approved architecture notes and implementation summaries. Triggers: terraform, ansible, docker, kubernetes, shell, infrastructure, deployment, configuration.

167 3d ago A 54 tokens original Apache-2.0

documenter

14

softspark/ai-toolkit

Agent

Documentation and KB expert. Use for architecture notes, runbooks, changelogs, KB updates, how-to guides, API docs, READMEs, tutorials, SOP creation, KB organization, content quality review. Triggers: document, documentation, architecture-note, runbook, changelog, howto, readme, kb, sop, technical writing.

167 3d ago A 75 tokens original Apache-2.0

explorer-agent

15

softspark/ai-toolkit

Agent

Codebase exploration and discovery agent. Use for mapping project structure, finding dependencies, understanding architecture, and research. Does NOT write code - only reads and analyzes.

167 3d ago A 36 tokens original Apache-2.0

fact-checker

16

softspark/ai-toolkit

Agent

Claim verification expert. Use for verifying facts, source validation, RAG result accuracy checking. Triggers: fact check, verify, accuracy, claim, source validation.

167 3d ago A 37 tokens original Apache-2.0

frontend-specialist

17

softspark/ai-toolkit

Agent

Senior Frontend Architect for React, Next.js, Vue, and modern web systems. Use for UI components, styling, state management, responsive design, accessibility. Triggers: component, react, vue, ui, ux, css, tailwind, responsive, nextjs.

167 3d ago A 59 tokens original Apache-2.0

game-developer

18

softspark/ai-toolkit

Agent

Game development across all platforms (PC, Web, Mobile, VR/AR). Use for Unity, Godot, Unreal, Phaser, Three.js. Covers game mechanics, multiplayer, optimization, 2D/3D graphics.

167 3d ago A 50 tokens original Apache-2.0

incident-responder

19

softspark/ai-toolkit

Agent

Production incident response expert. Use for P1-P4 incidents, outages, emergency fixes, and postmortem documentation. Triggers: incident, outage, production down, emergency, P1, alert, monitoring.

167 3d ago A 47 tokens original Apache-2.0

softspark/ai-toolkit

Agent

System design expert. Use for architectural decisions, architecture notes, trade-off analysis, technology selection. Triggers: architecture, design, decision, trade-off, scalability, infrastructure planning.

167 3d ago A 41 tokens original Apache-2.0

softspark/ai-toolkit

Agent

Deployment validation expert. Use for deployment verification, health checks, testing, rollback procedures. Triggers: validate, deploy, deployment, health check, smoke test, rollback.

167 3d ago A 38 tokens original Apache-2.0

llm-ops-engineer

22

softspark/ai-toolkit

Agent

LLM operations expert. Use for LLM caching, fallback strategies, cost optimization, observability, and reliability. Triggers: llm, language model, openai, ollama, caching, fallback, token, cost.

167 3d ago A 53 tokens original Apache-2.0

mcp-specialist

23

softspark/ai-toolkit

Agent

MCP server design, implementation, client configuration, and integration troubleshooting. Triggers: mcp, model context protocol, json-rpc, sse, stdio, mcp server, mcp config, mcp integration, mcp connection, claude desktop, mcp client.

167 3d ago A 63 tokens original Apache-2.0

softspark/ai-toolkit

Agent

MCP protocol testing expert. Use for MCP server testing, protocol compliance, transport validation, integration testing. Triggers: mcp test, protocol compliance, mcp validation, transport testing.

167 3d ago A 44 tokens original Apache-2.0