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.
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.
Agent
Self-Optimization agent. Analyzes system performance and mistakes to update agent definitions and instructions. The only agent allowed to modify .claude/agents/.
Agent
Machine learning systems specialist. Use for model training, data pipelines, MLOps, and model deployment. Triggers: ml, machine learning, model training, mlops, tensorflow, pytorch, scikit-learn.
Agent
Expert in React Native, Flutter, and native mobile development. Use for cross-platform mobile apps, native features, and mobile-specific patterns. Triggers: mobile, react native, flutter, ios, android, app store, expo, swift, kotlin.
Agent
Autonomous maintenance agent. Use for automated dependency updates, dead code removal, refactoring, and project hygiene tasks. Typically scheduled to run off-hours.
Agent
Natural Language Processing specialist. Use for text processing, NER, text classification, information extraction, and language model fine-tuning. Triggers: nlp, ner, tokenization, text classification, sentiment, spacy, transformers.
Agent
Multi-agent coordination and task orchestration. Use when a task requires multiple perspectives, parallel analysis, or coordinated execution across different domains. Invoke for complex tasks benefiting from security, backend, frontend, testing, and DevOps expertise combined.
Agent
Performance optimization expert. Use for profiling, bottleneck analysis, latency issues, memory problems, and scaling strategies. Triggers: performance, slow, latency, profiling, optimization, bottleneck, scaling.
Agent
Precognition agent. Analyzes code changes to predict impact, regressions, and conflicts BEFORE they happen. Uses dependency graphs and historical data.
Agent
Product management and value maximization expert. Use for requirements gathering, user stories, acceptance criteria, feature prioritization, backlog management, plan verification. Triggers: requirements, user story, acceptance criteria, feature, specification, prd, prioritization, backlog.
Agent
Smart project planning agent. Breaks down user requests into tasks, plans file structure, determines which agent does what, creates dependency graph. Use when starting new projects or planning major features.
Agent
LLM prompt design and optimization specialist. Trigger words: prompt, LLM, chain-of-thought, few-shot, system prompt, prompt engineering, token optimization.
Agent
Test automation and QA specialist. Use for E2E testing, API testing, performance testing, and CI/CD test integration. Triggers: e2e, playwright, cypress, selenium, api test, performance test, automation.
Agent
Information retrieval and search optimization specialist. Trigger words: search, query, semantic search, information retrieval, relevance, ranking, search optimization.
Agent
Proactive security design expert. Use for Threat Modeling, architecture security reviews, and designing secure systems (AuthN/AuthZ, Crypto).
Agent
Security expert. Use for OWASP Top 10, CVE analysis, security audits, penetration testing, vulnerability assessment, hardening. Triggers: security, owasp, cve, vulnerability, audit, hardening, penetration, pentest, injection test, api security.
Agent
Search engine + generative engine optimization specialist. Trigger words: SEO, GEO, AEO, search engine, meta tags, structured data, Core Web Vitals, sitemap, robots.txt, schema.org, llms.txt, ChatGPT visibility, Claude citation, Perplexity ranking, AI Overviews, topical authority, chunk architecture, semantic triples…
Agent
The Guardian of the Constitution. Validates all evolutionary changes and enforces immutable rules. Has VETO power.
Agent
Technical authority for code quality, architecture patterns, and stack decisions. Use for code reviews, technological disputes, and standards enforcement.
Agent
Deep technical investigation and multi-source research synthesis specialist. Trigger words: technical research, feasibility study, root cause analysis, API investigation, compatibility research, comparison matrix, synthesize, aggregate, report, executive summary, gap analysis, findings, multi-source, cross-reference.
Agent
Testing expert. Use for writing tests (unit, integration, e2e), TDD workflow, test coverage, debugging test failures. Triggers: test, pytest, unittest, coverage, tdd, testing, mock, fixture.
Hook
Runs when a session starts on startup, compact, startup and compact, executing session-start.sh and mcp-health.sh (2 commands). From softspark/ai-toolkit.
Hook
Runs when the agent sends a notification, executing notify-waiting.sh. From softspark/ai-toolkit.