跨平台 Agent 长期记忆系统。分层上下文供给 + 温度模型 + Skill经验记忆 + 结构化存储 + 自动归档。三层存储：Markdown（人可读，QMD 可搜索）+ JSON（结构化）+ SQLite/FTS5（高性能全文搜索）。纯 Node.js 原生模块，零外部依赖。

Persistent local cognitive memory for OpenClaw via a Node adapter and FastAPI engine.

Intelligent memory management for agents with short/long-term memory layering, semantic search, auto summarization, RAG enhancement

Stop sending 'format this JSON' to Opus. Stop sending 'redesign the auth system' to Haiku. Smart Model Router picks the right brain for every task — decision tree, cost tiers, and an optional cheap-model classifier for the ambiguous ones.

Expertise-aware model router with semantic domain scoring, context-overflow protection, and security redaction. Automatically selects the optimal AI model using weighted expertise scoring (Feb 2026 benchmarks). Supports Claude, GPT, Gemini, Grok with automatic fallback chains, HITL gates, and cost optimization.

Find and compare products across Amazon, Temu, SHEIN and local stores. Use when a user wants to: (1) Shop for products or find best deals, (2) Compare prices across platforms, (3) Find items locally or online, (4) Create shopping lists with buy links, (5) Filter by budget (low/mid/high or "$X"), brand, features, color. Supports dual-mode search (online + local stores). Integrates SkillPay.me at 0.001 USDT/call.

Smartsheet integration. Manage Sheets. Use when the user wants to interact with Smartsheet data.

Smartsuite integration. Manage Organizations. Use when the user wants to interact with Smartsuite data.

name: Snipara MCP Smart Documentation Search description: Find answers in your codebase 10x faster with semantic search. Query multiple repos at once. AI remembers your preferences across sessions.

Social Intelligence — AI-powered social media research across Twitter, Instagram, and Reddit. 1.5B+ posts indexed. Find experts, generate leads, monitor brands, analyze sentiment, discover influencers, and export data. The complete social intelligence toolkit for AI agents via MCP.

Sentiment analysis for brands and products across Twitter, Reddit, and Instagram. Monitor public opinion, track brand reputation, detect PR crises, surface complaints and praise at scale — analyze 70K+ posts with bulk CSV export and Python/pandas. Social listening and brand monitoring powered by 1.5B+ indexed posts.

Execute implementation plan tasks with TDD workflow, auto-commit, and phase gates. Use when user says "build it", "start building", "execute plan", "implement tasks", "ship it", or references a track ID. Do NOT use for planning (use /plan) or scaffolding (use /scaffold).

Find relevant Reddit, HN, and ProductHunt threads and draft value-first community responses with launch checklist. Use when user says "find communities", "draft outreach", "Reddit promotion", "ProductHunt launch", or "community marketing". Do NOT use for social media posts (use /content-gen) or video scripts (use /video-promo).

Generate social media content pack from PRD — LinkedIn post, Reddit answer draft, and Twitter/X thread. Use when user says "create content", "write LinkedIn post", "social media pack", "marketing copy", or "promotion content". Do NOT use for community thread responses (use /community-outreach) or video scripts (use /video-promo).

Install the full Solo Factory toolkit — 23 startup skills + solograph MCP server for code intelligence, KB search, and web search. Use when user says "install solo factory", "set up solo", "install all solo skills", "startup toolkit", or "solo factory setup". This is the one-command entry point for the entire startup pipeline.

Generate landing page content from PRD — hero section, features, A/B headline variants, CTA, and SEO meta tags. Use when user says "create landing page", "write landing copy", "hero section", "A/B headlines", or "landing content". Can scaffold actual pages for astro-static. Do NOT use for SEO auditing (use /seo-audit).

Set up PostHog metrics plan with event funnel, KPI benchmarks, and kill/iterate/scale decision thresholds. Use when user says "set up metrics", "track KPIs", "PostHog events", "funnel analysis", "when to kill or scale", or "success metrics". Do NOT use for SEO metrics (use /seo-audit).

Explore codebase and create spec + phased implementation plan with file-level task breakdown. Use when user says "plan this feature", "create implementation plan", "write a spec", "battle plan", or describes a feature/bug/refactor. Zero questions — researches code instead. Do NOT use for idea validation (use /validate) or execution (use /build).

Deep market research — competitor analysis, user pain points, SEO/ASO keywords, naming/domain availability, and TAM/SAM/SOM sizing. Use when user says "research this idea", "find competitors", "check the market", "domain availability", "market size", or "analyze opportunity". Do NOT use for idea scoring (use /validate) or SEO auditing existing pages (use /seo-audit).

Post-pipeline retrospective — parse logs, score process quality, find waste patterns, suggest skill/script patches. Use after pipeline completes or when user says "retro", "evaluate pipeline", "what went wrong", "pipeline review", "check pipeline logs".

Final code review and quality gate — run tests, check coverage, audit security, verify acceptance criteria from spec, and generate ship-ready report. Use when user says "review code", "quality check", "is it ready to ship", "final review", or after /deploy completes. Do NOT use for planning (use /plan) or building (use /build).

Auto-generate project workflow config (docs/workflow.md) from existing PRD and CLAUDE.md with zero questions. Use when user says "set up workflow", "configure TDD", "wire up dev workflow", or after running /scaffold before /plan. Do NOT use for founder setup (use /init) or project scaffolding (use /scaffold).

Interactive decision-making wizard using STREAM 6-layer framework for founders facing high-stakes choices. Use when user says "help me decide", "should I do this", "evaluate decision", "STREAM analysis", "run decision framework", or "pros and cons". Do NOT use for idea validation with PRD (use /validate).

Launch 3 parallel research agents (market, users, tech) to investigate an idea from multiple angles simultaneously. Use when user says "swarm research", "parallel research", "investigate fast", "3 agents", "team research", or wants faster alternative to /research. Produces research.md. Do NOT use for solo research (use /research) or idea scoring (use /validate).