Each project is classified by the value it adds, its research status, requirements, and real operating costs.
Automate workNew discovery
baserow/baserow
Baserow
IN ONE SENTENCESee what Baserow can add to a real workflow before you install it.
Baserow is catalogued as open-source platform. Read the research file and current GitHub README before using it in production.
- Project type
- Open-source platform
- Requirements
- cloudor Docker; AI 与部分高级能力需额外配置
- Real cost
- Actual cost still needs verification.
Add capabilityNew discovery
google-research/timesfm
TimesFM
IN ONE SENTENCESee what TimesFM can add to a real workflow before you install it.
TimesFM is catalogued as open-source model. Read the research file and current GitHub README before using it in production.
- Project type
- Open-source model
- Requirements
- Google Sheets、BigQuery; Local需 Python,较大模型可能需要 GPU
- Real cost
- Actual cost still needs verification.
Automate workNew discovery
NousResearch/hermes-agent
Hermes Agent
IN ONE SENTENCESee what Hermes Agent can add to a real workflow before you install it.
Hermes Agent is catalogued as open-source project. Read the research file and current GitHub README before using it in production.
- Project type
- Open-source project
- Requirements
- Windows、macOS、Linux、WSL; 需模型服务orLocal端点
- Real cost
- Actual cost still needs verification.
Automate workNew discovery
langflow-ai/langflow
Langflow
IN ONE SENTENCESee what Langflow can add to a real workflow before you install it.
Langflow is catalogued as workflow automation platform. Read the research file and current GitHub README before using it in production.
- Project type
- Workflow automation platform
- Requirements
- Windows、macOS 桌面版; Local包需 Python 3.10–3.14
- Real cost
- Actual cost still needs verification.
Automate workNew discovery
a5c-ai/babysitter
Babysitter
IN ONE SENTENCESee what Babysitter can add to a real workflow before you install it.
Babysitter is catalogued as agent framework or tool. Read the research file and current GitHub README before using it in production.
- Project type
- Agent framework or tool
- Requirements
- Node.js 20+ 及受支持的编码 Agent
- Real cost
- Actual cost still needs verification.
Add capabilityNew discovery
teknium1/hermes-pixel-office
Hermes Pixel Office
IN ONE SENTENCESee what Hermes Pixel Office can add to a real workflow before you install it.
Hermes Pixel Office is catalogued as agent framework or tool. Read the research file and current GitHub README before using it in production.
- Project type
- Agent framework or tool
- Requirements
- Browseror VS Code; 正式使用需 Hermes Agent
- Real cost
- Actual cost still needs verification.
Add capabilityNew discovery
NVIDIA/SkillSpector
NVIDIA SkillSpector
IN ONE SENTENCESee what NVIDIA SkillSpector can add to a real workflow before you install it.
NVIDIA SkillSpector is catalogued as agent skill. Read the research file and current GitHub README before using it in production.
- Project type
- Agent skill
- Requirements
- Python、uv or Docker; 语义分析需模型
- Real cost
- Actual cost still needs verification.
Automate workNew discovery
basicmachines-co/basic-memory
Basic Memory
IN ONE SENTENCESee what Basic Memory can add to a real workflow before you install it.
Basic Memory is catalogued as open-source project. Read the research file and current GitHub README before using it in production.
- Project type
- Open-source project
- Requirements
- Browser; Local需 Python 3.12、uv 与 MCP 客户端
- Real cost
- Actual cost still needs verification.
Automate workNew discovery
ruvnet/ruflo
Ruflo
IN ONE SENTENCESee what Ruflo can add to a real workflow before you install it.
Ruflo is catalogued as agent framework or tool. Read the research file and current GitHub README before using it in production.
- Project type
- Agent framework or tool
- Requirements
- Node.js、npx、Codex or Claude Code; 模型与外部服务另配
- Real cost
- Actual cost still needs verification.
Automate workNew discovery
volcengine/OpenViking
OpenViking
IN ONE SENTENCESee what OpenViking can add to a real workflow before you install it.
OpenViking is catalogued as agent framework or tool. Read the research file and current GitHub README before using it in production.
- Project type
- Agent framework or tool
- Requirements
- Browser有演示; self-hosted需 Python 3.10+、模型orLocal Ollama
- Real cost
- Actual cost still needs verification.
Automate workNew discovery
akitaonrails/ai-memory
AI Memory
IN ONE SENTENCESee what AI Memory can add to a real workflow before you install it.
AI Memory is catalogued as agent framework or tool. Read the research file and current GitHub README before using it in production.
- Project type
- Agent framework or tool
- Requirements
- Docker 为主; 也可源码安装,需配置 Agent CLI 与Localor远程server
- Real cost
- Actual cost still needs verification.
Add capabilityNew discovery
punkpeye/awesome-mcp-servers
Awesome MCP Servers
IN ONE SENTENCESee what Awesome MCP Servers can add to a real workflow before you install it.
Awesome MCP Servers is catalogued as open-source project. Read the research file and current GitHub README before using it in production.
- Project type
- Open-source project
- Requirements
- GitHub 可直接浏览; 安装门槛、账号和密钥因具体 MCP 而异
- Real cost
- Actual cost still needs verification.
Automate workNew discovery
Panniantong/Agent-Reach
Agent-Reach
IN ONE SENTENCEGive a command-line agent practical access to the web, YouTube, X, Reddit, GitHub, Bilibili, and Xiaohongshu.
Agent-Reach is catalogued as agent framework or tool. Read the research file and current GitHub README before using it in production.
- Project type
- Agent framework or tool
- Requirements
- Python 3.10+ / CLI / 任意可执行命令的 Agent
- Real cost
- MIT; models, APIs, compute, storage, hosting, and maintenance may add real costs. Verify the repository license and current service terms.
Automate workNew discovery
browser-use/browser-use
Browser Use
IN ONE SENTENCEGive an AI an entire browser task so it can open pages, click, fill forms, and extract results.
Browser Use is catalogued as agent framework or tool. Read the research file and current GitHub README before using it in production.
- Project type
- Agent framework or tool
- Requirements
- Python / Codex / Claude Code / Cursor 等 Agent
- Real cost
- MIT; models, APIs, compute, storage, hosting, and maintenance may add real costs. Verify the repository license and current service terms.
Automate workNew discovery
msitarzewski/agency-agents
agency-agents
IN ONE SENTENCEBring ready-made product, design, engineering, marketing, and operations specialists into an agent team.
agency-agents is catalogued as agent framework or tool. Read the research file and current GitHub README before using it in production.
- Project type
- Agent framework or tool
- Requirements
- Claude Code / Codex 等 Agent 环境
- Real cost
- Open-source; models, APIs, compute, storage, hosting, and maintenance may add real costs. Verify the repository license and current service terms.
Automate workResearch queue
n8n-io/n8n
n8n
IN ONE SENTENCEConnect forms, email, spreadsheets, apps, APIs, and AI into workflows that run on their own.
n8n is catalogued as workflow automation platform. Read the research file and current GitHub README before using it in production.
- Project type
- Workflow automation platform
- Requirements
- Docker / cloudorLocalserver
- Real cost
- Fair-code; models, APIs, compute, storage, hosting, and maintenance may add real costs. Verify the repository license and current service terms.
Automate workNew discovery
firecrawl/firecrawl
Firecrawl
IN ONE SENTENCESearch and crawl websites into clean Markdown, structured JSON, or screenshots ready for AI workflows.
Firecrawl is catalogued as open-source platform. Read the research file and current GitHub README before using it in production.
- Project type
- Open-source platform
- Requirements
- Local / cloud / API / n8n
- Real cost
- AGPL-3.0; models, APIs, compute, storage, hosting, and maintenance may add real costs. Verify the repository license and current service terms.
Automate workNew discovery
activepieces/activepieces
Activepieces
IN ONE SENTENCEBuild visual automations with hundreds of connectors and expose those connectors as tools for agents.
Activepieces is catalogued as workflow automation platform. Read the research file and current GitHub README before using it in production.
- Project type
- Workflow automation platform
- Requirements
- Docker / cloudorself-hostedserver
- Real cost
- Open-source; models, APIs, compute, storage, hosting, and maintenance may add real costs. Verify the repository license and current service terms.
Automate workResearch queue
QwenLM/Qwen-Agent
Qwen-Agent
IN ONE SENTENCETurn Qwen conversations into agents that call tools, run code, browse, and work with RAG.
Qwen-Agent is catalogued as agent framework or tool. Read the research file and current GitHub README before using it in production.
- Project type
- Agent framework or tool
- Requirements
- Python / Gradio / Chrome 扩展
- Real cost
- Apache-2.0; models, APIs, compute, storage, hosting, and maintenance may add real costs. Verify the repository license and current service terms.
Automate workResearch queue
langbot-app/LangBot
LangBot
IN ONE SENTENCEConnect an AI assistant to WeChat, QQ, Feishu, Slack, Discord, Telegram, and other chat platforms.
LangBot is catalogued as open-source platform. Read the research file and current GitHub README before using it in production.
- Project type
- Open-source platform
- Requirements
- Docker / Web 管理台 / 多种聊天平台
- Real cost
- Apache-2.0; models, APIs, compute, storage, hosting, and maintenance may add real costs. Verify the repository license and current service terms.
Automate workResearch queue
windmill-labs/windmill
Windmill
IN ONE SENTENCETurn scripts into workflows, webhooks, schedules, and internal tools without making every step drag-and-drop.
Windmill is catalogued as workflow automation platform. Read the research file and current GitHub README before using it in production.
- Project type
- Workflow automation platform
- Requirements
- Docker / Kubernetes / cloudorself-hosted
- Real cost
- Open-source; models, APIs, compute, storage, hosting, and maintenance may add real costs. Verify the repository license and current service terms.
Automate workResearch queue
huginn/huginn
Huginn
IN ONE SENTENCEWatch web pages and events, then trigger follow-up actions with self-hosted IFTTT-style agents.
Huginn is catalogued as workflow automation platform. Read the research file and current GitHub README before using it in production.
- Project type
- Workflow automation platform
- Requirements
- Ruby / Docker / self-hostedserver
- Real cost
- MIT; models, APIs, compute, storage, hosting, and maintenance may add real costs. Verify the repository license and current service terms.
Automate workNew discovery
langgenius/dify
Dify
IN ONE SENTENCESee what Dify can add to a real workflow before you install it.
Dify is catalogued as open-source platform. Read the research file and current GitHub README before using it in production.
- Project type
- Open-source platform
- Requirements
- Docker Compose; 至少 2 核 CPU、4GB 内存
- Real cost
- Actual cost still needs verification.
Automate workNew discovery
dagucloud/dagu
Dagu
IN ONE SENTENCETurn scripts and scheduled jobs into observable workflows with dependencies, retries, logs, history, and a web UI.
Dagu is catalogued as workflow automation platform. Read the research file and current GitHub README before using it in production.
- Project type
- Workflow automation platform
- Requirements
- macOS / Windows / Linux 单文件程序; 也支持 Docker 与 Kubernetes
- Real cost
- Actual cost still needs verification.
Cut costsNew discovery
diegosouzapw/OmniRoute
OmniRoute
IN ONE SENTENCERoute coding agents across model providers and automatically fall back when a quota or service fails.
OmniRoute is catalogued as open-source model. Read the research file and current GitHub README before using it in production.
- Project type
- Open-source model
- Requirements
- Desktop / PWA / Local网关; 支持 Claude Code、Codex、Cursor、Cline 等
- Real cost
- MIT; models, APIs, compute, storage, hosting, and maintenance may add real costs. Verify the repository license and current service terms.
Add capability
bilawalsidhu/gods-eye-view
God's Eye View
IN ONE SENTENCEPlace live and modeled public signals on an explorable photorealistic 3D globe.
God's Eye View is catalogued as open-source project. Read the research file and current GitHub README before using it in production.
- Project type
- Open-source project
- Requirements
- Node.js 24.14.x or 26.x / Browser; 免费演示可用 OpenStreetMap 与 USGS 数据
- Real cost
- MIT; models, APIs, compute, storage, hosting, and maintenance may add real costs. Verify the repository license and current service terms.
Cut costsResearch queue
zedeus/nitter
Nitter
IN ONE SENTENCERead X through a lightweight, privacy-focused front end, while noting that the project is now archived.
Nitter is catalogued as open-source project. Read the research file and current GitHub README before using it in production.
- Project type
- Open-source project
- Requirements
- Nim / Redis or Valkey / self-hostedserver; 仓库已归档
- Real cost
- AGPL-3.0; models, APIs, compute, storage, hosting, and maintenance may add real costs. Verify the repository license and current service terms.
Add capability
tailscale/tailcat
Tailcat
IN ONE SENTENCESee what Tailcat can add to a real workflow before you install it.
Tailcat is catalogued as open-source project. Read the research file and current GitHub README before using it in production.
- Project type
- Open-source project
- Requirements
- Linux / macOS / Windows Go CLI; 另有实验性Browser WASM 演示
- Real cost
- BSD-3-Clause; models, APIs, compute, storage, hosting, and maintenance may add real costs. Verify the repository license and current service terms.
Automate workNew discovery
thedotmack/claude-mem
Claude-Mem
IN ONE SENTENCECapture, summarize, and retrieve agent work across sessions as persistent local context.
Claude-Mem is catalogued as agent framework or tool. Read the research file and current GitHub README before using it in production.
- Project type
- Agent framework or tool
- Requirements
- Node.js 20+ / Claude Code、Codex 等 Agent; 安装器可能配置 Bun 与 uv
- Real cost
- Apache-2.0; models, APIs, compute, storage, hosting, and maintenance may add real costs. Verify the repository license and current service terms.
Add capabilityNew discovery
LinklyAI/best-skills
Best Skills
IN ONE SENTENCECompare Agent Skills by installs, growth, and cross-community buzz using daily open CSV rankings.
Best Skills is catalogued as agent skill. Read the research file and current GitHub README before using it in production.
- Project type
- Agent skill
- Requirements
- GitHub / CSV / GitHub Actions; 排行榜每日自动更新,无需安装
- Real cost
- Open-source; models, APIs, compute, storage, hosting, and maintenance may add real costs. Verify the repository license and current service terms.
Automate workNew discovery
CopilotKit/OpenBot
OpenBot
IN ONE SENTENCEGive each AI coworker an isolated computer while keeping every action policy-checked and auditable.
OpenBot is catalogued as open-source platform. Read the research file and current GitHub README before using it in production.
- Project type
- Open-source platform
- Requirements
- Docker / Bun 1.3+ / PostgreSQL; 需 CopilotKit Intelligence 项目及模型密钥
- Real cost
- Actual cost still needs verification.
Automate workNew discovery
tintinweb/pi-subagents
pi-subagents
IN ONE SENTENCESee what pi-subagents can add to a real workflow before you install it.
pi-subagents is catalogued as agent framework or tool. Read the research file and current GitHub README before using it in production.
- Project type
- Agent framework or tool
- Requirements
- Pi / Node.js / npm; 具体模型按 Pi 配置
- Real cost
- MIT; models, APIs, compute, storage, hosting, and maintenance may add real costs. Verify the repository license and current service terms.
Automate workNew discovery
HKUDS/AI-Trader
AI-Trader
IN ONE SENTENCESee what AI-Trader can add to a real workflow before you install it.
AI-Trader is catalogued as workflow automation platform. Read the research file and current GitHub README before using it in production.
- Project type
- Workflow automation platform
- Requirements
- Python; 行情、模型、账户和交易环境按 README 配置
- Real cost
- MIT; models, APIs, compute, storage, hosting, and maintenance may add real costs. Verify the repository license and current service terms.
Automate workNew discovery
openclaw/openclaw
OpenClaw
IN ONE SENTENCESee what OpenClaw can add to a real workflow before you install it.
OpenClaw is catalogued as open-source platform. Read the research file and current GitHub README before using it in production.
- Project type
- Open-source platform
- Requirements
- TypeScript / 多平台; 连接能力与模型按项目配置
- Real cost
- Open-source; models, APIs, compute, storage, hosting, and maintenance may add real costs. Verify the repository license and current service terms.