{"repo":"bagofwords1/bagofwords","free":true,"listed":false,"github":"https://github.com/bagofwords1/bagofwords","clone":"git clone https://github.com/bagofwords1/bagofwords.git","description":"Chat with your data - with memory, rules, and observability built in. Deploy in 2 minutes","language":"Python","stars":449,"topics":["analytics","data","visualization","agents","ai","text2sql"],"license":null,"category":"analytics","readme_excerpt":"The open-source agentic analytics platform BOW connects any LLM to your data and gives agents the context they need to do useful work. Each agent gets its own data, tools, credentials, instructions, permissions. Start in chat, then run the same agents in reports, dashboards, automations, scheduled tasks, team channels, and MCP clients. Set evals and use self-improving loops to make agents more reliable over time. Features - Analysis: Create reports and dashboards, generate queries, and run deep or root cause analysis. - Agent context: Configure each agent with the right data, tools, credentials, instructions, permissions, and starters. - Query acceleration: Speed up analytical queries 10–1000× with an auto-updating cache that spares the source. - Automations: Schedule reports, run recurring tasks, and trigger investigations from events and webhooks. - Channels: Run headlessly via Claude Code, Codex, and other MCP clients, or through Microsoft Teams, Slack, WhatsApp, email, Excel, and the web app. - MCP gateway: Connect agents to MCP servers and custom APIs, then expose their context and tools to MCP clients through one governed gateway. - Evals and self-improvement: Set evals for expected behavior. When they fail, agents can draft instruction fixes and re-run the evals; passing changes can wait for approval or be promoted automatically. - Governance: Control access with RBAC, approvals, audit logs, service accounts, SSO, model policies, and row-level security support. Deploy ","default_branch":null,"files":null,"tree":[],"storefront":"/r/bagofwords1","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/bagofwords1/bagofwords/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}