# DataGrout > DataGrout gives your AI agents memory, reliability, and cost control. Most agent frameworks fall apart at scale, context windows explode, workflows fail silently, and token costs spiral before you notice. DataGrout fixes the plumbing: connect to any system, remember across sessions, and run continuously without burning your budget. Built for teams shipping production agents, not just demos. ## Pages - [Home](https://datagrout.ai/): Main page - [Admin / Admin Home](https://datagrout.ai/admin): Admin / Admin Home page - [Admin / Ai Charted / Account Settings](https://datagrout.ai/admin/ai-charted/account): Admin / Ai Charted / Account Settings page - [Admin / Ai Charted / Filter Log Page](https://datagrout.ai/admin/ai-charted/filter-log): Admin / Ai Charted / Filter Log Page page - [Admin / Ai Charted / Leaderboard Page](https://datagrout.ai/admin/ai-charted/leaderboard): Admin / Ai Charted / Leaderboard Page page - [Admin / Ai Charted / Newsroom Home](https://datagrout.ai/admin/ai-charted): Admin / Ai Charted / Newsroom Home page - [Admin / Ai Charted / Posts Board](https://datagrout.ai/admin/ai-charted/posts): Admin / Ai Charted / Posts Board page - [Admin / Ai Charted / Readers Page](https://datagrout.ai/admin/ai-charted/readers): Admin / Ai Charted / Readers Page page - [Admin / Ai Charted / Reports Page](https://datagrout.ai/admin/ai-charted/reports): Admin / Ai Charted / Reports Page page - [Admin / Ai Charted / Runs Page](https://datagrout.ai/admin/ai-charted/runs): Admin / Ai Charted / Runs Page page - [Admin / Ai Charted / Settings Page](https://datagrout.ai/admin/ai-charted/settings): Admin / Ai Charted / Settings Page page - [Admin / Ai Charted / Stories Feed](https://datagrout.ai/admin/ai-charted/stories): Admin / Ai Charted / Stories Feed page - [Admin / Image Studio](https://datagrout.ai/admin/image-studio): Admin / Image Studio page - [Admin / Sales Leads](https://datagrout.ai/admin/sales-leads): Admin / Sales Leads page - [Admin / User Management](https://datagrout.ai/admin/users): Admin / User Management page - [Advisor Conversation Detail](https://datagrout.ai/advisor-conversation): Advisor Conversation Detail page - [Advisor Log](https://datagrout.ai/admin/advisor-log): Advisor Log page - [Advisor Test](https://datagrout.ai/advisor-test): Advisor Test page - [Agentic Coding Tools](https://datagrout.ai/solutions/agentic-coding-tools): Agentic Coding Tools page - [Agentic Memory: Persistent AI Agent Memory](https://datagrout.ai/solutions/agentic-memory-tools): Agentic Memory: Persistent AI Agent Memory page - [AI Agent Development Tools](https://datagrout.ai/solutions/ai-agent-development-tools): AI Agent Development Tools page - [AI Agent Harness: Govern Any Model as a Tool](https://datagrout.ai/solutions/agent-harness): AI Agent Harness: Govern Any Model as a Tool page - [AI Agent Observability Tools](https://datagrout.ai/solutions/ai-agent-observability-tools): AI Agent Observability Tools page - [AI Agent Workflow Automation Tools](https://datagrout.ai/solutions/ai-agent-workflow-automation-tools): AI Agent Workflow Automation Tools page - [Ai Charted / Ai Charted Account](https://datagrout.ai/ai-charted/account): Ai Charted / Ai Charted Account page - [Ai Charted / Ai Charted Home](https://datagrout.ai/ai-charted): Ai Charted / Ai Charted Home page - [Ai Charted / Authorize](https://datagrout.ai/ai-charted/authorize): Ai Charted / Authorize page - [AI Code Review Tools](https://datagrout.ai/solutions/ai-code-review-tools): AI Code Review Tools page - [AI Cost Optimization - Reduce LLM Token Costs](https://datagrout.ai/solutions/ai-cost-optimization): AI Cost Optimization - Reduce LLM Token Costs page - [AI Data Analytics for Agent-Driven Insight](https://datagrout.ai/solutions/ai-data-analytics-tools): AI Data Analytics for Agent-Driven Insight page - [AI Data Governance: Policy & Audit for Agents](https://datagrout.ai/solutions/ai-data-governance): AI Data Governance: Policy & Audit for Agents page - [AI Debugging Tools: Trace Agent Failures](https://datagrout.ai/solutions/ai-debugging-tools): AI Debugging Tools: Trace Agent Failures page - [AI Enterprise Infrastructure](https://datagrout.ai/platform): AI Enterprise Infrastructure page - [API Integration Platform for AI Agents](https://datagrout.ai/solutions/api-integration-platform): API Integration Platform for AI Agents page - [Batteries: Pre-Built Prolog Rule Modules for Logic Cells](https://datagrout.ai/tools/batteries): Batteries: Pre-Built Prolog Rule Modules for Logic Cells page - [Case Study: 95% Token Cuts via Context Hydration](https://datagrout.ai/case-studies/context-hydration): Case Study: 95% Token Cuts via Context Hydration page - [Case Study: Auditing Our Own AI Agent Security](https://datagrout.ai/case-studies/advisor-security): Case Study: Auditing Our Own AI Agent Security page - [Conduit SDK | One import. Enterprise AI Infrastructure.](https://datagrout.ai/sdk): Conduit SDK | One import. Enterprise AI Infrastructure. page - [Context Engineering Tools for AI Agents](https://datagrout.ai/solutions/context-engineering-tools): Context Engineering Tools for AI Agents page - [Credit Usage Breakdown](https://datagrout.ai/credits): Credit Usage Breakdown page - [CS & CX | Enterprise AI Solutions for Support Teams](https://datagrout.ai/department/cx): CS & CX | Enterprise AI Solutions for Support Teams page - [Data Wrangling Tools for AI Agents](https://datagrout.ai/solutions/data-wrangling-tools): Data Wrangling Tools for AI Agents page - [Data: Zero-Credit JSON Manipulation](https://datagrout.ai/tools/data): Data: Zero-Credit JSON Manipulation page - [DataGrout for Gaming | Reproducible Economies & Live-Ops](https://datagrout.ai/industries/gaming): DataGrout for Gaming | Reproducible Economies & Live-Ops page - [DataGrout for Healthcare | Rule-Bound AI for Payers](https://datagrout.ai/industries/healthcare): DataGrout for Healthcare | Rule-Bound AI for Payers page - [DataGrout for Insurance | Traceable, Rule-Bound AI](https://datagrout.ai/industries/insurance): DataGrout for Insurance | Traceable, Rule-Bound AI page - [Deliverables: Permanent Agent Work Products](https://datagrout.ai/tools/deliverables): Deliverables: Permanent Agent Work Products page - [Discovery: Semantic Search & Workflow Planning](https://datagrout.ai/tools/discovery): Discovery: Semantic Search & Workflow Planning page - [Dispatch Admin](https://datagrout.ai/admin/dispatch): Dispatch Admin page - [Dispatch — Agentic AI Engineering Blog](https://datagrout.ai/dispatch): Dispatch — Agentic AI Engineering Blog page - [Docs: Persistent Document Storage for AI Agents](https://datagrout.ai/tools/docs): Docs: Persistent Document Storage for AI Agents page - [Enterprise AI Agent Governance & Compliance](https://datagrout.ai/solutions/enterprise-ai-agent-governance): Enterprise AI Agent Governance & Compliance page - [Ephemerals: Working-Memory Visibility for AI Agents](https://datagrout.ai/tools/ephemerals): Ephemerals: Working-Memory Visibility for AI Agents page - [Finance & FinOps | Enterprise AI Solutions for Finance Teams](https://datagrout.ai/department/finance): Finance & FinOps | Enterprise AI Solutions for Finance Teams page - [Flow & Inspect: Workflow Orchestration & Execution Auditing](https://datagrout.ai/tools/flow): Flow & Inspect: Workflow Orchestration & Execution Auditing page - [Flux: Agent Feedback & Quality Signals](https://datagrout.ai/tools/flux): Flux: Agent Feedback & Quality Signals page - [For CIOs | Governed AI Fabric Across the Entire Enterprise](https://datagrout.ai/roles/cio): For CIOs | Governed AI Fabric Across the Entire Enterprise page - [For CISOs | AI Agent Security & Prompt Injection Defense](https://datagrout.ai/roles/ciso): For CISOs | AI Agent Security & Prompt Injection Defense page - [For CTOs | Enterprise AI Strategy, Architecture & Engineerin](https://datagrout.ai/roles/cto): For CTOs | Enterprise AI Strategy, Architecture & Engineerin page - [For Devs | Build AI Agents on Prod-Ready Infrastructure](https://datagrout.ai/roles/developer): For Devs | Build AI Agents on Prod-Ready Infrastructure page - [For Eng Mgrs | AI Agent Implementation & Agent Governance](https://datagrout.ai/roles/engineering-manager): For Eng Mgrs | AI Agent Implementation & Agent Governance page - [Forensic Inference: Structured Agent Debugging](https://datagrout.ai/tools/forensic): Forensic Inference: Structured Agent Debugging page - [Foundry: AI Agent Skills, Tool Calling & Reusable Query Tool](https://datagrout.ai/platform/foundry): Foundry: AI Agent Skills, Tool Calling & Reusable Query Tool page - [Frame: Columnar Data Operations for AI Agents](https://datagrout.ai/tools/frame): Frame: Columnar Data Operations for AI Agents page - [Governor: Continuous Cognition for AI Agents](https://datagrout.ai/tools/governor): Governor: Continuous Cognition for AI Agents page - [HR & People Ops | Enterprise AI Solutions for People Teams](https://datagrout.ai/department/hr): HR & People Ops | Enterprise AI Solutions for People Teams page - [Hub: Unified MCP Server & AI Integration](https://datagrout.ai/platform/hub): Hub: Unified MCP Server & AI Integration page - [Industries / Financial Services](https://datagrout.ai/industries/financial-services): Industries / Financial Services page - [Industries / Scheduling Routing](https://datagrout.ai/industries/scheduling-routing): Industries / Scheduling Routing page - [Integrations / Clickup Mcp Server](https://datagrout.ai/integrations/clickup-mcp-server): Integrations / Clickup Mcp Server page - [Integrations / Confluence Mcp Server](https://datagrout.ai/integrations/confluence-mcp-server): Integrations / Confluence Mcp Server page - [Integrations / Hubspot Marketing Mcp Server](https://datagrout.ai/integrations/hubspot-marketing-mcp-server): Integrations / Hubspot Marketing Mcp Server page - [Integrations / Hubspot Sales Mcp Server](https://datagrout.ai/integrations/hubspot-sales-mcp-server): Integrations / Hubspot Sales Mcp Server page - [Integrations / Jira Mcp Server](https://datagrout.ai/integrations/jira-mcp-server): Integrations / Jira Mcp Server page - [Integrations / Microsoft Onedrive Mcp Server](https://datagrout.ai/integrations/microsoft-onedrive-mcp-server): Integrations / Microsoft Onedrive Mcp Server page - [Integrations / Microsoft Outlook Calendar Mcp Se](https://datagrout.ai/integrations/microsoft-outlook-calendar-mcp-server): Integrations / Microsoft Outlook Calendar Mcp Se page - [Integrations / Microsoft Outlook Mcp Server](https://datagrout.ai/integrations/microsoft-outlook-mcp-server): Integrations / Microsoft Outlook Mcp Server page - [Integrations / Microsoft Sharepoint Mcp Server](https://datagrout.ai/integrations/microsoft-sharepoint-mcp-server): Integrations / Microsoft Sharepoint Mcp Server page - [Integrations / Microsoft Teams Mcp Server](https://datagrout.ai/integrations/microsoft-teams-mcp-server): Integrations / Microsoft Teams Mcp Server page - [Integrations / Notion Mcp Server](https://datagrout.ai/integrations/notion-mcp-server): Integrations / Notion Mcp Server page - [Integrations / Sendgrid Mcp Server](https://datagrout.ai/integrations/sendgrid-mcp-server): Integrations / Sendgrid Mcp Server page - [Integrations / Servicenow Mcp Server](https://datagrout.ai/integrations/servicenow-mcp-server): Integrations / Servicenow Mcp Server page - [Integrations / Slack Mcp Server](https://datagrout.ai/integrations/slack-mcp-server): Integrations / Slack Mcp Server page - [Integrations / Trello Mcp Server](https://datagrout.ai/integrations/trello-mcp-server): Integrations / Trello Mcp Server page - [Intelligence: AI Workflow Automation Layer](https://datagrout.ai/platform/intelligence): Intelligence: AI Workflow Automation Layer page - [Invariant: Semantic Code Analysis & Goal Alignment](https://datagrout.ai/tools/invariant): Invariant: Semantic Code Analysis & Goal Alignment page - [IT & Engineering | Enterprise AI Solution for Platform Teams](https://datagrout.ai/department/it): IT & Engineering | Enterprise AI Solution for Platform Teams page - [JSON-RPC Inspector Tool: Free Online Debugger](https://datagrout.ai/tools/json-rpc-inspector): JSON-RPC Inspector Tool: Free Online Debugger page - [Latent: Conceptual Exploration Tools for AI Agents](https://datagrout.ai/tools/latent): Latent: Conceptual Exploration Tools for AI Agents page - [Legal | DataGrout Privacy Policy & Terms of Use](https://datagrout.ai/legal): Legal | DataGrout Privacy Policy & Terms of Use page - [LLM Cost Calculator & Token Counter](https://datagrout.ai/tools/llm-cost-calculator): LLM Cost Calculator & Token Counter page - [LLM Observability Tools: Cost & Audit](https://datagrout.ai/solutions/llm-observability-tools): LLM Observability Tools: Cost & Audit page - [LLM Orchestration Frameworks for Agents](https://datagrout.ai/solutions/llm-orchestration-frameworks): LLM Orchestration Frameworks for Agents page - [Logic: Persistent Symbolic Memory for AI Agents](https://datagrout.ai/tools/logic): Logic: Persistent Symbolic Memory for AI Agents page - [Lp / Cio Llm Observability](https://datagrout.ai/lp/cio-llm-observability): Lp / Cio Llm Observability page - [Lp / Mcp Gateway Architects](https://datagrout.ai/lp/mcp-gateway-architects): Lp / Mcp Gateway Architects page - [Lumen - Real-time LLM Cost Monitor](https://datagrout.ai/lumen): Lumen - Real-time LLM Cost Monitor page - [Marketing | AI Solutions for Campaign & Demand Teams](https://datagrout.ai/department/marketing): Marketing | AI Solutions for Campaign & Demand Teams page - [Math: Deterministic Numeric Tools for AI Agents](https://datagrout.ai/tools/math): Math: Deterministic Numeric Tools for AI Agents page - [MCP Gateway & Control Plane for AI Agents](https://datagrout.ai/solutions/mcp-gateway): MCP Gateway & Control Plane for AI Agents page - [MCP Inspector Tool: Test & Debug Any MCP Server](https://datagrout.ai/tools/mcp-inspector): MCP Inspector Tool: Test & Debug Any MCP Server page - [MCP Integration Tools: Connect Any Server](https://datagrout.ai/solutions/mcp-integration-tools): MCP Integration Tools: Connect Any Server page - [MCP Server Registry: MCP Integrations](https://datagrout.ai/mcp-servers): MCP Server Registry: MCP Integrations page - [Memory: Persistent Symbolic Memory](https://datagrout.ai/platform/memory): Memory: Persistent Symbolic Memory page - [Non-Human Identity Management for AI Agents](https://datagrout.ai/solutions/non-human-identity-management): Non-Human Identity Management for AI Agents page - [O Auth Consent](https://datagrout.ai/oauth/consent): O Auth Consent page - [Oracle MCP Server - 1000+ Tools](https://datagrout.ai/integrations/oracle-mcp-server): Oracle MCP Server - 1000+ Tools page - [Pricing](https://datagrout.ai/pricing): Pricing page - [Prism: Data Transform, Analysis & Visualization](https://datagrout.ai/tools/prism): Prism: Data Transform, Analysis & Visualization page - [Prompt Injection Prevention for AI Agents](https://datagrout.ai/solutions/prompt-injection-prevention): Prompt Injection Prevention for AI Agents page - [QuickBooks MCP Server - 550+ Tools](https://datagrout.ai/integrations/quickbooks-mcp-server): QuickBooks MCP Server - 550+ Tools page - [Responsible AI Tools: Safety & Oversight](https://datagrout.ai/solutions/responsible-ai-tools): Responsible AI Tools: Safety & Oversight page - [Roles Cfo](https://datagrout.ai/roles/cfo): Roles Cfo page - [Sales & RevOps | Enterprise AI Solutions for Revenue Teams](https://datagrout.ai/department/sales): Sales & RevOps | Enterprise AI Solutions for Revenue Teams page - [Salesforce MCP Server - 700+ Tools](https://datagrout.ai/integrations/salesforce-mcp-server): Salesforce MCP Server - 700+ Tools page - [Scheduler: Autonomous Task Scheduling for AI Agents](https://datagrout.ai/tools/scheduler): Scheduler: Autonomous Task Scheduling for AI Agents page - [Search](https://datagrout.ai/search): Search page - [Secure AI Agent Development Platform](https://datagrout.ai/solutions/secure-ai-agent-development): Secure AI Agent Development Platform page - [Secure AI Gateway for Private & On-Prem Data](https://datagrout.ai/solutions/secure-ai-gateway): Secure AI Gateway for Private & On-Prem Data page - [Security & GRC | AI Monitoring, MCP Security & Govervance](https://datagrout.ai/department/security): Security & GRC | AI Monitoring, MCP Security & Govervance page - [Solutions / Business Rules Engine](https://datagrout.ai/solutions/business-rules-engine): Solutions / Business Rules Engine page - [Tasks: Background Job Control for AI Agents](https://datagrout.ai/tools/tasks): Tasks: Background Job Control for AI Agents page - [Toolsmith: Reusable AI Agent Skills](https://datagrout.ai/tools/toolsmith): Toolsmith: Reusable AI Agent Skills page - [Visual Proof Sandbox](https://datagrout.ai/sandbox/token-funnel): Visual Proof Sandbox page - [Warden: AI Prompt Injection Defense & Security Suite](https://datagrout.ai/tools/warden): Warden: AI Prompt Injection Defense & Security Suite page - [Workflow Demo](https://datagrout.ai/sandbox/workflow-demo): Workflow Demo page