Forensic Inference: Structured Agent Debugging | DataGrout

Query pre-built Prolog rules for causal chains, blast radius, invariant violations, contradiction detection, and dependency analysis.

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Platform — Compose into a single operating layer for your AI agents. Connect any system, plan any workflow, execute with cryptographic proof.
Sdk — Swap one import and your agent gets mTLS identity, semantic tool discovery, 1,000+ enterprise tools, and governed execution.
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Integrations / Quickbooks Mcp Server — Access 550+ accounting tools for invoices, bills, reports, inventory, and more — with enterprise-grade security and policy controls.
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Integrations / Oracle Mcp Server
Sandbox / Workflow Demo — sandbox/Workflow Demo on DataGrout. DataGrout gives your AI agents memory, reliability, and cost control.
Solutions / Ai Debugging Tools — solutions/ai debugging tools on DataGrout. DataGrout gives your AI agents memory, reliability, and cost control.
Solutions / Mcp Gateway — Advanced MCP gateway, proxy, and control plane providing centralized MCP authentication, authorization, dynamic tool discovery, load balancing, and governance.
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Solutions / Prompt Injection Prevention — Combine multi-tier detection, input sanitization, policy enforcement, and cryptographic proof — because detection alone isn't enough.
Solutions / Ai Agent Observability Tools — Fleet health, execution history, memory state inspection, workflow verification, loop detection, and cryptographic audit trails for production AI agent systems.
Solutions / Data Wrangling Tools — Give AI agents dynamic transformation between incompatible data formats, with deterministic JSON manipulation, columnar operations, and semantic type bridging.
Solutions / Ai Cost Optimization — Reduce your LLM token costs and extend AI sessions. DataGrout optimizes Claude, Cursor, and other AI agents to save on tokens and bypass usage limits.
Solutions / Ai Agent Development Tools — Build sophisticated, production-grade AI agents with persistent memory, multi-step orchestration, semantic code verification, and built-in security.
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Solutions / Agentic Coding Tools — Persistent memory, semantic tool discovery, goal verification, governed pipelines, and cryptographic audit trails for AI agents that write and manage code.
Solutions / Ai Code Review Tools — Neuro-symbolic reasoning to automatically verify AI-generated code changes align with stated goals, preserve architectural intent, and introduce no side effects
Solutions / Llm Observability Tools — Token cost tracking, pre-execution estimates, itemized receipts, loop detection, and cryptographic audit trails — without instrumenting your LLM provider's API.
Solutions / Non Human Identity Management — solutions/non human identity management on DataGrout. DataGrout gives your AI agents memory, reliability, and cost control.
Solutions / Llm Orchestration Frameworks — solutions/llm orchestration frameworks on DataGrout. DataGrout gives your AI agents memory, reliability, and cost control.
Solutions / Context Engineering Tools — Give AI agents persistent symbolic memory, goal-driven context assembly, and guardrails to never lose context and operate outside their permitted scope.
Solutions / Agent Harness — solutions/agent harness on DataGrout. DataGrout gives your AI agents memory, reliability, and cost control.
Solutions / Mcp Integration Tools — solutions/mcp integration tools on DataGrout. DataGrout gives your AI agents memory, reliability, and cost control.
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Solutions / Api Integration Platform — solutions/api integration platform on DataGrout. DataGrout gives your AI agents memory, reliability, and cost control.
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Tools / Prism — Reshape data in natural language, bridge semantic types, generate charts, run structured analysis, export reports with self-healing cached code.
Tools / Math — Generate sequences, compute statistics, fit regressions, detect outliers, and normalize distributions. Fully deterministic, no LLM, no credits.
Tools / Scheduler — Turn any natural language time or event description into an autonomous task. Recurring jobs, event-driven sensors, conditional triggers.
Tools / Forensic — Query pre-built Prolog rules for causal chains, blast radius, invariant violations, contradiction detection, and dependency analysis.
Tools / Tasks — Durable control plane for long-running background work. Poll, reattach, inspect, and cancel any background task — no work gets lost to MCP timeouts.
Tools / Mcp Inspector — Free MCP Inspector tool. Test, debug, and validate any MC server instantly — no setup required. List tools, call tools, inspect responses, and export as cURL.
Tools / Json Rpc Inspector — Free JSON-RPC Inspector tool. Make direct RPC calls and see responses in real time. Test, debug, and validate any JSON-RPC 2.0 endpoint — no setup required.
Tools / Toolsmith — Capability-building surface for forging new agent skills from natural language, refine with temper, browse with catalog, and invoke by ID.
Tools / Ephemerals — Instant visibility into an agent's cached working memory — list active datasets, inspect schema and preview rows, and make smarter pipeline decisions.
Tools / Discovery — Semantic search across your entire integration mesh, CTC-verified workflow planning, interactive exploration, and unified execution.
Tools / Flux — Review and measurement surface to capture qualitative feedback, rate individual tools per session, and track custom workflow events so systems improve over time
Tools / Frame — Deterministic columnar data operations — filter, sort, group, pivot, join, and slice record lists with zero LLM involvement and zero credit cost.
Tools / Logic — Persistent, queryable symbolic memory. Store facts in natural language or structured maps, query with Prolog precision, define constraints as business rules.
Tools / Batteries — Pre-built Prolog rule modules that install directly into any DataGrout Logic namespace.
Tools / Deliverables — Permanent records of agent work products — charts, exports, reports, etc. Register ephemeral results for indefinite storage, search semantically, and retrieve.
Tools / Governor — Governor splits agent cognition into zero-cost symbolic reflexes and high-value neural reflection.
Tools / Warden — Detect prompt injection, intent drift, data exfiltration, and adversarial content before it reaches your agent loops. Multi-tiered AI security for LLM apps.
Tools / Data — Deterministic, zero-credit tools for filtering, sorting, aggregating, merging, flattening, and fanning out over any JSON value.
Tools / Invariant — Neuro-symbolic reasoning extracts structural facts from code, query for patterns with deterministic Prolog rules to verify that code change goal alignment.
Tools / Latent — Dtructured way to explore the conceptual landscape — expand ideas cross-domain, navigate latent space with angular precision, and find concept boundaries.
Tools / Flow — Execute multi-step workflows with human approval gates, conditional branching, and Logic constraint enforcement. Audit every execution with CTC receipts.
Tools / Docs — Create, update, retrieve & list docs in markdown, text, checklist, or JSON format — with tag-based organization and append mode for multi-step workflows.