Centralized memory for AI agents is a single platform layer — connectors, graph, citations, and MCP write-back — instead of separate vector stores and MCP servers per agent product.
Platform teams should not maintain separate vector stores, MCP servers, and session memories per agent. Gyri centralizes ingestion, graph, citations, and write-back in one workspace.
Related: Build vs buy RAG · RAG vs knowledge graph
Mem0, Zep, and custom RAG stacks per product line multiply connector maintenance and permission drift.
Dev-focused memory layers index conversations — not live CRM deals, email threads, and Slack decisions.
Centralized read memory without CRM and insight write-back means agents still cannot close the loop.
CRM, email, Slack, and docs federated into a workspace graph — not doc-only search or single-app plugins.
Claim-level citations with links to source records — trace any answer back to source. Verify before customer-facing or legal use.
Typed insights in a knowledge graph accumulate across agents and quarters — not session resets.
Claude, Cursor, and internal agents search, synthesize, and write insights back to CRM and workflows.
| Capability | Gyri | Dev memory (Mem0/Zep) | DIY RAG + MCP |
|---|---|---|---|
| Single ingestion + graph layer | ✅ | ⚠️ | ❌ |
| Operational source federation | ✅ | ❌ | ⚠️ |
| Typed insight persistence | ✅ | ⚠️ | ❌ |
| Native MCP endpoint | ✅ | ⚠️ | ❌ |
| CRM / workflow write-back | ✅ | ❌ | ❌ |
Named comparisons: Build vs buy enterprise RAG · RAG vs knowledge graph
Replace three agent memory projects with one federated graph and one MCP surface.
Workspace-scoped auth applies uniformly to humans, Claude, and Cursor — not per-agent hacks.
Native OAuth connectors (Gmail, Slack, Drive, Pipedrive, Insightly) are live in minutes; agents query federated workspace data without a quarter-long build.
Gyri think verbs turn federated search into a research lifecycle — recall prior insights, ground in live CRM, reflect drafts, promote cited conclusions that compound across Claude, Cursor, and stored agents.
think verb=recallSemantic orient — load prior cited conclusions before you re-derive from scratch.
think verb=groundFTS-only orient on live federated CRM, email, and Slack — zero embed cost.
think verb=considerClassify novelty against the workspace corpus before you commit a thesis.
think verb=reflectCapture drafts, tensions, and questions as typed thoughts on the graph.
think verb=traverseMultihop GraphQL in one think call — deal → contact → email → ticket.
think verb=fetchHydrate full rows by ref when search or traverse surfaced the right node.
Free trial — federated connectors, cited synthesis, and MCP write-back on one platform.
Centralized agent memory consolidates ingestion, entity graph, cited synthesis, and MCP tools in one workspace — so platform teams do not maintain separate memory stacks per agent.
For GTM operational intelligence across CRM, email, Slack, and docs, Gyri replaces DIY RAG plus MCP with a managed federated graph and write-back agents.
Yes. Gyri provides a native MCP server for Claude, Cursor, and custom agents with workspace-scoped permissions and audit trails.
Cross-links across product, think-verb guides, solutions, and native integrations — every page connects back to the Gyri agentic knowledge base.