One graph. Every agent. Knowledge that compounds.
Agents think in chains of thought. Maenifold captures the important bits as [[WikiLinks]], builds a graph of just those concepts and how they relate, and feeds it back into the context window. Memory for humans. Graph for agents. One graph, every AI tool on your machine.
Agent sessions are stateless. Everything learned disappears when the session ends. Agents across tools can’t share what they know — Claude Code doesn’t know what Copilot learned. RAG retrieves documents and hopes for the best. It doesn’t understand relationships. The context window starts empty every time.
Seed. Create. Run. Compound.
Infrastructure that extends itself. Agents create workflows. Workflows produce knowledge. Knowledge sharpens the graph. The graph makes better agents.
[[WikiLinks]], and structure emerges — no schema required.Three production domains. Zero overlap in subject matter. Same infrastructure underneath.
The official Claude Code plugin for Microsoft’s FinOps Toolkit. 4 autonomous agents analyze cloud cost data, run KQL queries against Azure Data Explorer, and produce FinOps reports on a cron schedule — no human in the loop.
Purpose-built for SaaS ISVs operating in Azure. An agent manages quota operations, capacity reservations, and zone-level governance across subscription estates. Companion material to training offered by Microsoft’s Customer Success Unit.
Used to build maenifold itself. A product manager orchestrates 4 specialized agents — SWE, researcher, red-team, blue-team — through sprint planning, TDD validation, and parallel task execution.
The substrate. Knowledge graph, 25+ MCP tools, 39 workflows, 16 roles, 7 thinking colors. Graph-of-thought priming at session start. [[WikiLink]] context injection on every task. Memory lifecycle — decay, consolidation, community detection.
Six layers of composable primitives. Complexity emerges from composition.
| Layer | Primitives | Purpose |
|---|---|---|
| Memory | WriteMemory ReadMemory EditMemory DeleteMemory MoveMemory Sync | Persist knowledge with [[WikiLinks]] |
| Graph | SearchMemories BuildContext FindSimilarConcepts Visualize | Query and traverse knowledge |
| Session | RecentActivity AssumptionLedger ListMemories | Track work, state, and uncertainty |
| Persona | Adopt | Roles, colors, and perspectives |
| Reasoning | SequentialThinking | Multi-step thought with revision and branching |
| Orchestration | Workflow | State machines over steps and tools |
15+ retrieval techniques supported natively or via composition. The full technique matrix is in the docs.
Install the binary, add the marketplace, install the plugin. The infrastructure activates — graph-of-thought priming, [[WikiLink]] context injection, 25+ tools, 39 workflows, 16 roles.
# Install the binary
brew install msbrettorg/tap/maenifold
# Add the plugin marketplace and install the base plugin
claude plugin marketplace add msbrettorg/maenifold
claude plugin install maenifold@maenifold-marketplaceFull setup guide — MCP configuration, CLI examples, product team plugin.