c-u-l8er/graphonomous
Graphonomous is a continual learning memory engine for AI agents. It stores knowledge as a graph, detects circular dependencies via the κ invariant, and tells your agent when to retrieve and when to deliberate.
Platform-specific configuration:
{
"mcpServers": {
"graphonomous": {
"command": "npx",
"args": [
"-y",
"graphonomous"
]
}
}
}Add the config above to .claude/settings.json under the mcpServers key.
Continual learning engine for AI agents, implemented as an Elixir OTP application with a durable SQLite-backed knowledge graph, confidence-updating learning loop, GoalGraph orchestration, κ-aware topology routing, and MCP tools/resources.
v0.3.3 — Full spec compliance: 6 node types, 16 edge types, 8-stage consolidation pipeline, 29 MCP tools, 5 MCP resources. κ-aware topology routing, AGM-rational belief revision, intentional forgetting (soft/hard/cascade/GDPR), Wilson score epistemic frontier, Q-value outcome-weighted retrieval, multi-agent scoping via agent_id, nomic-embed-text-v2-moe 768D embedder, and graph algorithm suite (Dijkstra, toposort, Louvain, Hopcroft-Karp, incremental SCC, triangle counting). LongMemEval: 92.6% QA proxy, 98.7% session hit rate. 455 tests, 0 failures.
> TL;DR > - Install: npm i -g graphonomous or npx -y graphonomous > - Use as an MCP server over stdio or HTTP > - κ-aware topology routing ships out of the box — no configuration needed > - 28 tools covering knowledge CRUD, retrieval, learning, belief revision, forgetting, goals, consolidation, and attention > - Works with Claude Code, Zed, and any MCP-compatible client
---
To ensure Graphonomous MCP is used correctly every chat, this repo ships an always-on skills pack and bootstrap prompt.
docs/skills/SKILLS.md (index)docs/skills/AGENT_BOOTSTRAP_PROMPT.md (always-on bootstrap policy)docs/skills/01_RETRIEVE_AND_REMEMBER.mddocs/skills/02_LEARNING_LOOP.mddocs/skills/03_GRAPH_INSPECTION.mddocs/skills/04_GOAL_MANAGEMENT.mddocs/skills/05_COVERAGE_AND_REVIEW.mddocs/skills/06_TOPOLOGY_AND_DELIBERATION.mddocs/skills/07_CONSOLIDATION.mddocs/skills/08_ATTENTION.mddocs/skills/09_WORKFLOWS.mddocs/skills/10_ANTI_PATTERNS.mdWhen configuring any agent/chat runtime, inject:
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