Knowledge

Permission-aware RAG for agents — ingest docs, hybrid search, cited answers (hosted API).

Code knowledge graph over MCP: token-budgeted context for AI coding agents.

Auto, manual, or hybrid docs that never fall out of sync.

Intelligent code knowledge graph for AI coding agents — 71% cheaper, 72% faster

Deterministic, fail-closed planner for KCP knowledge manifests: kcp_plan, kcp_load, kcp_validate.

Scan website legal docs for missing or stale compliance clauses. Rule-based, no LLM.

MCP server + Playwright reporter that builds a flakiness knowledge graph from test run history

MCP server for Divoom LAN watchface APIs; read-before-write safe. V2 editor linked in README.

MCP server for querying and retrieving Qiskit documentation, guides, and API references

AI access to Mapbox docs, API references, style specs, and guides. No token required.

APIAny MCP server for model discovery, pricing, docs, and integration examples.

MCP server for the Fail Modes taxonomy — a knowledge base of AI system failure modes

FastMCP server for Obsidian wikilink suggestions from a pre-computed knowledge graph (graphify…

Self-hosted multi-user memory for AI agents: a human-readable Markdown wiki with per-fragment ACL.

Multi-account MCP for Gmail, Calendar, Drive, Docs, and Sheets — 61 tools, token-efficient, macOS…

Persistent AI memory with shared team workspaces, typed knowledge chunks, and cross-tool support.

Local-first personal knowledge base. Cited answers from your vault via vector + graph retrieval.

DocDiagram MCP server - embedded diagrams in MDX docs

Graph-native memory for AI agents: a knowledge graph built from conversation, via MCP.

Adaptive memory system with cognitive scoring, knowledge graph, and self-improving ML.

Cross-agent memory over MCP: hybrid recall, knowledge graph, private/shared visibility, redaction.

A growing Citadel of stack-specific docs, served as MCP tools for AI coding agents.

Run Redis commands and look up Upstash Redis Search docs against Upstash Redis over HTTP or TCP.

Read-only MCP over a vault's typed knowledge graph: concept search, contradictions, article fetch.