Best LangGraph MCP Servers
LangGraph is a library for building stateful, multi-actor applications with LLMs. It extends LangChain with a flexible graph system to coordinate agent workflows.
Why this server?
Enables LangGraph agents to resume from their own records by persisting and retrieving agent state through Recall.
AlicenseAqualityAmaintenanceAgent memory for facts that change. When a user corrects something, Recall replaces the old fact, tells the agent what it replaced, and keeps the old value in a history. Ask what was believed on any date, see every change to a fact, or diff two dates. Runs locally on polign_db, Postgres with pgvector, MongoDB, or Qdrant. Apache 2.0.1456Apache 2.0Why this server?
Offers a LangGraph checkpoint saver that persists agent state and memories with AES-256-GCM encrypted storage via the synapse-layer-langgraph integration.

synapse-layerofficial
AlicenseBqualityAmaintenanceMCP-native persistent memory for AI agents. Stores and retrieves encrypted memories with Trust Quotient scoring, cross-agent handover protocol, and immutable audit trail. 13 tools. Remote endpoint available.1352 PyPI13Apache 2.0Why this server?
Provides an adapter that drops into LangGraph agent execution nodes to guard tool dispatches before they run, raising a CircuitBreakerException when a tool call (e.g. a bash command with shell injection) is halted by AST containment rules.
AlicenseAqualityAmaintenanceDeterministic AST deconstruction and runtime circuit breaker preventing rogue shell escapes, dynamic eval(), and covert lateral socket egress in autonomous LLM tool calls.1231Apache 2.0Why this server?
Integrates with LangGraph for stateful agent workflows with conservation-law governance, fleet telemetry, and compute budget enforcement.
AlicenseAqualityCmaintenanceEnables Claude Code to query and control the SuperInstance fleet, including fleet status, conservation law checks, semantic search, and agent registry.8347 npmMITWhy this server?
Allows LangGraph agents to interact with KumoRFM for executing predictive queries, evaluating models, and managing graph metadata.

KumoRFM MCP Serverofficial
AlicenseAqualityDmaintenanceEnables AI assistants to query KumoRFM for predictive analytics on relational data, including graph management, natural language to PQL conversion, and training-free predictions.1225 PyPI34MITWhy this server?
Provides a drop-in CCSStore adapter for LangGraph that adds read-side coherence and stale-write prevention via MESI protocol.
AlicenseAqualityAmaintenanceCoherence guard for shared files: when two agents write the same file, the stale writer is denied instead of silently overwriting, then reacquires and retries. Single-host, TLA+-verified.10248 PyPI12Apache 2.0Why this server?
Provides a callback handler integration to trace LangGraph workflows for observability.

spanlens-mcpofficial
AlicenseAqualityCmaintenanceMCP-native LLM observability. Query your Spanlens traces, stats, cost anomalies, and savings from Cursor, Claude Desktop, or any MCP client. Open source (MIT).713MITWhy this server?
Enables LangGraph agents to submit review requests and receive human decisions via the Gatewerk Python SDK.
Why this server?
Integrates with LangGraph, allowing LangGraph agents to retrieve options market data including gamma curves, GEX by strike, and trade setups.
AlicenseAqualityDmaintenanceEnables AI agents to discover and retrieve options market-structure data (GEX, gamma flip levels, dealer positioning, skew, max pain, expected-move levels, options flow, and ranked trade setups) from Trading Volatility's public API via natural language.171MIT