Memory MCP servers

Diagnose RAG drift: interpret scores, recommend thresholds, explain dimensions.

RAG retrieval IR metrics: recall@k, hit@k, MRR, NDCG@k, evaluate_batch.

Search your knowledge bases from any AI assistant using hybrid RAG.

Disease Twin — Brazil's rare-disease knowledge graph (10,468) over MCP. Source-grounded, PT-BR.

Local MCP server for Recite receipt processing with ledger and memory tools.

MCP server for Redis diagnostics — analyze memory usage, slowlog, client connections, and keyspace health with AI-powered recommendations

Reliability intelligence: production incidents, risk register, controls catalog, knowledge graph.

Memory MCP server for Claude Code, Cursor, VS Code Copilot and Claude Desktop: per-person memory, JSON Schema validation, shift-work tools. Pure Node; install once with npx, run offline.

Personal memory outside the AI. Due dates, loose ends and old notes come back on their own.

Durable, shareable and governed project memory with smart triage and explicit project composition.

Read the MindForge engine over MCP: knowledge graph, project health, and audit log.

Ayatollah Khamenei corpus: fatwas, lectures, knowledge graph. Arabic/Persian. Research access.

Any URL to clean text, markdown, or JSON for LLM/RAG pipelines.

Quote-to-cash for service businesses (machine shops, contractors, HVAC): jobs, quotes, customer memory, price signals, follow-ups and confirmed sends.

Knowledge-graph memory server for AI tools via MCP

Run Signal Lab Apify Actors for price tracking, keywords, RAG, transcripts, Reddit, jobs, and menus.

Narrow code retrieval for agents: outlines, symbol context, dep graph, persistent memory.

Persistent cross-platform memory for AI agents with Ebbinghaus decay scoring.

Browser automation and API testing MCP server built on Playwright + CDP. Numbered element refs and Set-of-Mark screenshots let AI agents target the right node; flow record/replay, element memory, captcha handoff and an HTTP API test suite.

Hosted MCP for source-backed project context, memory, code impact, and agent workflow continuity.

AI personas with a lasting, encrypted memory per project, for Claude Code. Hosted in France.

Explainable graph-retrieval memory engine with an RL-trained management policy.

End-to-end agent-managed company brain. Docs, diagrams, plans, Knowledge Graph. Lean & affordable.

Deterministic bank-statement parsing: messy CSV/OFX to clean categorized rows. In-memory only.

Shared project memory for AI coding agents: decisions, lessons, risks and tasks in one graph.

Local-first AI memory over MCP. No account; you own the store.

Persistent memory and context for your agent, on a board you can see. Capped, so it stays small.

Local-first semantic memory for MCP agents. Recall, remember, forget, echo, drift, stats over stdio.

Persistent memory for Claude Code and Cursor. Stop re-explaining your project every session.

Append-only event log for cross-agent context/memory sharing via 3 MCP tools.

Multi-agent context sharing, memory, and status coordination via MCP tools.

MCP server for Linux system monitoring — CPU, memory, disk, network, processes, systemd services, and system logs for Claude, Cursor, and AI agents

Role-aware Agent memory with cross-session recall, durable writes, and multi-Agent project scope.

Long-term memory for AI agents: local-first PKM with provenance and hybrid search.

Shared memory for coding agents. Stop re-explaining your codebase every session.

Private on-device memory & retrieval for AI assistants — offline vector + lexical search.

Person-owned AI memory that learns, not just stores — portable context for any MCP client.

Shared semantic graph for AI reviews, classification and structured memory across AI assistants.

Enrich Google Maps leads, crawl docs to RAG Markdown, transcribe podcasts, check AI crawler access.

Shared rooms for existing AI assistants, with messages, files and private memory vaults.

Provenance-aware memory format for AI agents: every claim carries its source, age and boundary.

Experience memory for coding agents: validated traps, fixes and dead-ends at decision time.

Stdio-first Agent MCP workpack for local tools, audit chains, search, memory, and pipelines.

Provenance-first research memory with hash-bound evidence and a fail-closed eligibility gate.

Persistent memory for AI agents. EU-hosted, privacy-first, hybrid recall, contradiction detection.

Persistent, outcome-grounded episodic memory for Claude. 14ms CPU retrieval, no GPU, no vector DB.

Local deterministic BM25 memory for AI agents. Offline-first, no API key, SHA-256 shards, stdio.

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