vectorize-io/hindsight

Memory platform for AI Agents in 6 lines of code

☕ 🐍 ☁️ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.

Real-time cost observability for Model Context Protocol (MCP) tool calls. Wraps any MCP server, attributes spend per tool/project/customer. Free tier 25K calls/mo. EU-hosted

baphometnxg/aloha-fyi-mcp — indexed from awesome-mcp-servers-punkpeye

🏎️ 🏠 🍎 🪟 🐧 - Local-first AI memory with causal graphs and citation verification. Semantic search, confidence decay when code drifts, and zero network connections. Works across

Scientific paper search API for AI agents: REST, Python, OpenAPI, and MCP with structured full-text evidence.

The missing cognitive primitive for AI agents. Decompose any text into classified semantic units — authority, risk, attention, entities. No LLM. Deterministic.

Cross-platform agent logging and observability

📇 ☁️ - AI agent knowledge marketplace where agents share solutions and earn tokens. Search, publish, and unlock previously solved problems to reduce token usage and computational

Model Context Protocol (MCP) Server for Graphlit Platform

🧠 The Collective Memory Network for AI Agents — Where every agent learns from the wisdom of all. 万物智识，归于一圈。

a mcp server for vikingdb store and search

JSON MCP server to filter only relevant data for your LLM

leesgit/claude-session-continuity-mcp — indexed from awesome-mcp-servers-punkpeye

An open-source AI coding observability layer. Silently tracks vibe coding sessions via MCP and codifies AI deviations into project rules. 100% local.

Documentation Authority for AI Agents based upon Devdocs

Cryptocurrency Documentation MCP Server - AI-powered documentation collection and management system for blockchain projects

A local vector memory explorer with a modern UI. Browse, search, visualize and manage SQLite-vec databases from MCP Memory Service.

Pinecone Assistant MCP server

Track your brand visibility across ChatGPT, Perplexity, Claude, and Gemini. Open source alternative to Otterly/AthenaHQ.

An MCP server plus a CLI tool that indexes local code into a graph database to provide context to AI assistants.

Open source MCP server for Vectara

Official Vectorize MCP Server

Self-learning memory for AI coding agents — MCP server

MCP server that adds a fail-closed quality gate and hash-chained receipt ledger to any AI agent workflow.

Persistent memory and session intelligence for AI coding assistants. Auto-tracks mistakes, decisions, and context via hooks. Mines your full session history for patterns, predictio

Structural observability for AI conversations. Detects loops, stuck states, breakthroughs, and convergence patterns across 17 channels without analyzing content. MCP server + REST

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

See through your agent's eyes. Visualize legacy code, architect new systems, understand everything.

📇 ☁️ - Cloud-hosted persistent semantic memory for AI agents. Semantic search, knowledge graphs, specialist expertise hats, and multi-tenant isolation. Free 7-day trial.

Persistent memory for AI agents. Agents forget. CI remembers.

One memory, three terminals. Shared memory layer for Claude Code, Codex, and Gemini CLI — hybrid retrieval (vector + BM25 + KG), session continuity, 41 MCP tools. Local-first, Lanc

alimuratkuslu/byok-observability-mcp — indexed from awesome-mcp-servers-punkpeye

Alog MCP Server - AI agent activity logger & monitor for Claude Code, Cursor, and other MCP clients

AI memory brain for Claude Code, Cursor, Copilot & Windsurf — 51 MCP tools. Persistent sessions, lessons learned, semantic search, Team Brain, managed Valkey/Redis. Free tier.

MCP server for @cartisien/engram — persistent semantic memory for AI agents

Pull Deep Memory from across your Claude Code Sessions — when you need it.

A knowledge graph server that uses the Model Context Protocol (MCP) to provide structured memory persistence for AI models.

The best-benchmarked open-source memory system for AI coding assistants

Model Context Protocol (MCP) implementation for Opik enabling seamless IDE integration and unified access to prompts, projects, traces, and metrics.

Dingo: A Comprehensive AI Data, Model and Application Quality Evaluation Tool

CLI + Local MCP - A shared structured memory store across Claude Code, Cursor, Windsurf, Antigravity, and every MCP client. Semantically queryable.

AKB — Agent Knowledgebase. Organizational memory for AI agents: vault-scoped docs / tables / files unified by URI graph, served over MCP.

Local-first MCP server that gives coding agents structured context packets, code/schema facts, and diagnostics - backed by a local SQLite store.

Cross-platform agent logging and observability

Model Context Protocol (MCP) Server for Graphlit Platform

CogmemAi — Cognitive Memory for Any Ai System. Autonomous robots, self-driving vehicles, defense systems, coding assistants, and more. 91% LoCoMo benchmark — above human performanc

The agent eval standard for MCP — score output quality, catch safety failures, enforce cost budgets

Memory engine for AI agents — time axis (3-layer decay/promotion) + space axis (self-organizing topic tree). Hybrid search, LLM consolidation. Single Rust binary.

Persistent memory MCP server with typed memories, decay scoring, and token-aware context injection

Memory Consolidation for AI agents across vendors, owners, and time. Persistent memory, credibility-scored web search, browser fetch, and a shared Commons pool — all under a stable

An economical and fuel(token) efficient AI tool, graph session memory for looong chat session

Reference MCP server for persistent agent memory using a local knowledge graph. The starter every memory-aware agent reaches for.

Decision audit trail + persistent memory for AI trading agents. Outcome-weighted recall, SHA-256 tamper detection, 17 MCP tools.

A custom fork of @modelcontextprotocol/server-memory using Azure Functions MCP triggers and Table storage.

Persistent AI memory with hybrid search and embedded sync. Open, free, unlimited.

Memory infrastructure for multi-agent AI systems. Shared, persistent, consistent knowledge for agents that need to stop forgetting.

Persistent memory for AI coding agents

One memory. Every AI tool. Yours to keep. Local-first, MCP-compatible, Apache 2.0.

🦀 🏠 🍎 🪟 🐧 - A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based memory for AI

Ragie Model Context Protocol Server

Persistent codebase knowledge layer for AI agents. Pre-builds architecture, dependency, coupling, and risk knowledge served via MCP. 27 languages, 13 tools.

🐍 🏠 - LLM-based code review MCP server with AST-powered smart context extraction. Supports Claude, GPT, Gemini, and 20+ models via OpenRouter.

Your AI forgets everything between sessions. SAME fixes that. Local-first, no API keys, single binary.

ContextLattice is the local-first control plane for long-horizon agent memory and coordination.

A personal knowledge graph for Claude that survives across sessions, devices, and tools. Neo4j + semantic embeddings, OAuth-secured, single-user-by-default but multi-tenant-ready.

Open-source memory CLI for Claude Code, Codex & MCP — local-first SQLite, graph-aware recall, review gate. npm i -g waypath

Farnsworth SYNTEK — 7-layer recursive agent memory with context branching, holographic recall, and on-chain persistence.

A Claude Code plugin that gives Claude persistent memory across sessions — stores lessons and decisions as markdown in your Obsidian vault, searches them with SQLite FTS5, and mine

A minimal graph engine for grounded AI — records, associates, and retrieves, but never invents. Written in Rust.

Durable hybrid memory for AI agents: vector + BM25 + temporal + graph recall, exposed through MCP, HTTP, and Python.

The implementation of Model Context Protocol (MCP) server for VictoriaLogs.

NEXO Brain — Shared brain for AI agents. Persistent memory, semantic RAG, natural forgetting, metacognitive guard, trust scoring, 150+ MCP tools. Works with Claude Code, Codex, Cla

📇 ☁️ 🏠 🍎 🪟 🐧 - Session memory, context health monitoring, reasoning quality, and truthfulness verification MCP server with 37 tools and tiered memory storage. `npx -y context-

Persistent engineering memory for coding agents over MCP.

Persistent memory MCP server for Claude Code, Cursor, and GitHub Copilot. Long-term memory via Model Context Protocol with semantic search, Git sync, and team collaboration.

Production-grade persistent memory service for AI agents — FastAPI + pgvector + local ONNX embeddings

Transparent MCP proxy with OpenTelemetry tracing. Wrap any MCP server and persist traces to SQLite, Postgres or MySQL.

Open-source team memory layer for AI coding agents — markdown files in git, user→team→org hierarchy, cross-vendor MCP server. Apache-2.0.

[](https://glama.ai/mcp/servers/perceptdot/percept) 📇 ☁️ 🏠 - AI-powered observability platform for agents. Auto-discovers and recommends MCP servers; built-in connectors for GA4,

AI conversations that actually remember. Never re-explain your project to your AI again. Join our Discord: https://discord.gg/tyvKNccgqN

Encrypted, bidirectional local memory for your Claude Code Telegram bot — captures both sides at the plugin source, recalls via MCP.

MCP-native AI SRE: ask what's broken in production, get a reviewed GitHub fix PR.

Your task manager is the best agent memory you're not using. An agent-native context layer over your existing task app: hybrid retrieval (RRF), capture-time enrichment, pluggable a

A Research Cortex. A research companion for Claude. Your library, notes & memory stay on your machine; answers cited from your own library; 30+ specialist skills; auto cross-pollin

Multi-modal RAG engine for AI assistants. Stores conversation history, conclusions, diffs, error traces, and other development artifacts in LanceDB with vector search, multi-factor

A local-first cognitive substrate for neurodivergent professionals. Gives Claude memory, a sense of time, a translator for corporate ambiguity, and a guardrail that refuses to ampl

Self-hosted semantic memory over MCP for an engineering team's tacit knowledge. Rust, Postgres + pgvector.

Local-first MCP memory layer for AI coding assistants — persistent cross-session memory, stored entirely on your machine

Persistent, correction-driven memory for AI agents. Cross-session, cross-platform (Claude Code, Codex, Gemini — any MCP client). Learns from mistakes, compresses context to save to

Sistema de Memoria Dual con Búsqueda Integrada por Relevancia Expansiva (BIRE) — PostgreSQL + pgvector + Gemini Embeddings

Git-first memory for AI agents: Markdown files are truth, the index is disposable, writes are reviewable commits.