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Ai Memory Python Packages

Python packages with the GitHub topic ai-memory. Sorted by relevance, with stars and monthly downloads.
plastic-labs
honcho-ai

Memory library for building stateful agents

2.5M 3K 367
topoteretes
cognee

The memory for your AI Agents in 6 lines of code

124K 17K 2K
keepnotes-ai
keep-skill

Reflective memory for AI agents

63K 32 2
MemoriLabs
memori

Memori is agent-native memory infrastructure. A LLM-agnostic layer that turns agent execution and conversation into structured, persistent state for production systems.

38K 14K 2K
star-ga
mind-mem

v3.7.0 — Persistent, auditable, contradiction-safe memory for coding agents. HTTP/REST auth fail-closed by default. Cross-platform atomic rollback (Linux/macOS/Windows). 71 MCP tools, 17 AI clients, hybrid BM25+vector+RRF, mind-mem:4b (Ollama). LoCoMo 86.33 conv-0 (Mistral, +8.4 vs published).

28K 4 0
wallter
trw-memory

Persistent memory engine with hybrid retrieval, tiered storage, and semantic dedup for AI agents

24K 1 1
n24q02m
mnemo-mcp

Persistent AI memory with hybrid search and embedded sync - open, free, unlimited

15K 5 5
cyberlife-coder
velesdb

VelesDB is a local‑first AI data engine written in Rust that unifies vectors, full‑text and graph in a single file with a familiar SQL‑like language. Instead of sending every RAG or semantic search query to a remote cluster, VelesDB runs directly on your server, laptop, browser, mobile or edge device — no cloud dependency, no external services, ..

14K 51 8
major7apps
pensyve

Universal memory runtime for AI agents — framework-agnostic, protocol-native, offline-first

13K 16 5
Nubaeon
empirica-mcp

Make AI agents and AI workflows measurably reliable. Epistemic measurement, Noetic RAG, Sentinel gating, and grounded calibration for Claude Code and beyond

11K 217 26
roampal-ai
roampal

Outcome-based persistent memory MCP server for Claude Code and OpenCode. Good advice promoted, bad advice demoted. pip install roampal.

11K 43 7
skynetcmd
m3-memory

Local-first Agentic Memory Layer Framework for MCP Agents and Multiple Computers • Over 60 tools • Hybrid search (FTS5 + vector + MMR) • GDPR • 100% local

10K 11 1
LuizEduPP
rememb

Persistent memory for AI agents — local, portable, zero config. Works with Cursor, Windsurf, Claude via MCP.

10K 3 2
vektori-ai
vektori

Memory that remembers the story not just the facts. Three layer sentence graph for AI agents -> Facts, Episodes, raw Sentences. One DB. Zero config.

9K 114 9
ogham-mcp
ogham-mcp

Shared memory MCP server — persistent, searchable, cross-client Claude, Opencode

9K 96 18
Auctalis
nocturnusai

Verified knowledge for AI agents. Compress context, extract and store facts, define rules, and ask questions — get deterministic answers with proof, not LLM guesses. Connect agents via MCP, Python SDK, TypeSc

8K 2 0
MemoriLabs
memorisdk

Memori is agent-native memory infrastructure. A LLM-agnostic layer that turns agent execution and conversation into structured, persistent state for production systems.

7K 14K 2K
omega-memory
omega-memory

Cross-model memory for AI agents. Local-first, works with Claude, GPT, Gemini, Cursor, Claw Code, and any MCP client

7K 41 13
Wynelson94
longhand

Lossless local memory for Claude Code. The full, unabbreviated version. Every tool call, every file edit, every thinking block — stored verbatim on your machine. Persistent memory without tokens.

7K 8 2
cyberlife-coder
llama-index-vector-stores-velesdb

VelesDB is a local‑first AI data engine written in Rust that unifies vectors, full‑text and graph in a single file with a familiar SQL‑like language. Instead of sending every RAG or semantic search query to a remote cluster, VelesDB runs directly on your server, laptop, browser, mobile or edge device — no cloud dependency, no external services, ..

6K 51 8
cyberlife-coder
langchain-velesdb

VelesDB is a local‑first AI data engine written in Rust that unifies vectors, full‑text and graph in a single file with a familiar SQL‑like language. Instead of sending every RAG or semantic search query to a remote cluster, VelesDB runs directly on your server, laptop, browser, mobile or edge device — no cloud dependency, no external services, ..

6K 51 8
nexi-lab
nexus-ai-fs

Nexus, the shared heartbeat where every agent and human connect, collaborate, and evolve together.

6K 276 7
rishimeka
genesys-memory

Open-source causal graph memory for AI agents. 89.9% on LoCoMo. MCP server with ACT-R scoring, spreading activation, and active forgetting.

5K 15 2
vectorize-io
hindsight-hermes

Hindsight: Agent Memory That Learns

5K 12K 687
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