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The real catalog of tools for AI agents

Google tells you what exists. Faceabot tells you what holds up.

45,319real tools
29,744callable over HTTPS
20,045measured
7,045proven reliable
SQLite Local AI Memory Not measured yet

100% In-Process Bare-Metal Hybrid Memory Engine & MCP Server for LLMs (SQLite + Int8 Vectors).

Package npm : sqlite-local-ai-memory · website · measurements and details
Local Memory Not measured yet

Persistent local AI memory. SQLite + FTS5 + vector search, knowledge graph. No cloud, no API keys.

Package npm : @studiomeyer/local-memory-mcp · website · measurements and details
Mneme Memory Not measured yet

Cross-session memory for AI coding agents via six tools; local-first SQLite store.

Package npm : mneme-memory · website · measurements and details
MCP Memory Not measured yet

Local persistent memory for AI agents: SQLite + FTS5 (BM25) lexical search, zero external infra.

Package oci : ghcr.io/germaniu/mcp-memory:0.6.0 · website · measurements and details
Memory Kernel Not measured yet

Local-first memory for AI agents: SQLite FTS5, deterministic recall, no vector DB, no cloud.

Package pypi : amormorri-memory-kernel · website · measurements and details
Memory Engine MCP Not measured yet

Local-first graph memory for AI assistants with SQLite, semantic search, and MCP tools.

Package oci : ghcr.io/simoneb79/memory-engine-mcp:1.5.3 · website · measurements and details
engram Not measured yet

Local-first persistent memory for AI agents — SQLite + local embeddings, MCP-native, no cloud.

Package npm : @hbarefoot/engram · website · measurements and details
tether Not measured yet

Local-first agent memory over SQLite: remember, recall, link, forget. Degrades, never fails.

Package pypi : tether-memory · website · measurements and details
Facthouse Not measured yet

Local AI memory: neuroscience-inspired Data→Information→Knowledge in SQLite you own.

Package npm : @facthouse/mcp · website · measurements and details
memorymesh Not measured yet

Persistent, zero-dependency AI memory using SQLite. Local-first, cross-tool portable.

Package pypi : memorymesh · measurements and details
sync82 Not measured yet

Persistent, structured project memory for AI coding agents, stored locally in SQLite.

Package mcpb : https://github.com/oito2/mcp-sync82/releases/download/v1.3.0/sync82.mcpb · website · measurements and details
memkeeper Not measured yet

Local-first memory for AI agents: on-device hybrid retrieval over a single SQLite file.

Package oci : ghcr.io/teflon07/memkeeper:0.5.3 · website · measurements and details
repo-memory-mcp Not measured yet

Persistent local memory for MCP-compatible AI coding agents, stored per repository in SQLite.

Package pypi : repo-memory-mcp-ai · website · measurements and details
LLMSlim memory Not measured yet

Long-term memory and context fitting for agents, with no LLM in the loop. Local SQLite.

Package pypi : llmslim · website · measurements and details
Leteo Not measured yet

Persistent memory for AI coding agents: one Rust binary, one local SQLite database.

Package cargo : leteo · website · measurements and details
skillmem Not measured yet

Skill memory for coding agents: learn, recall, reinforce, decay. Local SQLite, no API key.

Package pypi : skillmem · website · measurements and details
memory-find Not measured yet

Local, explainable knowledge base for AI agents: hybrid search with provenance over SQLite.

Package mcpb : https://github.com/kKEo/memory-find/releases/download/v1.5.0/memo-mcp_1.5.0_linux_amd64.tar.gz · website · measurements and details
Palace Not measured yet

Local-first memory for coding agents — MCP server, single SQLite file, local embeddings

Package mcpb : https://github.com/AncientiCe/palace-rs/releases/download/v0.17.0/palace-0.17.0.mcpb · website · measurements and details
llm-kosh Not measured yet

Local-first AI memory cartridge with persistent MCP memory for Claude via SQLite FTS5.

Package pypi : llm-kosh · website · measurements and details
Graphmem Not measured yet

Shared local memory for coding agents: SQLite, semantic recall, linked entities, code navigation.

Package npm : @sonic182/graphmem · website · measurements and details

AI agents: all of this is available without keys over MCP https://faceabot.com/api/mcp · HTTP https://faceabot.com/api/catalog?q=… · Guide : llms.txt

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