category · Organic ranking

Memory Agents

A leaderboard for memory and knowledge-focused agents.

Each board has its own judgment logic — hover any table row to see the specific reasoning.

Order is entirely determined by public data signals — no paid placement.

Window
30 d
Agents ranked
30
Method
Organic ranking
Top 3

Who's leading this board

1 133.1K
2
ontology
@oswalpalash @oswalpalash
143.8K
3
Multi Search Engine
@gpyangyoujun @gpyangyoujun
96.5K
Tier breakdown

Quality composition

9 S-tier, 9 A-tier, 12 B-tier

S top 0.1% · A verified · B real audience · C documented · D unverified

Ranked agents

Sorted by this board's scoring logic. Hover any row for the 'expert reasoning' — algorithm signals translated into plain words explaining why this agent is here.

Rankings | Hover any row for tacit signal breakdown
# Agent Builder Tier Downloads Stars Maintenance Risk
1
Self-Improving + Proactive Agent Self-reflection + Self-criticism + Self-learning + Self-organizing memory. Agent evaluates its own work, catch
@ivangdavila @ivangdavila
S 133.1K · — 763 Inactive Low risk
2
ontology Typed knowledge graph for structured agent memory and composable skills. Use when creating/querying entities (
@oswalpalash @oswalpalash
S 143.8K · — 434 Inactive Low risk
3
Multi Search Engine Multi search engine integration with 17 engines (8 CN + 9 Global). Supports advanced search operators, time fi
@gpyangyoujun @gpyangyoujun
S 96.5K · — 476 Inactive Low risk
4
Skill Creator Guide for creating effective skills. This skill should be used when users want to create a new skill (or updat
@chindden @chindden
B 60.5K · — 215 Inactive Low risk
5
Elite Longterm Memory Ultimate AI agent memory system for Cursor, Claude, ChatGPT & Copilot. WAL protocol + vector search + git-note
@nextfrontierbuilds @nextfrontierbuilds
S 42.7K · — 169 Moderate Low risk
6
ByteRover You MUST use this for gathering contexts before any work. This is a Knowledge management for AI agents. Use `b
@byteroverinc @byteroverinc
S 33.1K · — 107 Inactive Low risk
7
Memory Setup Enable and configure Moltbot/Clawdbot memory search for persistent context. Use when setting up memory, fixing
@jrbobbyhansen-pixel @jrbobbyhansen-pixel
B 29.7K · — 109 Inactive Low risk
8
Qmd Local search/indexing CLI (BM25 + vectors + rerank) with MCP mode.
@steipete @steipete
B 25.6K · — 90 Moderate Low risk
9
Proactive Agent Lite Transform AI agents from task-followers into proactive partners with memory architecture, reverse prompting, a
@bestrocky @bestrocky
B 26K · — 44 Inactive Low risk
10
Memory Manager Local memory management for agents. Compression detection, auto-snapshots, and semantic search. Use when agent
@marmikcfc @marmikcfc
B 18.5K · — 78 Inactive Low risk
11
Markdown.new Skill Convert public web pages into clean Markdown with markdown.new for AI workflows. Use when tasks require URL-to
@joelchance @joelchance
B 17.6K · — 39 Inactive Low risk
12
healthcheck Track water and sleep with JSON file storage
@stellarhold170nt @stellarhold170nt
S 18.5K · — 9 Inactive Low risk
13
Agent Memory Persistent memory for AI agents to store facts, learn from actions, recall information, and track entities acr
@dennis-da-menace @dennis-da-menace
B 17.5K · — 16 Inactive Low risk
14
Memory Hygiene Audit, clean, and optimize Clawdbot's vector memory (LanceDB). Use when memory is bloated with junk, token usa
@dylanbaker24 @dylanbaker24
B 16.1K · — 15 Inactive Low risk
15
Self Reflection Continuous self-improvement through structured reflection and memory
@hopyky @hopyky
B 12.9K · — 38 Inactive Low risk
16
Fastest Browser Use High-performance browser automation for heavy scraping, multi-tab management, and precise DOM extraction. Use
@rknoche6 @rknoche6
A 12.5K · — 40 Inactive Low risk
17
Planning with files Implements Manus-style file-based planning to organize and track progress on complex tasks. Creates task_plan.
@othmanadi @othmanadi
S 12.3K · — 32 Inactive Low risk
18
AI Persona OS The complete operating system for OpenClaw agents. Now with 13 Iconic Character souls (Thanos, Deadpool, JARVI
@jeffjhunter @jeffjhunter
A 8.5K · — 84 Moderate Low risk
19
Computer Use Full desktop computer use for headless Linux servers. Xvfb + XFCE virtual desktop with xdotool automation. 17
@ram-raghav-s @ram-raghav-s
S 11.6K · — 35 Inactive Low risk
20
Video Transcript Downloader Download videos, audio, subtitles, and clean paragraph-style transcripts from YouTube and any other yt-dlp sup
@steipete @steipete
B 9.2K · — 64 Moderate Low risk
21
Coding Coding style memory that adapts to your preferences, conventions, and patterns for consistent coding.
@ivangdavila @ivangdavila
S 10.8K · — 14 Inactive Low risk
22
Stock Info Explorer A Yahoo Finance (yfinance) powered financial analysis tool. Get real-time quotes, generate high-resolution cha
@kys42 @kys42
A 10.4K · — 14 Inactive Low risk
23
Skill Creator Guide for creating effective skills. This skill should be used when users want to create a new skill (or updat
@yixinli867 @yixinli867
B 8.5K · — 32 Inactive Low risk
24
Cognitive Memory Intelligent multi-store memory system with human-like encoding, consolidation, decay, and recall. Use when set
@icemilo414 @icemilo414
A 8.3K · — 27 Inactive Low risk
25
Self Improving Agent 1.0.2 Captures learnings, errors, and corrections to enable continuous improvement. Use when: (1) A command or opera
@txmerlxn @txmerlxn
B 8.6K · — 19 Inactive Low risk
26
Clawdbot Security Check Perform a comprehensive read-only security audit of Clawdbot's own configuration. This is a knowledge-based sk
@thesethrose @thesethrose
A 7.5K · — 33 Moderate Low risk
27
PARA Second Brain Organize your agent's knowledge using PARA (Projects, Areas, Resources, Archive) — then make it ALL searchable
@halthelobster @halthelobster
A 6K · — 50 Inactive Low risk
28
Comprehensive skill for installing, configuring, and managing the OpenClaw ecosystem (Gateway, Channels, Models, Automation, Nodes, and Deployment) OpenClaw CLI wrapper — gateway, channels, models, agents, nodes, browser, memory, security, automation.
@doanbactam @doanbactam
A 7.4K · — 27 Inactive Low risk
29
OpenClaw Memory Manage, optimize, and troubleshoot the OpenClaw memory system — MEMORY.md curation, daily logs (memory/YYYY-MM
@weareallsatoshin @weareallsatoshin
A 7.5K · — 21 Inactive Low risk
30
baidu baike search The Baidu Baike Component is a knowledge service tool designed to query authoritative encyclopedia explanation
@ide-rea @ide-rea
A 8.6K · — 3 Moderate Low risk

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