High-intent entry points

Start from the task, not a keyword list.

These shortcuts use the same trust, supply, and relevance signals as the registry API, so humans and agents land on a useful shortlist faster.

Agent-readable index

FinanceStock analysis QuantTrading research SlidesPPT generation DocsPDF parsing ExtractWeb scraping CreativeDesign workflow SportsFootball analytics

Decision filters

Choose by scenario, quality, and trust signals.

Use casePlatform fitQuality tierTrust profileSafety gateGitHub adoption

Showing 1-16 of 884 ranked candidates matching "memory"

Best blend of quality, stars, freshness, and agent usage

Agentmemory

VERIFIEDEXCELLENT · 100TRUST · 92SAFE · VERIFIEDCODING

#1 Persistent memory for AI coding agents based on real-world benchmarks

$ npx skills add rohitg00/agentmemory

23.4K stars74 quality92 trustVerifiedClaude Code + OpenAI Agents22d since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustStrong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/…

Safety gateStrong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.

Scenario Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

Claude Code + OpenAI Agents · 4 targets

typescriptcoding-agent

by rohitg00DetailsQuick view

TencentDB Agent Memory

VERIFIEDEXCELLENT · 100TRUST · 88SAFE · REVIEWEDCODING

TencentDB Agent Memory delivers fully local long-term memory for AI Agents via a 4-tier progressive pipeline, with zero external API dependencies.

$ npx skills add Tencent/TencentDB-Agent-Memory

6.8K stars69 quality88 trustReviewedClaude Code11d since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustStrong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/…Review: License is unclear

Safety gateGood audit and safety signals with no high-risk permission hints in public metadata.

Scenario GitHub automation · I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.

Claude Code + CLI · 4 targets

typescriptai-agents

by TencentDetailsQuick view

OpenMemory

VERIFIEDEXCELLENT · 100TRUST · 88SAFE · REVIEWEDCODING

Local persistent memory store for LLM applications including claude desktop, github copilot, codex, antigravity, etc.

$ npx skills add CaviraOSS/OpenMemory

4.2K stars67 quality88 trustReviewedClaude Code + OpenAI Agents1mo since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustStrong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/…

Safety gateGood audit and safety signals with no high-risk permission hints in public metadata.

Scenario Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

Claude Code + OpenAI Agents · 4 targets

typescriptvector-search

by CaviraOSSDetailsQuick view

Kernel Memory

VERIFIEDEXCELLENT · 100TRUST · 89SAFE · VERIFIEDRESEARCH

Research project. A Memory solution for users, teams, and applications.

$ npx skills add microsoft/kernel-memory

2.2K stars65 quality89 trustVerifiedClaude Code28d since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustStrong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/…

Safety gateStrong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + CLI · 4 targets

c#semantic-search

by microsoftDetailsQuick view

Awesome AI Memory

EXCELLENT · 87TRUST · 84SAFE · REVIEWEDRESEARCH

Awesome AI Memory | LLM Memory | A curated knowledge base on AI memory for LLMs and agents, covering long-term memory, reasoning, retrieval, and memory-native system des…

$ npx skills add IAAR-Shanghai/Awesome-AI-Memory

978 stars55 quality84 trustReviewedClaude Code30d since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateGood audit and safety signals with no high-risk permission hints in public metadata.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + CLI · 4 targets

pythonrag

by IAAR-ShanghaiDetailsQuick view

Graph Memory

STRONG · 78TRUST · 81SAFE · REVIEWEDRESEARCH

Openclaw记忆插件Knowledge Graph + Memory；Knowledge Graph Context Engine for OpenClaw — extracts structured triples from conversations, compresses context 75%, enables cross-…

$ npx skills add adoresever/graph-memory

502 stars50 quality81 trustReviewed with permission notesClaude Code + OpenAI Agents3mo since pushSafe to try

QualitySolid option that is likely worth shortlisting for production workflows.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + OpenAI Agents · 4 targets

typescriptknowledge-graph

by adoreseverDetailsQuick view

Echo Memory

STRONG · 73TRUST · 76SAFE · REVIEWEDDESIGN

A Simple Baseline for Video World Models with Memory

$ npx skills add Echo-Team-Joy-Future-Academy-JD/Echo-Memory

114 stars48 quality76 trustReviewed with permission notesClaude Code23d since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.

TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Design and creative · I need my agent to produce design assets, UI directions, presentations, or creative media workflows.

Claude Code + CLI · 4 targets

pythonvideo-generation

by Echo-Team-Joy-Future-Academy-JDDetailsQuick view

Lucid Memory

PROMISING · 69TRUST · 79SAFE · REVIEWEDRESEARCH

Memory for AI that works like yours—local, instant, persistent. 13x faster than Pinecone, 5x leaner than RAG. Finds what RAG misses. Zero cloud, zero cost.

$ npx skills add JasonDocton/lucid-memory

153 stars42 quality79 trustReviewed with permission notesClaude Code5mo since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + CLI · 4 targets

typescriptrag

by JasonDoctonDetailsQuick view

Nemp Memory

PROMISING · 67TRUST · 74SAFE · EXPERIMENTALCODING

Nemp - The memory plugin for Claude Code that remembers everything.

$ npx skills add SukinShetty/Nemp-memory

105 stars41 quality74 trustExperimentalClaude Code4mo since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateSparse or mixed signals. Useful for discovery, but not for autonomous installation.

Scenario Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

Claude Code + CLI · 4 targets

powershelldeveloper-tools

by SukinShettyDetailsQuick view

General Agentic Memory

STRONG · 72TRUST · 76SAFE · REVIEWEDRESEARCH

A general memory system for agents, powered by deep-research

$ npx skills add VectorSpaceLab/general-agentic-memory

855 stars47 quality76 trustReviewed with permission notesClaude Code4mo since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.

TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + CLI · 4 targets

pythonresearch-agent

by VectorSpaceLabDetailsQuick view

Pi Hermes Memory

STRONG · 79TRUST · 80SAFE · REVIEWEDCODING

Hermes-style persistent memory and learning loop for Pi coding agent

$ npx skills add chandra447/pi-hermes-memory

154 stars49 quality80 trustReviewedClaude Code14d since pushSafe to try

QualitySolid option that is likely worth shortlisting for production workflows.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateGood audit and safety signals with no high-risk permission hints in public metadata.

Scenario Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

Claude Code + CLI · 4 targets

typescriptcoding-agent

by chandra447DetailsQuick view

Rememory

VERIFIEDEXCELLENT · 100TRUST · 89SAFE · VERIFIEDLEGAL

a digital safe with multiple keys, held by people you trust

$ npx skills add eljojo/rememory

1.4K stars64 quality89 trustVerifiedClaude Code24d since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustStrong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/…

Safety gateStrong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.

Scenario Security and compliance · I need my agent to scan a project for security risks and summarize what needs attention.

Claude Code + CLI · 4 targets

goprivacy

by eljojoDetailsQuick view

PaperMemory

EXCELLENT · 85TRUST · 82SAFE · REVIEWEDRESEARCH

Your browser's reference manager: automatic paper detection (Arxiv, OpenReview & more), publication venue matching and code repository discovery! Also enhances ArXiv: Bi…

$ npx skills add vict0rsch/PaperMemory

566 stars53 quality82 trustReviewed with permission notesClaude Code + Browser agents28d since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + Browser agents · 4 targets

javascriptresearch

by vict0rschDetailsQuick view

Design Memory

PROMISING · 63TRUST · 75SAFE · REVIEWEDPRESENTATION

Extract and reproduce design systems from any website using deterministic analysis and LLM interpretation.

$ npx skills add memvid/design-memory

129 stars42 quality75 trustReviewed with permission notesClaude Code5mo since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.

TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Design and creative · I need my agent to produce design assets, UI directions, presentations, or creative media workflows.

Claude Code + CLI · 4 targets

typescriptdesign-systems

by memvidDetailsQuick view

Memory Lancedb Pro

VERIFIEDEXCELLENT · 100TRUST · 84SAFE · REVIEWEDCODING

Enhanced LanceDB memory plugin for OpenClaw — Hybrid Retrieval (Vector + BM25), Cross-Encoder Rerank, Multi-Scope Isolation, Management CLI

$ npx skills add CortexReach/memory-lancedb-pro

4.4K stars67 quality84 trustReviewed with permission notesClaude Code18d since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

Claude Code + CLI · 4 targets

javascriptrag

by CortexReachDetailsQuick view

Memory Os

VERIFIEDEXCELLENT · 100TRUST · 88SAFE · REVIEWEDRESEARCH

A 7-layer memory operating system for Hermes Agent — persistent memory with Qdrant, structured facts, fabric recall, auto-curated wiki, and surgical context injection. R…

$ npx skills add ClaudioDrews/memory-os

1.1K stars63 quality88 trustReviewedClaude Code27d since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustStrong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/…

Safety gateGood audit and safety signals with no high-risk permission hints in public metadata.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + CLI · 4 targets

pythonvector-search

by ClaudioDrewsDetailsQuick view

Page 1

Showing the strongest 16 results to keep the registry fast for humans and agents. Refine by use case, platform, stars, or search query for a narrower shortlist.

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AI Agent Skills Directory

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Coding and developer agents

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Education and tutoring

Football and World Cup analytics

Start from the task, not a keyword list.

Choose by scenario, quality, and trust signals.

Agentmemory

TencentDB Agent Memory

OpenMemory

Kernel Memory

Awesome AI Memory

Graph Memory

Echo Memory

Lucid Memory

Nemp Memory

General Agentic Memory

Pi Hermes Memory

Rememory

PaperMemory

Design Memory

Memory Lancedb Pro

Memory Os