RAG and vectors skills

2,103 tagged RAG and vectors, measured the same way as everything else here.

Browse within: LLM 379knowledge-graph 243agent 225Multi-Agent 209dsh-plugin 203persistent memory 201skills 162agents 132workflow 122knowledge-base 118wanwu 107local-llm 97enterprise-ai 95gdpr 93

mcp-apps-builder

01

Shubhamsaboo/awesome-llm-apps

Skill Claude CodeCodex

MANDATORY for ALL MCP server work - mcp-use framework best practices and patterns. READ THIS FIRST before any MCP server work, including: Creating new MCP servers Modifying existing MCP servers (adding/updating tools, resources, prompts, widgets) Debugging MCP server issues or errors Reviewing MCP server code for…

not rated 143k +705 yesterday A Snyk: passSkillSpector: warn 139 tokens original Apache-2.0

graphify

02

Graphify-Labs/graphify

Skill Claude CodeCodex

Use for any question about a codebase, its architecture, file relationships, or project content — especially when graphify-out/ exists, where the question should be treated as a graphify query first. Turns any input (code, docs, papers, images, videos) into a persistent knowledge graph with god nodes, community…

not rated 134k +5.7k changed 3d ago B 76 tokens original Apache-2.0

memory-triage

03

mem0ai/mem0

Skill Claude Code

Persistent long-term memory protocol powered by mem0. Evaluate conversations for durable facts worth storing via memoryadd. Handles identity, preferences, decisions, configurations, rules, projects, and relationships. Loaded by the openclaw-mem0 plugin when skills mode is active.

not rated 68k +345 today A Snyk: passSkillSpector: pass 58 tokens original Apache-2.0

markitdown

04

K-Dense-AI/scientific-agent-skills

Skill Claude CodeCodex

Converts heterogeneous documents and selected URIs to Markdown with Microsoft MarkItDown for text analysis, search, and LLM/RAG ingestion. Covers safe local conversion, streams, Office/PDF/data formats, batch workflows, plugins, vision OCR, Azure extraction, and the official MCP server.

not rated 54k +2.4k changed 22d ago A Socket: passSnyk: passSkillSpector: pass 62 tokens original MIT

deeptutor-cli

05

HKUDS/DeepTutor

Skill Claude CodeCodex

Configure, manage, and use DeepTutor through its CLI, including capabilities, knowledge bases, partners, memory, sessions, notebooks, providers, skills, and the server or Web app.

not rated 42k +650 changed 15d ago A 42 tokens original Apache-2.0

session-rag-eval

06

chatboxai/chatbox

Skill Claude CodeCodex

Run and debug Chatbox session attachment RAG model evaluation with synthetic and real long-file fixtures.

not rated 42k +74 29d ago A SkillSpector: pass 25 tokens GPL-3.0

volcengine/OpenViking

Skill Claude CodeCodex

Install and configure the OpenViking long-term memory plugin for OpenClaw via natural conversation. Once installed, the plugin automatically captures facts from chats and recalls relevant context before each reply (auto-capture + auto-recall, cross-session). Covers prerequisites, install through OpenClaw's plugin…

not rated 41k +479 changed 9d ago A ✓ AI review SkillSpector: warn 191 tokens AGPL-3.0

grpo-finetune

08

patchy631/ai-engineering-hub

Skill Claude CodeCodex

Fine-tune a model with GRPO on Fireworks-managed GPUs from a plain-English task description and a dataset. Use this skill whenever the user wants to fine-tune, RL-tune, or GRPO-train a model on their own data — or says things like "train a model to extract/classify/score X", "fine-tune on this dataset", "set up a GRPO…

not rated 38k +67 11d ago A ✓ AI review Snyk: passSkillSpector: warn 122 tokens original MIT

NirDiamant/RAG_Techniques

Skill Claude CodeCodex

Checks a RAGTechniques pull request against the repository's contribution guidelines (CONTRIBUTING.md): where new technique notebooks go, the README list entry and table row every new technique needs, the required notebook structure, and notebook hygiene. Use on any PR that adds or changes a notebook under…

not rated 30k +78 yesterday A 111 tokens

labring/FastGPT

Skill Claude CodeCodex

FastGPT Docker Compose self-hosting deployment workflow. Use when a user asks an AI agent to deploy FastGPT with Docker by referencing /deploy/SKILL.md, including creating an empty fastgpt directory, running the install script in non-interactive mode, starting Docker Compose, monitoring service health, troubleshooting…

not rated 30k +51 changed 1mo ago A SkillSpector: warn 84 tokens

huggingface/sentence-transformers

Skill Claude CodeCodex ✓ vendor

Train or fine-tune sentence-transformers models across SentenceTransformer (bi-encoder, dense or static embedding model for retrieval, similarity, clustering, classification, paraphrase mining, dedup, multimodal), CrossEncoder (reranker, pair scoring for two-stage retrieval / pair classification), SparseEncoder…

not rated 19k +28 today A Snyk: passSkillSpector: pass 146 tokens original Apache-2.0

enrich-context

12

Canner/WrenAI

Skill Claude CodeCodex

Augment a Wren project with business context that DB schema cannot carry — enum value meanings, units (USD vs cents, ms vs sec), NULL semantics, magic sentinels (-1 = unknown), soft-delete default filters, business synonyms, time-grain / TZ conventions, cross-system identifiers, currency rules, canonical-table…

not rated 18k +67 today A SkillSpector: pass 347 tokens

memori-mcp-usage

13

MemoriLabs/Memori

Skill Claude CodeCodex

Use when an MCP-connected agent should use Memori tools for targeted recall, summaries, post-compaction briefs, durable memory augmentation, quota checks, signup, feedback, preferences, prior context, or cross-session continuity.

not rated 17k +5 21d ago A SkillSpector: warn 50 tokens

surfsense-documents

14

MODSetter/SurfSense

Skill Claude CodeCodex

Make or change a Word document (.docx), a PDF, a PowerPoint deck (.pptx) or an Excel workbook (.xlsx) by writing a Python script that surfsenserenderdocument runs, optionally starting from a source's own Word or PowerPoint file. Load it whenever the user asks for one of these, or for a change to one you made.

not rated 17k +112 today A 80 tokens original Apache-2.0

beautiful-article

15

ConardLi/garden-skills

Skill Claude CodeCodex

A tool for turning source material—such as a web page, PDF, DOCX, Markdown file, text, screenshot, or pasted content—into a single offline HTML article.

not rated 13k +236 13d ago A Socket: passSnyk: warnSkillSpector: pass 226 tokens original MIT

MemTensor/MemOS

Skill Claude CodeCodex

Control browser automation through HTTP API. Supports page navigation, element interaction (click, type, select), data extraction, accessibility snapshot analysis, screenshot, JavaScript execution, and batch operations.

not rated 12k +141 today A SkillSpector: warn 42 tokens original Apache-2.0

html-preview

17

xerrors/Yuxi

Skill Claude CodeCodex

A guidance skill for adding small, static HTML/CSS visual previews to Markdown when a diagram, comparison, timeline, metric display, or layout sketch would be clearer than text. It does not use JavaScript.

not rated 7.5k +42 changed 1mo ago A SkillSpector: pass 86 tokens original MIT

video-prompt

18

ageerle/ruoyi-ai

Skill Claude CodeCodex

Directing contract for editable shots and continuous performance segments.

not rated 5.8k +15 changed 3d ago A 15 tokens original MIT

potpie-graph

19

potpie-ai/potpie

Skill Codex

Use when the task can read or write the project-memory graph through the potpie CLI: discover the contract with graph catalog, read named views with graph read, resolve entity identity with graph search-entities, create validated plans with graph propose, commit plans with graph commit --verify, inspect quality with…

not rated 5.7k +6 changed 7d ago A SkillSpector: pass 107 tokens original Apache-2.0

wiki

20

Tencent/teamai-cli

Skill Claude CodeCodex ✓ vendor

Make AI truly understand large codebases: for multi-repository, multi-microservice projects that have evolved over years, run architecture reverse-engineering + a Graph RAG graph + multi-language AST to compress a huge codebase into a structured knowledge base, where every conclusion traces back to a code line and…

not rated 5.6k +83 changed 10d ago A 134 tokens

autorag-setup

21

Marker-Inc-Korea/AutoRAG

Skill Claude CodeCodex

Install and configure AutoRAG, register its Lite MCP server for external agents, or repair its single search model, approved roots, indexes, datasources, and health checks without exposing credentials. Use when AutoRAG or MCP is missing, init/refresh/health fails, indexes are stale, or the user wants to add folders or…

not rated 5.2k +36 changed today A SkillSpector: warn 75 tokens original Apache-2.0

lesson

22

CortexReach/memory-lancedb-pro

Skill Claude CodeCodex

Store a lesson learned from the current conversation. Triggered by /lesson command. Use when Master signals that the recent conversation contains a pitfall, fix, or key insight that should be persisted to long-term memory.

not rated 4.5k +1 2d ago A Socket: passSnyk: passSkillSpector: pass 45 tokens

skill-creator

23

oracle-devrel/oracle-ai-developer-hub

Skill Claude CodeCodex

Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.

not rated 4.4k +19 yesterday A SkillSpector: warn 28 tokens

Sumanth077/Hands-On-AI-Engineering

Skill Claude CodeCodex

Fetches articles from 92 Karpathy-curated RSS feeds, scores them with an LLM, selects the top 3, and delivers a formatted digest to Telegram every morning.

not rated 4.0k +47 2d ago A SkillSpector: pass 42 tokens

At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: