RAG and vectors skills

2,121 tagged RAG and vectors, measured the same way as everything else here.

Browse within: LLM 385knowledge-graph 243agent 225Multi-Agent 209dsh-plugin 203persistent memory 201skills 164agents 133workflow 122knowledge-base 118wanwu 107local-llm 97enterprise-ai 95gdpr 93

tushare-data

25

agentscope-ai/ReMe

Skill Codex

A Chinese-language workflow for researching financial and market data through Tushare, a data service covering Chinese stocks and related economic information. It turns natural-language questions into steps for retrieving, cleaning, comparing, filtering, exporting, and briefly analysing data.

not rated 3.7k +36 today A SkillSpector: pass 122 tokens original Apache-2.0

evalscope

26

modelscope/evalscope

Skill Claude CodeCodex

LLM evaluation & inference performance testing via the evalscope CLI. Translates natural language requests into evalscope commands for: (1) Model accuracy evaluation — runs registered benchmarks against local checkpoints or API endpoints (OpenAI-compatible, Anthropic, LiteLLM); (2) Performance stress testing — TTFT…

not rated 3.6k +25 changed 1mo ago A SkillSpector: warn 195 tokens original Apache-2.0

ai-agent-dev

27

Snailclimb/interview-guide

Skill Claude CodeCodex

A Chinese-language interview-question guide for roles focused on AI-agent development. It covers agent design, language-model calls, tool integration, MCP, retrieval-augmented generation, context management, and multiple agents working together.

not rated 3.4k +31 15d ago A SkillSpector: pass 59 tokens AGPL-3.0

unified-llm-api

28

Prism-Shadow/penguin-harness

Skill Claude CodeCodex

Call model APIs through @prismshadow/mmsp (MMSP) — streaming text generation, image generation, speech synthesis, embeddings and the supported-model registry with one client.

not rated 2.9k +122 changed 13d ago A SkillSpector: warn 43 tokens original Apache-2.0

memory-to-skill

29

zilliztech/memsearch

Skill Claude CodeCodex

Turn workflows from your MemSearch memory into reusable skills. Use when the user asks to make/create/extract/distill a skill from what they just did or from past work, review skill candidates, install a distilled skill, or 'turn this into a skill'. Manages MemSearch procedural-memory candidates under…

not rated 2.8k +28 today A SkillSpector: pass 82 tokens original MIT

karpathy-llm-wiki

30

Astro-Han/karpathy-llm-wiki

Skill Claude CodeCodex

Use when building or maintaining a personal LLM-powered knowledge base. Triggers: ingesting sources into a wiki, querying wiki knowledge, linting wiki quality, 'add to wiki', 'what do I know about', or any mention of 'LLM wiki' or 'Karpathy wiki'.

5 · 1 2.6k +75 3mo ago A 67 tokens original MIT

UnicomAI/wanwu

Skill Claude CodeCodex

Run GPU jobs on the user's own Modal account via host.compute.create('byoc:modal', ...). Covers the create→submit→waitfornotification flow, the computeprovider kernel for env setup, image/volume resolution, and the two approval cards. Load once you've decided to dispatch to Modal.

not rated 2.4k +6 today A SkillSpector: warn 65 tokens original Apache-2.0

explain-paper

32

raphaelmansuy/edgequake

Skill Claude CodeCodex

Use EdgeQuake MCP tools as evidence — never invent document lists.

not rated 2.3k +14 today A 0 tokens original Apache-2.0

llmwiki

33

atomicstrata/llm-wiki-compiler

Skill Claude CodeCodex

Build and use a persistent, citation-traceable knowledge wiki from documents, research papers, notes, or project documentation. Use for llmwiki projects, retrieving reusable evidence for an agent task, or compiling a corpus for repeated questions. A one-off file read or live web search does not need a wiki.

not rated 2.2k +22 4d ago A 66 tokens original MIT

NVIDIA-NeMo/Nemotron

Skill Claude CodeCodex

Use for Nemotron embed/rerank recipes, including Nemotron 3.5 multimodal SDG, tuning, evaluation, and deployment. Not for generic retrieval.

not rated 2.2k +24 changed 3d ago A SkillSpector: warn 42 tokens original Apache-2.0

Web2Skill

35

zhimaAi/chatwiki

Skill Codex

Convert one public website URL or an explicit batch of public URLs into a reusable skill zip backed by rendered HTML snapshots and a bounded JSONL retrieval index. Use to discover a documentation directory from one URL, crawl a supplied URL set sequentially, generate a source profile, or package indexed web content as…

not rated 2.1k +2 7d ago A SkillSpector: pass 67 tokens

mlx-serve

36

ddalcu/mlx-serve

Skill Claude CodeCodex

Hook an app, game or script up to the local mlx-serve server for LLM chat, embeddings, image, speech, music, sound effect, video and 3D generation, and Laya/Kev/Clef typed decisions, or make a whole film or music video on this Mac. Use when code should call mlx-serve or the user wants a video, song, pictures or game…

not rated 2.1k +92 changed 4d ago A 88 tokens

NVIDIA-AI-Blueprints/video-search-and-summarization

Skill Claude CodeCodex

Use this skill when producing a VSS analysis report — Mode A per-clip VLM, Mode B incident-range via video-analytics, Mode C SOP compliance via the SOP tools. Not for standalone video summarization, real-time alerts or ad-hoc Q&A.

not rated 1.9k +10 changed 22d ago A SkillSpector: warn 61 tokens original Apache-2.0

build-kb

38

Datus-ai/Datus-agent

Skill Claude Code

Build the project's vector-indexed knowledge base from files plus database metadata — optionally scoped to specific files / tables / datasources / domains. Scan the in-scope material, classify it into business domains, explore each domain's tables and docs in parallel with explore subagents (the validated-query SQL…

not rated 1.9k +11 changed 23d ago A SkillSpector: warn 161 tokens

setup

39

qdrant/mcp-server-qdrant

Skill Claude CodeCodex

Configure the Qdrant Power after installation. Use this skill for missing uvx, missing environment variables, unapproved environment variables, unavailable Qdrant tools, "Failed to connect" errors, and setup requests.

not rated 1.6k +2 1mo ago C SkillSpector: warn 45 tokens original Apache-2.0

bilibili-rag-local

40

via007/bilibili-rag

Skill Claude CodeCodex

A guide for querying a locally running service that stores and answers questions about saved Bilibili videos. Bilibili is a Chinese video platform, and RAG means retrieving relevant saved content before generating an answer.

not rated 1.3k +4 26d ago A SkillSpector: pass 72 tokens original Apache-2.0

paper-daily

41

xianshang33/llm-paper-daily

Skill Claude CodeCodex

Discover daily arXiv papers for LLM/Agent topics, rank candidates with keyword and institution filters, and prepare a small selected paper list for llm-paper-daily style workflows.

not rated 1.3k +1 yesterday A SkillSpector: pass 41 tokens

crate-structure

42

xberg-io/html-to-markdown

Skill Claude CodeCodex

Map of the html-to-markdown workspace — the seven crates/ (core, cli, ffi, py, node, php, wasm) with the unsafecode forbid/override rule, the out-of-workspace language packages under packages/, and the primary convert() API with its ConversionResult shape, feature flags, and dual parser. Load when navigating…

not rated 884 +3 changed 9d ago A SkillSpector: pass 91 tokens original MIT

rag-perf

43

NVIDIA-AI-Blueprints/rag

Skill Claude Code

Performance benchmarking for a deployed NVIDIA RAG Blueprint server: profiling pass + aiperf load test driven by a single YAML config. Not for accuracy / RAGAS scoring (use rag-eval) or for deploying / repairing services (use rag-blueprint).

not rated 798 +4 1mo ago A SkillSpector: pass 56 tokens original Apache-2.0

moss-pikachu

44

usemoss/moss

Skill Cursor

Build and maintain Moss Pikachu, a macOS menu bar semantic file search app using Moss Python SDK (PyPI moss>=1.6.0), FSEvents, SwiftUI, and Pikachu pet animations. Use when working on MossPikachu, mossworker.py, FileMonitor, SearchService, menu bar overlay, or Moss integration in this repository.

not rated 797 +1 today A SkillSpector: pass 80 tokens original BSD-2-Clause

graph-engineering

45

codejunkie99/graph-engineering

Skill Claude CodeCodex

Teaches an agent graph engineering — both halves. Knowledge graphs (ontology design, entity/relation/event extraction, fusion, GraphRAG/memory serving; distilled and translated from Southeast University's graduate Knowledge Graph course, npubird/KnowledgeGraphCourse, 4.4K stars) and task graphs (agent orchestration …

not rated 548 +5 3mo ago A SkillSpector: pass 152 tokens original MIT

migrate-from-ai-sdk

46

Deuz-AI/Deuz-SDK

Skill Claude CodeCodex

Use when porting an app from the Vercel AI SDK (ai, @ai-sdk/) to @deuz-sdk/core. Triggers include "migrate from the AI SDK", "replace ai with @deuz-sdk/core", "we use streamText/generateText/useChat and want to switch", removing @ai-sdk/openai or @ai-sdk/anthropic, porting a toUIMessageStreamResponse route, converting…

not rated 519 +45 changed 10d ago A SkillSpector: pass 118 tokens original MIT

duckbug-knowledge

47

duckbugio/flock

Skill Claude CodeCodex

Answer questions about the owner's services and domain using the approved DuckBug knowledge base through configured MCP tools.

not rated 502 +1 4d ago A 25 tokens original MIT

FuRongJun-1999/dsh-memory

Skill Claude Code

A planning and decision-making skill that evaluates whether an action is justified, why it should be taken, and whether the available conditions are sufficient. It observes and recommends but does not perform operations or verify facts.

not rated 461 +55 today A 230 tokens original MIT

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