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

fetch-llm-apps

49

kimtth/azure-openai-llm-notes

Skill Claude CodeCodex

Regenerate the ranked GitHub LLM applications pool (section/xllmapps.md) with fetchllmapps.py. USE FOR: refreshing the pool linked from applications.md. DO NOT USE FOR: hand-curating entries in applications.md or adding star badges to the generated file.

not rated 409 +1 changed 24d ago A 64 tokens

content_gen

50

guangshu100/BidMaster-Pro

Skill Claude CodeCodex

A content-generation output format requiring a JSON object with a chapter's text and its actual word count. JSON is a structured text format commonly used between software systems.

not rated 408 +21 1mo ago A 9 tokens AGPL-3.0

LazyAGI/LazyMind

Skill Claude CodeCodex

Use when the user wants to find or ask questions about their local files, cloud documents, mail, or Agent conversation history across Local Files, Agent Conversations, Feishu, official Notion MCP, Google Drive, and Mail. Rewrite queries for each source, search independently in parallel, read evidence on demand, and…

not rated 357 +112 changed 3d ago A 72 tokens original Apache-2.0

bili-note

52

Rimagination/bili-note

Skill Codex

A tool for turning Bilibili videos and posts into readable Markdown notes. Bilibili is a Chinese video and social-content platform; the tool can work with subtitles, article text, images, code, and selected comments.

not rated 333 +6 changed 1mo ago A 86 tokens original MIT

volcengine/mcp-server

Skill Claude CodeCodex

Manage OpenViking collections (OV libraries) from the command line with ov-cp — list / create / get / update / usage / get the data-plane API key / delete, plus managing the users and account data spaces of an enterprise-tier library (list / create / register / update / delete), account-scoped users / API keys /…

not rated 330 +2 changed 1mo ago A SkillSpector: warn 185 tokens original MIT

veritasreason

54

bibinprathap/VeritasGraph

Skill Claude Code

VeritasReason full-stack knowledge graph skill for context graphs, decision intelligence, explainability, extraction, reasoning, visualization, ontology, provenance, policy, and export workflows.

not rated 325 today A 38 tokens copy · 91% MIT

iternal-technologies-partners/blockify-agentic-data-optimization

Skill Claude CodeCodex

Process documents with Blockify API to create optimized IdeaBlocks for RAG. Search external ChromaDB knowledge bases with 100k+ blocks. Use when processing documentation, creating knowledge bases, improving AI context retrieval, or when user mentions Blockify, IdeaBlocks, or knowledge distillation.

not rated 316 6mo ago A 63 tokens

rag-index-decisions

56

lyonzin/knowledge-rag

Skill Claude CodeCodex

After making a non-obvious architectural decision, solving a novel bug, agreeing on a coding standard, or reaching a conclusion worth remembering, index it back into the knowledge base so the next occurrence is one search away. Uses adddocument or addfromurl. Closes the feedback loop that makes a RAG-backed team…

not rated 300 +3 changed 19d ago A SkillSpector: pass 72 tokens original MIT

deep-research

57

mingchen666/Reviva

Skill Claude Code

Deep research report generation for Reviva's built-in deep-researcher agent. Use for learning and education research, teacher preparation research, document-based synthesis, literature/source reviews, office research, industry analysis, competitor scans, policy interpretation, and any request for a cited long-form…

not rated 293 +27 2d ago A 62 tokens

memex-search

58

nicosuave/memex

Skill Claude Code

Discover prior agent work across sessions, projects, providers, and machines. Use for historical investigations and analogous solutions, or as a fallback when native conversation and history tools cannot recover the needed evidence.

not rated 279 +12 changed 1mo ago A SkillSpector: pass 42 tokens original MIT

rag

59

RailtownAI/railtracks

Skill Claude Code

Build a RAG (retrieval-augmented generation) pipeline using railtracks. Use when the user wants to ingest documents into a vector store and retrieve relevant passages to answer questions.

not rated 234 +1 changed 18d ago A 39 tokens original MIT

starcat-app/Starcat

Skill Claude CodeCodex

A design skill for creating macOS interface prototypes and visual designs for Starcat, a GitHub star-management and AI knowledge-organising app. It follows Apple’s Liquid Glass design language for macOS 26.

not rated 211 +7 yesterday A 85 tokens original MIT

mengram-memory

61

alibaizhanov/mengram

Skill Claude CodeCodex

Long-term memory with 3 types (facts, events, workflows). Remember user preferences, past conversations, and learned procedures across sessions. Use when recalling what the user said before, saving important info, getting user context, or tracking completed workflows.

not rated 204 today A SkillSpector: pass 53 tokens original Apache-2.0

jccb

62

cloudQuant/backtrader

Skill Claude CodeCodex

A code-search skill for finding information in framework source code using retrieval and grep, a command-line text search tool. It is used when the agent needs to inspect backend framework code.

not rated 203 +2 today A 26 tokens GPL-3.0

run-llama/vibe-llama

Skill Claude CodeCodex

Leverage Retrieval Augmented Generation to retrieve relevant information from a a LlamaCloud Index. Requires the llamacloudservices package and LLAMACLOUDAPIKEY as an environment variable.

not rated 175 +2 11mo ago A 43 tokens original MIT

forge-platform

64

nihalashetty/Forge

Skill Claude CodeCodex

Use when designing, building, debugging, or explaining Forge workflows, nodes, state, routing, middleware, tools, or knowledge - especially custom/complex shapes beyond the canned builders, AND for anything about deep agents, sub-agents, or supervisor patterns (how sub-agents are wired on the canvas), or…

not rated 172 +2 13d ago A SkillSpector: pass 76 tokens original MIT

llm-wiki

65

selmakcby/knowledge-pipeline

Skill Claude CodeCodex

LLM tarafından sürekli inşa edilen ve güncellenen kalıcı, birikimli bir bilgi arşivi (persistent wiki) deseni. Standart RAG'ın aksine her sorguda bilgi yeniden keşfedilmez — ajan yeni kaynakları okur, mevcut wiki'ye entegre eder, varlık/kavram sayfalarını günceller, çelişkileri işaretler, çapraz-referansları korur.…

not rated 172 +2 1mo ago A 0 tokens

alexa

66

HybridAIOne/hybridclaw

Skill Claude Code

Expose HybridClaw as a custom Alexa skill and prepare guarded Alexa smart-home/device control payloads without exposing Amazon credentials.

not rated 159 changed 26d ago A SkillSpector: warn 27 tokens original MIT

SichengLong26/deepresearch_agent_harness

Skill Claude CodeCodex

A research workflow that reuses verified GraphRAG research trails. GraphRAG combines graph-based connections between information with search to investigate questions and produce cited reports.

not rated 158 +4 15d ago A 41 tokens

mfs-ingest

68

zilliztech/mfs

Skill Claude CodeCodex

Register, update, or re-sync data sources for MFS so they become searchable — postgres / mysql / mongo / snowflake / bigquery, github / jira / linear / notion / hubspot / zendesk, slack / discord / gmail / feishu, s3 / gdrive / web / file. Use whenever the user wants to ADD a new data source to MFS, change an existing…

not rated 157 +2 2mo ago A SkillSpector: warn 196 tokens original Apache-2.0

neurolink-guide

69

juspay/neurolink

Skill Claude Code

Guide for using the NeuroLink SDK and CLI. Invoke when users ask how to use neurolink, integrate AI providers, add MCP tools, configure RAG, set up memory, deploy servers, or work with multimodal content. Covers SDK, CLI, providers, tools, and enterprise features.

not rated 157 changed 26d ago A SkillSpector: warn 65 tokens original MIT

mqc-timeline-master

70

zeweihan/aiworkdeck

Skill Claude CodeCodex

Turn raw case materials into a faithful, court-ready case timeline (SVG + PNG + PPTX + VSDX + drawio, plus a traceability index in Word). Use this whenever the user hands over litigation materials — a judgment, complaint, defence, evidence list, contract, bank or Alipay statement, WeChat screenshots, scanned exhibits…

not rated 151 14d ago A 269 tokens AGPL-3.0

coleam00/cole-medin-knowledge-base

Skill Claude Code

Build an OKF (Open Knowledge Format) knowledge base from any YouTube channel. Uses Google's OKF standard so any AI can read the output with zero setup. Uses Supadata (managed API, paid). Invoke with /channel-to-kb-supadata @ChannelHandle.

not rated 141 +2 2mo ago A 63 tokens

chroma

72

AlexAI-MCP/hermes-CCC

Skill Claude CodeCodex

Open-source embedding database for RAG — store embeddings, vector search, metadata filtering. Simple API, scales from notebook to production.

not rated 134 6mo ago A 29 tokens

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