Knowledge Management · Retrieval-augmented generation

Answers questions from a local knowledge base folder by walking hierarchical index files and searching with grep, pdfplumber and pandas instead of loading whole files.

ConardLi/rag-skill

Local hybrid search for markdown notes and docs. An agent skill from alsk1992/CloddsBot.

alsk1992/CloddsBot

Searches, summarizes, compares and answers questions from an already configured AutoRAG librarian agent over local documents and authorized datasources.

Marker-Inc-Korea/AutoRAG

Quick reference for wdoc, a command-line and Python tool that summarizes, searches and answers questions over documents of many file types.

thiswillbeyourgithub/wdoc

Process documents with Blockify API to create optimized IdeaBlocks for RAG.

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

Search local documents, files, notes, and knowledge bases. An agent skill from gmickel/gno.

gmickel/gno

Build and maintain an LLM-curated knowledge base from papers, articles, transcripts, notes and project findings.

praneybehl/llm-wiki-plugin

Give a Python agent (such as Hermes Agent by Nous Research) durable, local-first memory plus a queryable SPARQL knowledge graph, backed by CortexDB through its gRPC sidecar and the cortexdb-client…

liliang-cn/cortexdb

Build and query embedded GraphRAG knowledge graphs with DuckDB-backed vector, full-text, and hybrid search.

bradAGI/GraphMemory

Give a Node.js agent (such as OpenClaw) durable, local-first memory plus a queryable SPARQL knowledge graph, backed by CortexDB through its gRPC sidecar and the cortexdb-client npm package.

liliang-cn/cortexdb

Produce a deep, multi-source, cited research brief on a topic from live web data using Bright Data's Discover API (intent-ranked web search + parsed page content).

brightdata/skills

Manage and research DocsMint documents through its scoped MCP tools, including categories, folders, hybrid search, GraphRAG, rerank, and index refresh.

HiAi-gg/docsmint

Search local documents, files, notes, and knowledge bases. An agent skill from gmickel/gno.

gmickel/gno

Use DataMind from Codex to ingest local files, query RAG or graph knowledge, store facts, and inspect profiles.

OpenDCAI/DataMind

Build and query a local vector database + GraphRAG over your entire reference library (Zotero or a PDF folder) for literature review.

joshzyj/open-scholar-skill

SOP for building LLM applications on Dify — visual workflow + chatflow + agent + RAG knowledge base + plugin marketplace + observability, self-hostable.

agentsope/SkillAlchemy

Manages Alibaba Cloud Bailian knowledge bases with the bl command line: create bases, upload documents, deploy search services, fix chunks and handle data center files.

modelstudioai/cli

Use CortexDB for local-first AI memory, vector search, RAG, knowledge graphs, SPARQL/RDFS/SHACL, corpus-to-graph workflows, external structured-data import (CSV / SQL dumps), and MCP/tool calling.

liliang-cn/cortexdb

Ask a natural-language question against indexed content via the Content Search RAG Q&A endpoint.

open-edge-platform/edge-ai-suites

Answers a question strictly from a chosen Obsidian vault at quick, standard or deep depth, using a verified retrieval index when available and never changing vault files.

AgriciDaniel/claude-obsidian

Builds and queries a local contextual BM25 index over an Obsidian vault, with optional Nomic reranking through Ollama and strict consent rules before any text leaves the machine.

AgriciDaniel/claude-obsidian

Knowledge base assistant that retrieves and cites documents from a curated index.

Atmosphere/atmosphere

Generic RAG query skill - Retrieve any information from the local knowledge base and generate structured reports, summaries, or Q&A responses.

open-edge-platform/edge-ai-suites

Pre-ingestion verification for epistemic quality in RAG systems.

sickn33/agentic-awesome-skills

A skill your agent uses when building or maintaining a persistent personal knowledge base (second brain) in Obsidian where an LLM incrementally ingests sources, updates entity/concept pages…

alirezarezvani/claude-skills

OpenLoomi entrypoint for skill-only agent runtimes without a plugin mechanism.

melandlabs/openloomi

SOTA semantic search — hybrid (sparse+dense), Graph RAG multi-hop, MMR diversity reranking, recency weighting

ruvnet/ruflo

A skill your agent uses when implementing or evaluating a retrieval-augmented product agent that must enforce corpus ACLs, trace answers to returned passages, fail safely on no-hit, and pass…

mtarcure/claude-vibe-squad

Build search applications using Azure AI Search SDK for JavaScript (@azure/search-documents).

microsoft/skills

Ingests unstructured and semi-structured documents into Neo4j as a knowledge graph.

neo4j-contrib/neo4j-skills

Build GraphRAG retrieval pipelines on Neo4j using the neo4j-graphrag Python package (v1.22.0+).

neo4j-contrib/neo4j-skills

Provides Retrieval-Augmented Generation (RAG) implementation patterns with LangChain4j for Java.

giuseppe-trisciuoglio/developer-kit

Provides AWS CloudFormation patterns for Amazon Bedrock resources including agents, knowledge bases, data sources, guardrails, prompts, flows, and inference profiles.

giuseppe-trisciuoglio/developer-kit

Enables interaction with Google NotebookLM for advanced RAG (Retrieval-Augmented Generation) capabilities via the notebooklm-mcp-cli tool.

giuseppe-trisciuoglio/developer-kit

Knowledge management and RAG platform with tree-based document indexing.

LeoYeAI/openclaw-master-skills

Build research knowledge graphs for literature synthesis and RAG systems

wentorai/research-plugins

Ingest user-selected documents and retrieve cited procedures, standards, and design evidence from the local RAG knowledge base.

automateyournetwork/netclaw

Hybrid search (vector + BM25 via RRF + metadata boost) against the pgvector Knowledge base, with optional RAG synthesis.

evolution-foundation/evo-nexus

Build RAG systems for construction knowledge bases. An agent skill from datadrivenconstruction/DDC_Skills_for_AI_Agents_in_Construction.

datadrivenconstruction/DDC_Skills_for_AI_Agents_in_Construction

Interactive Archon integration for knowledge base and project management via REST API.

Microck/ordinary-claude-skills

Local hybrid search for markdown notes and docs. An agent skill from sundial-org/awesome-openclaw-skills.

sundial-org/awesome-openclaw-skills

Search and retrieve markdown documents from local knowledge bases using qmd.

sundial-org/awesome-openclaw-skills

Retrieve relevant information from a knowledge base using semantic, keyword, or hybrid search to ground a query.

seb1n/awesome-ai-agent-skills