RAG and vectors skills

1,783 tagged RAG and vectors, measured the same way as everything else here.

Browse within: workflow 142wanwu 107enterprise-ai 96local-llm 89gdpr 85proactive-agent 84embeddings 77skills 72nextjs 61LangChain 58ai-tools 54fastapi 54ai-skills 53chatgpt 53

openspec-explore

145

lemmaoracle/lemma

Skill Cursor

Enter explore mode - a thinking partner for exploring ideas, investigating problems, and clarifying requirements. Use when the user wants to think through something before or during a change.

not rated 1 yesterday A 39 tokens

pinecone-n8n

146

pinecone-io/pinecone-cursor-plugin

Skill Claude CodeCodex

Build n8n workflows using the Pinecone Assistant node or Pinecone Vector Store node. Use when building RAG pipelines, chat-with-docs workflows, configuring Pinecone nodes in n8n, troubleshooting Pinecone n8n nodes, or asking about best practices for Pinecone in n8n.

not rated 1 2d ago A 67 tokens copy · 97% MIT

john-walkoe/pinecone_assistant_mcp

Skill Claude CodeCodex

Delegation and answer evaluation workflows for the Pinecone Assistant. Uses assistantchat as a sub-agent (Pinecone handles retrieval and synthesis internally) and evaluateanswer to validate answer correctness and completeness against ground truth. Use when Claude's context window is the primary constraint or when…

not rated 1 6mo ago A 128 tokens original MIT

feishu-memory

148

junqiu520/feishu-memory-mcp

Skill Claude CodeCodex

A Chinese-language skill for saving, searching, updating, and deleting information across conversations through a Feishu memory service. Feishu is a collaboration platform, and RAG is a way to retrieve relevant stored documents or notes for an agent.

not rated 1 +1 2mo ago A 44 tokens original MIT

astgl-db-surgeon

149

Jmeg8r/mcp-astgl-knowledge

Skill Claude Code

Safe operations on the ASTGL knowledge base databases — inspect, verify integrity, re-index or retire specific articles, fix orphaned vectors, checkpoint WAL, manage backups. Use when James wants to "fix the database", "remove an article", "re-index X", "why is search returning Y", "check DB integrity", "clean up…

not rated 0 24d ago A 86 tokens

internal-rag

150

PeterPirog/mcp-light-memory

Skill Claude CodeCodex

Mandatory persistent project memory for substantial coding tasks. Use at task start, recovery, milestones, failures, before risky operations, before compaction, and before finishing. v1.0.1 adds type filtering, type-priority scoring, query expansion, grouped context output, and promote workflow.

not rated 0 9d ago A 62 tokens original MIT

kb-mcp

151

mcp-dir/kb-mcp

Skill Claude CodeCodex

Skill da REST API do Base de Conhecimento na MCP.AI: 7 endpoints em /api/kb. Sua base de conhecimento privada: suba documentos (.md, .txt, .docx, PDF, imagens), a plataforma indexa tudo semanticamente e o agente busca o contexto relevante na hora. Ideal pra escritórios. Cada base é isolada, o conteúdo fica…

not rated 0 6d ago A 130 tokens original MIT

sage-mcp

152

ltaysh0/sage-mcp

Skill Claude CodeCodex

Hybrid semantic search (dense vectors + BM25) over local markdown/code knowledge bases. Indexes files into Qdrant via LlamaIndex. Exposed as a CLI (sage) and an MCP server (sage-mcp-mcp). Agents inside an MCP-capable host should prefer MCP tools — shared persistent connection, no subprocess overhead, no Qdrant…

not rated 0 4mo ago A 0 tokens

tavily-best-practices

153

AndyAnh174/read-image-mcp

Skill Claude CodeCodex

Build production-ready Tavily integrations with best practices baked in. Reference documentation for developers using coding assistants (Claude Code, Cursor, etc.) to implement web search, content extraction, crawling, and research in agentic workflows, RAG systems, or autonomous agents.

not rated 0 1mo ago A 60 tokens

local-rag

154

zongzi-zongzhi/local-Rag

Skill Claude CodeCodex

Search, ingest, expand chunk context, or manage local documents via a local RAG MCP server (tools: querydocuments, readchunkneighbors, ingestfile, ingestdata, deletefile, listfiles). Use when user says "search my docs", "save this page", "read around that chunk", "what did I save about X", or invokes npx local-rag.

not rated 0 2mo ago A 82 tokens original MIT

ragi

155

SusuTawar/ragi

Skill Claude CodeCodex

RAG indexing and semantic search for local projects via MCP.

not rated 0 23d ago A 14 tokens

corpus-connector

157

i2mint/enlace_connector

Skill Claude Code

Turn an ir corpus into a deployed, access-controlled MCP connector for a client. Use when the user wants to "make a connector for a corpus", "deploy an ir corpus as a Claude connector", "create a search connector for ", "index these sources and expose them to Claude", or "give a searchable knowledge connector".…

not rated 0 8d ago A 132 tokens original Apache-2.0

raganything-mcp

159

yyisahandsomeboy/rag_anything_mcp_sever

Skill Claude CodeCodex

A skill for operating the RAG-Anything MCP service, which lets an agent index and search information in files such as PDFs, documents, spreadsheets, web pages, and code.

not rated 0 1mo ago A 100 tokens

etreby/intel-npu-tools

Skill Codex

Index and semantically search private local text, source code, documentation, and logs with the intel-npu-tools MCP server. Use when an agent needs meaning-based retrieval from a local project or document directory, needs to refresh an existing NPU index, or needs source-backed local context without uploading files.

not rated 0 23d ago A 67 tokens original MIT

ragbuddy-feature-flow

161

azmirizkifar20/RAGBuddy

Skill Claude CodeCodex

Workflow for implementing, changing, extending, or refactoring features in RAGBuddy. Covers current-state (and planned) documentation, runtime-path tracing, tests, verification, and documentation updates.

not rated 0 14d ago A 43 tokens original MIT

weekly-review

162

Unchained-Labs/cortex

Skill Claude CodeCodex

How this household runs its Sunday weekly review.

not rated 0 today A 11 tokens original MIT

vhdl-rag-mcp

163

ru551n/vhdl-rag-mcp

Skill Claude Code

Semantic search over the organization's VHDL code, coding standards, VHDL-related documentation, and general source code via the vhdl-rag-mcp MCP server (searchhdl, searchvhdl, searchdocs, searchcode, searchknowledge, getsource, repositoryfiles). Use when implementing or modifying HDL, looking up or enforcing design…

not rated 0 today A 122 tokens original MIT

BongSuCHOI/memex

Skill Claude CodeCodex

Produce a coverage-checked report of the entire Memex conversation corpus when the user asks to analyze, organize, or summarize all Codex history. Use deterministic totals first and label unfinished backfill honestly.

not rated 0 yesterday A 47 tokens original MIT

sdx-init

165

raghavwahi/semdex-mcp-server

Skill Claude Code

Initialize Semdex in the current repository. Indexes the codebase, downloads the embedding model, and sets up the .repoidentity directory. Run once per repo, or after git clone.

not rated 0 1mo ago A 42 tokens original MIT

searching-zap-rag

166

RaviTeja-438/zap-rag-mcp

Skill Claude CodeCodex

Performs read-only ZAP RAG and IntelliJ IDE intelligence over MCP. STRICT priority: always use ZAP MCP tools first (RAG, then PSI, then FS); only after ZAP is exhausted may the agent use native/host search; agent own capabilities (memory, guessing, ad-hoc grep) are last resort. Use when ZAP RAG MCP is available, or…

not rated 0 1mo ago A 122 tokens original Apache-2.0

tillpad

167

number1101/tillpad-mcp

Skill Claude CodeCodex

Connect to Tillpad MCP for bounded KVP, RAG search, receive-only email inboxes (webhooks, blocklist, raw MIME), and run-key wipe receipts. Use when onboarding to Tillpad, minting API keys, creating agent inboxes, or running the zero-human bootstrap loop.

not rated 0 3d ago A 64 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: