RAG and vectors

2,695 mods in this category, of every kind an agent can take. Each one carries what it costs per session, what the scan found, and whether it is the original.

chromadb-remote-mcp

169

meloncafe/chromadb-remote-mcp

MCP server Claude CodeCodexCursor +2

MCP server "chromadb-remote-mcp" as configured in meloncafe/chromadb-remote-mcp. Runs in Docker (devsaurus/chromadb-remote-mcp:latest). Needs 2 environment variables to run.

not rated 12 today A tokens not measured original MIT

datris

170

datris/datris-platform-oss

MCP server Claude CodeCodexCursor +2

MCP server for AI-driven data pipeline operations — ingest, validate, transform, analyze, and query data. Tools covering ETL, AI data quality, vector search, PostgreSQL, MongoDB, Snowflake, Databricks, Kafka, S3/MinIO, HashiCorp Vault, Qdrant, Weaviate, Milvus, Chroma, pgvector. Runs locally from the datris-mcp-server…

not rated 12 today A tokens not measured AGPL-3.0

indexing-awareness

171

imkohenauser/antigravity-starter-ja

Skill Claude CodeCodex

A skill that builds a searchable map of a code repository and traces how files and named pieces of code depend on one another.

not rated 11 +1 5mo ago A 40 tokens original ISC

adapter-authoring

172

Kromatic-Innovation/athenaeum

Skill Claude CodeCodex

Build a custom source → raw-intake adapter for Athenaeum. Use when someone wants to feed an external source (an API, an export file, a message feed, a scraper, another tool's output) into an Athenaeum knowledge base, asks "how do I write an adapter / integration for athenaeum", or wants to turn some data source into…

not rated 11 today A 86 tokens original Apache-2.0

coalent

174

Vectorlink-Labs/coalent

MCP server Claude CodeCodexCursor +2

A real-time, provenance-invalidated cognitive cache layer for AI agents and RAG. Runs locally from the coalent Python package. Needs 2 environment variables to run.

not rated 11 18d ago A tokens not measured original Apache-2.0

memgraph

175

memgraph/skills

Plugin Claude Code

Bundles 12 skills · 844 tokens together

Skills for the Memgraph graph database: Cypher, data modeling, indexes, algorithms, query modules, and GraphRAG.

not rated 11 1mo ago A tokens not measured

korean-multiturn-rag

176

papago2355/pharma-agent

Skill Claude CodeCodex

Inference-time system-prompt rules for Korean multi-turn RAG agents. Hard imperatives + Korean few-shots + decision tables for ambiguous phrasings — followup handling, persistent-filter durability, particle stripping, verifier cross-turn context, hedge-phrase suppression, LLM-over-regex routing. Distilled from Korean…

not rated 11 25d ago A 203 tokens original MIT

vandalizer CLAUDE.md

177

ui-insight/vandalizer

Instructions file

Claude Code instructions for ui-insight/vandalizer, covering claude.md, project overview, development commands, backend (port 8001) and celery workers.

not rated 11 today A 912 tokens GPL-3.0

vector-mcp AGENTS.md

178

markdevshop/vector-mcp

Instructions file CodexOpenCode

Instructions for markdevshop/vector-mcp, covering agents.md, tech stack & architecture, architecture diagram, workflow diagram and commands (run these exactly).

not rated 11 2mo ago A 2,938 tokens original MIT

VelociRAG AGENTS.md

179

HaseebKhalid1507/VelociRAG

Instructions file CodexOpenCode

Instructions for HaseebKhalid1507/VelociRAG, covering agents.md — velocirag for ai coding agents, what is this?, architecture, module map and key classes.

not rated 11 5mo ago A 2,908 tokens original MIT

llm-brain CLAUDE.md

180

kimsanguine/llm-brain

Instructions file

A set of Claude Code instructions for llm-brain, a system that turns source files into a searchable wiki and answers questions from it.

not rated 10 21d ago A 3,289 tokens original MIT

far

182

mr-kelly/far

Skill Claude CodeCodex

File-Augmented Retrieval — generate persistent .meta sidecar files for PDFs, images, spreadsheets, videos and more, making every binary file readable to AI coding agents.

not rated 10 5mo ago A 35 tokens

jrgleason/embeddings-demystified

Instructions file

Claude Code instructions for jrgleason/embeddings-demystified, covering openspec instructions, vector databases and embeddings demystified, project overview, presentation goals and description.

not rated 10 3mo ago A 3,194 tokens

polygres

184

Evokoa/polygres-skills

Plugin Claude Code

Bundles 5 skills · 583 tokens together

Sync PostgreSQL sources, set up data pipelines, operate, design, build, and troubleshoot Polygres and pgContext AI Search through public dashboard, CLI, SDK, and Runtime API workflows.

not rated 10 16d ago A tokens not measured original Apache-2.0

timwukp/agent-skills-best-practice

Skill Claude CodeCodex

Build production-ready AWS Bedrock AgentCore Harness agents end to end — declarative model + prompt, managed/BYO Memory, built-in Browser, Code Interpreter, Web Search and Knowledge Bases (RAG), Gateway/MCP tools + rate limits, inline functions, Skills (incl. AWS catalog), versioning + endpoints, advanced config…

not rated 10 +1 today A 233 tokens original MIT

llm-app-patterns

186

bugrabilge/bilge-development-kit

Skill Claude CodeCodex

Production-ready patterns for building LLM applications. Covers RAG pipelines, agent architectures, AI assistant design, prompt management, LLMOps monitoring, conversational interfaces, and context management.

not rated 10 4mo ago A 42 tokens original MIT

local-knowledge-rag

187

patakuti/local-knowledge-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "local-knowledge-rag" as configured in patakuti/local-knowledge-rag-mcp. Runs /path/to/local-knowledge-rag-mcp/dist/mcp-server.js with node. Needs 3 environment variables to run.

not rated 9 2mo ago A tokens not measured original MIT

DSmmartin/skills_talk_agent_camp_2026

Skill Claude CodeCodex

Complete schema drift repair for the Ghost Contributors NL2SQL system. Patches all four layers (YAML contract, ChromaDB RAG chunks, NL2SQL prompt, RAG prompt) using validated tooling. Includes dry-run preview, step-by-step fallback, validation, and rollback.

not rated 9 4mo ago A 65 tokens original Apache-2.0

qdrant-rag-mcp

191

ancoleman/qdrant-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "qdrant-rag-mcp" as configured in ancoleman/qdrant-rag-mcp. Runs locally from the qdrant-rag-mcp Python package.

not rated 9 1y ago A tokens not measured

muhammedehab35/MCP-qdrant-semantic-search

MCP server Claude CodeCodexCursor +2

MCP server "qdrant-semantic-search" as configured in muhammedehab35/MCP-qdrant-semantic-search. Runs dist/index.js with node. Needs 6 environment variables to run.

not rated 9 7mo ago A tokens not measured original MIT

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: