RAG and vectors

3,109 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.

first-reader

01

Shubhamsaboo/awesome-llm-apps

Skill Claude CodeCodex

Beta readers for any draft, run by simulating how a real reader experiences it, moment by moment. A skim gate, a no-lookahead timed read producing an attention transcript with quit points, a recall test of what a reader remembers the next day, and a trust ledger of the implied author. Use when the user asks for a beta…

not rated 142k +797 today A 174 tokens original Apache-2.0

graphify

02

Graphify-Labs/graphify

Skill Claude CodeCodex

Use for any question about a codebase, its architecture, file relationships, or project content — especially when graphify-out/ exists, where the question should be treated as a graphify query first. Turns any input (code, docs, papers, images, videos) into a persistent knowledge graph with god nodes, community…

not rated 128k +2.5k changed 2d ago B 76 tokens original Apache-2.0

memory-triage

03

mem0ai/mem0

Skill Claude Code

Persistent long-term memory protocol powered by mem0. Evaluate conversations for durable facts worth storing via memoryadd. Handles identity, preferences, decisions, configurations, rules, projects, and relationships. Loaded by the openclaw-mem0 plugin when skills mode is active.

not rated 67k +344 yesterday A Snyk: passSkillSpector: pass 58 tokens original Apache-2.0

markitdown

04

K-Dense-AI/scientific-agent-skills

Skill Claude CodeCodex

Converts heterogeneous documents and selected URIs to Markdown with Microsoft MarkItDown for text analysis, search, and LLM/RAG ingestion. Covers safe local conversion, streams, Office/PDF/data formats, batch workflows, plugins, vision OCR, Azure extraction, and the official MCP server.

not rated 53k +4.1k changed 17d ago A Socket: passSnyk: passSkillSpector: pass 62 tokens original MIT

session-rag-eval

05

chatboxai/chatbox

Skill Claude CodeCodex

Run and debug Chatbox session attachment RAG model evaluation with synthetic and real long-file fixtures.

not rated 42k +60 25d ago A SkillSpector: pass 25 tokens GPL-3.0

deeptutor-cli

06

HKUDS/DeepTutor

Skill Claude CodeCodex

Configure, manage, and use DeepTutor through its CLI, including capabilities, knowledge bases, partners, memory, sessions, notebooks, providers, skills, and the server or Web app.

not rated 42k +425 changed 10d ago A 42 tokens original Apache-2.0

volcengine/OpenViking

Skill Claude CodeCodex

Install and configure the OpenViking long-term memory plugin for OpenClaw via natural conversation. Once installed, the plugin automatically captures facts from chats and recalls relevant context before each reply (auto-capture + auto-recall, cross-session). Covers prerequisites, install through OpenClaw's plugin…

not rated 40k +494 changed 4d ago A ✓ AI review SkillSpector: warn 191 tokens AGPL-3.0

grpo-finetune

08

patchy631/ai-engineering-hub

Skill Claude CodeCodex

Fine-tune a model with GRPO on Fireworks-managed GPUs from a plain-English task description and a dataset. Use this skill whenever the user wants to fine-tune, RL-tune, or GRPO-train a model on their own data — or says things like "train a model to extract/classify/score X", "fine-tune on this dataset", "set up a GRPO…

not rated 38k +62 6d ago A ✓ AI review Snyk: passSkillSpector: warn 122 tokens original MIT

NirDiamant/RAG_Techniques

Skill Claude CodeCodex

Checks a RAGTechniques pull request against the repository's contribution guidelines (CONTRIBUTING.md): where new technique notebooks go, the README list entry and table row every new technique needs, the required notebook structure, and notebook hygiene. Use on any PR that adds or changes a notebook under…

not rated 30k +78 yesterday A 111 tokens

labring/FastGPT

Skill Claude CodeCodex

FastGPT Docker Compose self-hosting deployment workflow. Use when a user asks an AI agent to deploy FastGPT with Docker by referencing /deploy/SKILL.md, including creating an empty fastgpt directory, running the install script in non-interactive mode, starting Docker Compose, monitoring service health, troubleshooting…

not rated 30k +52 changed 1mo ago A SkillSpector: warn 84 tokens

huggingface/sentence-transformers

Skill Claude CodeCodex ✓ vendor

Train or fine-tune sentence-transformers models across SentenceTransformer (bi-encoder, dense or static embedding model for retrieval, similarity, clustering, classification, paraphrase mining, dedup, multimodal), CrossEncoder (reranker, pair scoring for two-stage retrieval / pair classification), SparseEncoder…

not rated 19k +24 2d ago A Snyk: passSkillSpector: pass 146 tokens original Apache-2.0

enrich-context

12

Canner/WrenAI

Skill Claude CodeCodex

Augment a Wren project with business context that DB schema cannot carry — enum value meanings, units (USD vs cents, ms vs sec), NULL semantics, magic sentinels (-1 = unknown), soft-delete default filters, business synonyms, time-grain / TZ conventions, cross-system identifiers, currency rules, canonical-table…

not rated 18k +39 3d ago A SkillSpector: pass 347 tokens

memori-mcp-usage

13

MemoriLabs/Memori

Skill Claude CodeCodex

Use when an MCP-connected agent should use Memori tools for targeted recall, summaries, post-compaction briefs, durable memory augmentation, quota checks, signup, feedback, preferences, prior context, or cross-session continuity.

not rated 17k +7 16d ago A SkillSpector: warn 50 tokens

surfsense-documents

14

MODSetter/SurfSense

Skill Claude CodeCodex

Make or change a Word document (.docx), a PDF, a PowerPoint deck (.pptx) or an Excel workbook (.xlsx) by writing a Python script that surfsenserenderdocument runs, optionally starting from a source's own Word or PowerPoint file. Load it whenever the user asks for one of these, or for a change to one you made.

not rated 17k +121 yesterday A 80 tokens original Apache-2.0

beautiful-article

15

ConardLi/garden-skills

Skill Claude CodeCodex

A tool for turning source material—such as a web page, PDF, DOCX, Markdown file, text, screenshot, or pasted content—into a single offline HTML article.

not rated 13k +138 8d ago A Socket: passSnyk: warnSkillSpector: pass 226 tokens original MIT

MemTensor/MemOS

Skill Claude CodeCodex

Control browser automation through HTTP API. Supports page navigation, element interaction (click, type, select), data extraction, accessibility snapshot analysis, screenshot, JavaScript execution, and batch operations.

not rated 12k +94 2d ago A SkillSpector: warn 42 tokens original Apache-2.0

html-preview

18

xerrors/Yuxi

Skill Claude CodeCodex

A guidance skill for adding small, static HTML/CSS visual previews to Markdown when a diagram, comparison, timeline, metric display, or layout sketch would be clearer than text. It does not use JavaScript.

not rated 7.4k +53 changed 1mo ago A SkillSpector: pass 86 tokens original MIT

video-prompt

19

ageerle/ruoyi-ai

Skill Claude CodeCodex

Directing contract for editable shots and continuous performance segments.

not rated 5.8k +10 6d ago A 15 tokens original MIT

potpie-graph

20

potpie-ai/potpie

Skill Codex

Use when the task can read or write the project-memory graph through the potpie CLI: discover the contract with graph catalog, read named views with graph read, resolve entity identity with graph search-entities, create validated plans with graph propose, commit plans with graph commit --verify, inspect quality with…

not rated 5.7k +2 changed 2d ago A SkillSpector: pass 107 tokens original Apache-2.0

autorag-setup

21

Marker-Inc-Korea/AutoRAG

Skill Claude CodeCodex

Install and configure AutoRAG, register its Lite MCP server for external agents, or repair its single search model, approved roots, indexes, datasources, and health checks without exposing credentials. Use when AutoRAG or MCP is missing, init/refresh/health fails, indexes are stale, or the user wants to add folders or…

not rated 5.1k +8 changed today A SkillSpector: warn 75 tokens original Apache-2.0

lesson

22

CortexReach/memory-lancedb-pro

Skill Claude CodeCodex

Store a lesson learned from the current conversation. Triggered by /lesson command. Use when Master signals that the recent conversation contains a pitfall, fix, or key insight that should be persisted to long-term memory.

not rated 4.5k +2 yesterday A Socket: passSnyk: passSkillSpector: pass 45 tokens

oracle-devrel/oracle-ai-developer-hub

Skill Claude Code

Bootstrap the soccer analytics agent workshop. Starts the Oracle AI Database Free container, applies schema, loads the FIFA dataset, optionally trains models, populates LangChain OracleVS hybrid retrieval plus semantic memory, applies LangGraph OracleDB observability, and verifies OCI GenAI access. Use when starting…

not rated 4.4k +19 yesterday A SkillSpector: warn 72 tokens

architecture

24

groupultra/telegram-search

Cursor rule Cursor

A service for importing and exporting Telegram messages in a database, with text search and meaning-based search. Meaning-based search uses OpenAI-generated text vectors to find related messages.

not rated 4.1k +7 2d ago A 2,756 tokens AGPL-3.0

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: