embeddings skills

250 tagged embeddings, measured the same way as everything else here.

Browse within: LLM 131cursor 89dotnet 87agentic-ai 68code-search 60knowledge-graph 60cli 55semantic-search 50ai-extensions 49mcp-gateway 49agent-memory 42knowledge-base 41hybrid-search 39agents 38

autorag-setup

01

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 +6 changed today A SkillSpector: warn 75 tokens original Apache-2.0

rubyllm

02

crmne/ruby_llm

Skill Codex

Build and maintain Ruby or Rails applications with the RubyLLM AI framework. Use for chats, agents, tools, MCP servers, structured output, judgments, evaluations, media generation, transcription, OCR, moderation, embeddings, reranking, tracing, Rails integration, and RubyLLM upgrades; not for contributing to the…

not rated 4.5k +17 changed yesterday A 70 tokens original MIT

redact-pii

03

superlinked/sie

Skill Claude CodeCodex

Redact personal data from a document through the connected Superlinked MCP edge before working with the content. Use when the user asks to redact, anonymize, scrub, de-identify, or remove PII/sensitive data from a document.

not rated 3.4k +33 today A SkillSpector: pass 53 tokens original Apache-2.0

NVIDIA-NeMo/Nemotron

Skill Claude CodeCodex

Use when planning, debugging, tuning, evaluating, exporting, or deploying public Nemotron embed/rerank retrieval recipes.

not rated 2.2k +23 yesterday A SkillSpector: warn 36 tokens original Apache-2.0

clawmem

05

yoloshii/ClawMem

Skill Claude Code

ClawMem operational reference for agents at query time — the 3-rule escalation gate, MCP tool routing, the 4 query-optimization levers, pipeline behavior (query vs intentsearch), composite scoring, and memory lifecycle (pin/snooze/forget). Use when tuning retrieval, troubleshooting recall quality, or any ClawMem…

not rated 210 changed 13d ago B 120 tokens original MIT

mfs-find

06

zilliztech/mfs

Skill Claude CodeCodex

Search, grep, browse, and read across registered MFS data sources via the mfs CLI — codebases, docs, PDFs, web crawls, databases (postgres/mysql/mongo/snowflake/bigquery), issue trackers (jira/linear/github), CRMs (hubspot), chat (slack/discord/gmail/feishu), object stores (s3/gdrive). Use whenever the user asks to…

not rated 155 +2 2mo ago A SkillSpector: pass 225 tokens original Apache-2.0

gno

07

gmickel/gno

Skill Claude Code

Search local documents, files, notes, and knowledge bases. Index directories, search with BM25/vector/hybrid, get AI answers with citations. Use when user wants to search files, find documents, query notes, look up information in local folders, index a directory, set up document search, build a knowledge base, needs…

not rated 115 +1 yesterday A 86 tokens original MIT

vera

08

VeraTools/Vera

Skill Claude CodeCodex

Code search over the current repository. Before reading files to answer "where is X", "how does Y work", "find Z", or "what calls W", run vera search " " or vera references first. Use vera grep for exact strings and regex, vera structural for definitions, routes, and env reads. Do not read multiple files hoping to…

not rated 110 1mo ago A SkillSpector: pass 96 tokens original MIT

velesdb-memory

09

cyberlife-coder/VelesDB

Skill Claude CodeCodex

Use durable, explainable, self-improving memory across a coding session via the velesdb-memory MCP server. Trigger whenever the velesdb-memory MCP tools (remember/recall/recallfused/relate/why/feedback/forget/rememberextracted/extractionstatus/entity/memorystatus) are available and the work would benefit from…

not rated 98 +1 3d ago A 328 tokens

memory-review

10

major7apps/pensyve

Skill Claude CodeCodex

Memory hygiene audit -- finds stale facts, contradictions, low-confidence entries, and consolidation candidates in Pensyve memory. Use periodically to maintain memory quality.

not rated 97 +2 changed 14d ago A 33 tokens

MacPaw/ai-sdk-typescript

Skill Claude CodeCodex

Integrate applications with AI Gateway using @macpaw/ai-sdk. Use for NestJS, Next.js, Vercel AI SDK, raw fetch migrations, video generation, voice listing, text-to-speech, credit balance queries, MacPaw AI, Setapp AI, createAIGatewayProvider, createGatewayFetch, createVideoClient, createVoiceClient…

not rated 58 changed 24d ago A SkillSpector: warn 96 tokens original MIT

rawq

12

auyelbekov/rawq

Skill Claude CodeCodex

Context retrieval engine. Semantic + lexical hybrid search over codebases. Returns ranked code chunks with file paths, line ranges, scope labels, and confidence scores.

not rated 53 9d ago A 0 tokens original MIT

mnemo

13

omermaksutii/mnemo

Skill Claude CodeCodex

Persistent memory for the current session. Use this skill whenever the user asks you to remember a fact, recall something they told you before, or when starting work where prior context might exist (conventions, decisions, file purposes, preferences).

not rated 44 4mo ago A 50 tokens original MIT

aka-kika/the-librarian

Skill Claude CodeCodex

Use when starting any non-trivial task, when wondering "is there a skill for this", or after finishing work that used a librarian recommendation. Applies in every agent connected to the skill-librarian MCP server.

not rated 42 2d ago A SkillSpector: pass 51 tokens original MIT

parallax-labs/context-harness

Skill Codex

Set up and configure Context Harness standalone local agents, declarative tool bindings, and reusable agent workflows. Use when creating, validating, running, or debugging project agents; do not use for legacy MCP prompt-only personas unless migrating them.

not rated 42 yesterday A 52 tokens AGPL-3.0

sweet-index

16

mrsladoje/sweet-search

Skill Claude CodeCodex needs its repo

Use when (re)indexing a Sweet Search project. Runs the full-profile indexer with GPU model prewarming (CoreML cascade on M3+, candle Metal on M1/M2, ORT CPU elsewhere), kills ORT CPU models during indexing to avoid memory contention, and rewarms them for query readiness on completion. Incremental runs under 20 files…

not rated 30 +6 yesterday A SkillSpector: pass 83 tokens original Apache-2.0

Fortemi/fortemi

Skill Claude CodeCodex

Advance the Fortemi delivery roadmap by one concrete increment and document the progress. Reads .aiwg/planning/roadmap.md, picks the next actionable item respecting phase gating, does or dispatches the work, then records progress back into the roadmap. Built for fresh sessions and simple loops.

not rated 27 +1 yesterday A 65 tokens

mdvs

18

edochi/mdvs

Skill Claude Code

Use mdvs search for any content lookup in a markdown directory — semantic / hybrid / SQL-filtered, beats Grep / Glob for finding by meaning. mdvs init infers a schema from existing markdown, mdvs check validates frontmatter, mdvs update evolves the schema as the KB grows. Activate whenever the project contains…

not rated 27 11d ago A 93 tokens original MIT

lume-design

19

byte5ai/palaia

Skill Claude Code

Use this skill to generate well-branded interfaces and assets for Omadia UI (Lume design system), either for production or throwaway prototypes/mocks/etc. Contains essential design guidelines, colors, type, fonts, assets, and UI kit components for prototyping.

not rated 20 4d ago A 57 tokens original MIT

codemem

20

cogniplex/codemem

Skill Claude Code

Quick reference for all 32 codemem MCP tools. Use when working with the codemem knowledge graph — finding code, traversing relationships, storing memories, or running analysis.

not rated 18 2mo ago A 41 tokens original Apache-2.0

handoff

21

edg-l/engram-mcp

Skill Claude Code

Save a session handoff to Engram for future sessions. Captures decisions, todos, blockers, mental model, and next steps as a structured memory. Use when the user wants to preserve session context before ending work.

not rated 17 +1 23d ago A 47 tokens original Apache-2.0

crystalline-capture

22

jordiboehme/crystalline

Skill Claude CodeCodex

Use when durable knowledge is learned while working, when the user asks to update a Crystalline domain, or before writing or editing an engram so it is deduplicated, well-formed and linked correctly.

not rated 17 +1 changed yesterday A 47 tokens original MPL-2.0

locus

23

SylphxAI/coderag

Skill Claude CodeCodex

npx @sylphx/locus --root=/absolute/path/to/project.

not rated 12 1mo ago A SkillSpector: warn 0 tokens original MIT

init-mode

24

elbruno/ElBruno.MempalaceNet

Skill Claude CodeCodex

Team initialization flow (Phase 1 proposal + Phase 2 creation).

not rated 11 3mo ago A 17 tokens copy · 83% 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: