hybrid-search skills

54 tagged hybrid-search, measured the same way as everything else here.

Browse within: agent-memory 40embeddings 39knowledge-base 34ai-agent-memory 28claude-code-plugin 27context-management 27context-window 27LLM 25role-extracted 25v0-19-bootstrap 25markdown 24bm25 22local-first 18cli 16

moss-pikachu

01

usemoss/moss

Skill Cursor

Build and maintain Moss Pikachu, a macOS menu bar semantic file search app using Moss Python SDK (PyPI moss>=1.6.0), FSEvents, SwiftUI, and Pikachu pet animations. Use when working on MossPikachu, mossworker.py, FileMonitor, SearchService, menu bar overlay, or Moss integration in this repository.

not rated 798 +3 today A SkillSpector: pass 80 tokens original BSD-2-Clause

memex-search

02

nicosuave/memex

Skill Claude Code

Discover prior agent work across sessions, projects, providers, and machines. Use for historical investigations and analogous solutions, or as a fallback when native conversation and history tools cannot recover the needed evidence.

not rated 269 +10 changed 1mo ago A SkillSpector: pass 42 tokens original MIT

clawmem

03

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 211 +1 changed 16d ago B 120 tokens original MIT

adk-redis

04

redis-developer/adk-redis

Skill Claude CodeCodex

Redis backends for Google's Agent Development Kit (ADK). Use this skill when the user wants to back an ADK agent with Redis: persistent sessions and long-term memory via Redis Agent Memory Server, RAG search tools over a RedisVL index (vector / hybrid / range / text / SQL), MCP toolsets for RedisVL or Agent Memory…

not rated 31 +1 2mo ago A 92 tokens original Apache-2.0

memory

05

eleboucher/memini

Skill Claude CodeCodex

Persistent long-term memory via memini. Use to remember durable facts, decisions, and preferences, and to recall relevant context before acting. Triggers when the user says "remember", "what do you know about", or when starting a task that may have prior context.

not rated 28 +3 yesterday A 56 tokens AGPL-3.0

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

memohood

07

maximskorohod/memohood

Skill Claude CodeCodex

A Russian-language guide for MemoHood, a conversation-memory plugin with tools for searching, recalling, capturing, pinning, and managing remembered facts.

not rated 23 3d ago A 27 tokens original MIT

memobase

08

maximskorohod/memobase

Skill Claude CodeCodex

A Russian-language skill for searching a local knowledge base built from documents and other sources such as web pages, YouTube, audio, and Obsidian notes.

not rated 22 changed 2d ago A 25 tokens original MIT

ledgermind

09

sl4m3/ledgermind

Skill Claude CodeCodex

Discover LedgerMind when a user asks for persistent local agent memory, cross-session context, reusable task history, or workflow knowledge; explain its capabilities and limits, then offer a user-approved local installation.

not rated 18 changed 1mo ago D 44 tokens original Apache-2.0

mind-mem

10

star-ga/mind-mem

Skill Claude CodeCodex

User manual for the mind-mem persistent memory CLI (mm). Use when an agent needs to recall prior decisions, tasks or project facts from a mind-mem workspace, pack memory into context, check workspace health, review governed proposals, install or troubleshoot mind-mem, or answer questions about how mind-mem works …

not rated 18 3d ago A 75 tokens original Apache-2.0

exomem

11

Artexis10/exomem

Skill Claude CodeCodex

Minimal public sample schema for exomem smoke tests.

not rated 9 +1 changed 1mo ago A 15 tokens AGPL-3.0

engrama-onboard

12

scops/engrama

Skill Claude CodeCodex

Build a personalized Engrama memory graph for any user through a conversational interview. Use this skill whenever someone says "set up Engrama", "create my graph", "onboard", "build my profile", "configure Engrama for me", or asks how to start using Engrama. Also use when the user mentions they have a different role…

not rated 9 7d ago A 104 tokens original Apache-2.0

jw-apologetics

13

elimorals/jw-agent-toolkit

Skill Claude CodeCodex

Answer doctrinal questions with verified citations from jw.org. Use when the user asks "¿qué dice la Biblia / Watch Tower sobre X?", "¿qué creemos sobre Y?", "respóndele a este argumento", or any topic that touches on JW doctrine (Trinity, soul, last days, blood, holidays, etc.).

not rated 6 +1 2mo ago A 72 tokens original Apache-2.0

re-call

14

GiulioDER/RE-call

Skill Claude CodeCodex

Give an AI agent trusted persistent memory across sessions. Use before planning or answering when earlier runs may contain relevant decisions, failures, experiments, user corrections, unresolved work, or lessons that should influence the current task, and after learning a durable fact that future runs should inherit.

not rated 6 changed 13d ago A 57 tokens original AGPL-3.0

rag-eval

15

LucasSantana-Dev/hitgate

Skill Claude CodeCodex needs its repo

Run the retrieval regression gate against the current repo state and report whether a recent change helped, hurt, or held steady.

not rated 5 2d ago A 0 tokens original MIT

another-brain

16

Flowerf19/another-brain

Skill Claude Code

Use the another-brain MCP tools (remember, search, recent, get, reinforce, forget) as shared long-term memory. Activates at the start of a task that may continue previous work, when recalling past decisions/fixes/preferences, when learning something worth remembering across sessions or agents, or after using a…

not rated 3 yesterday A 69 tokens original MIT

ariadne

17

mclaut/ariadne

Skill Claude Code

Mandatory long-term memory workflow for Codex, Claude Code, and MCP clients backed by the local Ariadne server (Qdrant + bge-m3). Always use at the start or resumption of substantive project work, after context compaction, when prior work or decisions may matter, and immediately after durable decisions, gotchas…

not rated 3 1mo ago A 95 tokens original MIT

harbor-clerk

18

r0shi/harborclerk

Skill Claude CodeCodex

Search and read documents from a local Harbor Clerk knowledge base. Use when the user references their personal documents, contracts, notes, emails, or asks "what did I store about X?".

not rated 3 yesterday A 42 tokens original MIT

brain

19

eSlider/2dph

Skill Claude CodeCodex

Deduction search over the 2dph brain (Ladybug graph: ops corpus, portfolio, ssh hosts) with bin/brain/search.go instead of reading files or grepping repos. Use whenever a question starts with "where is", "what runs on", "which file describes", "who is", "how is X done", before opening any documentation.

not rated 3 changed 1mo ago A 75 tokens original MIT

eb-activity-summary

20

k-rister/ephemeral-buffer-mcp

Skill Claude CodeCodex

Summarize activity for the Ephemeral Buffer MCP repository, including commits, pull requests, issues, releases, and CI. Use for EB weekly or custom-period activity reports; do not use for implementing repository changes.

not rated 3 today A 48 tokens original Apache-2.0

librarian

21

sturlese/stigmergy

Skill Claude CodeCodex

File immutable evidence into a small, densely linked shared wiki.

not rated 0 changed 9d ago A 16 tokens original AGPL-3.0

mnemonic

22

naveenadi/mnemonic

Skill Claude Code

Search local indexed markdown knowledge bases. Use when the user asks to find notes, dig up a concept from personal docs, cross-reference ideas across wikis, or answer from indexed local files. Triggers on "look up in notes", "search my docs", "what did I write about", "find in my vault", "check my index", "retrieve…

not rated 0 4mo ago A 79 tokens

234194027-cpu/aion-memory-nexus

Skill Codex

Set up an external AI agent to connect to the Life Memory System through MCP, including verified installation, retrieval, RawEvent writes, sync, diagnostics, and Working-Agent governance. Use when an agent needs to install or verify the Life Memory MCP bridge, onboard Codex/Claude/Cursor/Windsurf style clients, or…

not rated 0 2mo ago A 75 tokens original MIT

synorive

24

arturoaeriform174/Synorive

Skill Claude CodeCodex

A Chinese-language search tool for finding content in a user's local collection, including documents, code, images with text, saved web pages, and video transcripts. It can also index files, find similar content, show time-based patterns, and map relationships between named things.

not rated 0 7d ago A 111 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: