hybrid-search skills

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

Browse within: agent-memory 39embeddings 37knowledge-base 34markdown 24bm25 19knowledge-graph 16pinecone 16cocoindex 12code-explorer 12code-search 12local-first 12semantic-search 12deduction 10fulltext 10

moss-search

01

usemoss/moss

Skill Claude CodeCodex

Sub-10ms semantic search for Zo via Moss. Create indexes, add documents, and query them with semantic and keyword search. Use when users want to search through documents, knowledge bases, or any text content.

not rated 671 +2 2d ago A 48 tokens original BSD-2-Clause

mcp-local-rag

02

shinpr/mcp-local-rag

Skill Claude CodeCodex

Searches, saves, and maintains a local document index through a local RAG MCP server. Use when user says "search my docs", "save this page", "read around that chunk", "sync my index", or invokes npx mcp-local-rag.

not rated 383 +1 today A 61 tokens original MIT

clawmem

03

yoloshii/ClawMem

Skill Claude CodeCodex

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 208 +3 17d ago B 120 tokens original MIT

memex-search

04

nicosuave/memex

Skill Claude CodeCodex

Search prior agent-session history with memex when a request depends on earlier work, decisions, investigations, fixes, commands, errors, or project context, including details lost or summarized across context-compaction boundaries. Invoke proactively to recover exact evidence, resume prior work, avoid repeating work…

not rated 185 +12 today A 66 tokens original MIT

adk-redis

05

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 29 15d ago A 92 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 25 today A 65 tokens

memory

07

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 23 today A 56 tokens AGPL-3.0

memohood

08

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 1mo ago A 27 tokens original MIT

memobase

09

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 1mo ago A 25 tokens original MIT

ledgermind

10

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 yesterday D 44 tokens original Apache-2.0

release-gatekeeper

11

Destrayon/Connapse

Skill Claude CodeCodex

End-to-end release validation for Connapse — the 'final boss' before any version ships. Downloads the latest alpha from GitHub Releases, deploys an isolated Docker instance (separate from production), then systematically tests every feature: UI via Playwright, API via curl/REST, MCP tools, search quality, security…

not rated 16 today A 183 tokens original MIT

memory-recall

12

star-ga/mind-mem

Skill Claude CodeCodex

Search across all structured memory files. Default backend: BM25 scoring with Porter stemming and domain-aware query expansion. Optional: graph-based cross-reference boosting (--graph). Optional: vector/embedding backend (configure in mind-mem.json). Returns ranked results with block ID, type, score, excerpt, and file…

not rated 15 today A 0 tokens original Apache-2.0

openspec-onboard

13

Artexis10/exomem

Skill Claude CodeCodex

Guided onboarding for OpenSpec - walk through a complete workflow cycle with narration and real codebase work.

not rated 10 today A 26 tokens AGPL-3.0

engrama-onboard

14

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 15d ago A 104 tokens original Apache-2.0

librarian

15

sturlese/stigmergy

Skill Claude CodeCodex

File one immutable source into a small, current team wiki without approval.

not rated 8 +1 9d ago A 18 tokens original Apache-2.0

another-brain

16

Flowerf19/another-brain

Skill Claude CodeCodex

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 4 23d ago A 69 tokens original MIT

jw-apologetics

17

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 4 21d ago A 72 tokens original Apache-2.0

rag-eval

18

LucasSantana-Dev/hitgate

Skill Claude CodeCodex

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

not rated 4 23d ago A 0 tokens original MIT

GiulioDER/RE-call

Skill Claude CodeCodex

Search this project's own memory before doing something it may already have opinions about. Use before running a build/test/deploy command, before choosing a library or approach, before changing configuration or CI, and before re-opening a decision that may already have been settled. Also use when a task resembles…

not rated 3 changed yesterday A 72 tokens original Apache-2.0

ariadne

20

mclaut/ariadne

Skill Claude CodeCodex

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 12d ago A 95 tokens original MIT

harbor-clerk

21

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 2 14d ago A 42 tokens original MIT

etl-handler

22

eSlider/2dph

Skill Claude CodeCodex

Use when implementing file-type handlers, extractors, decoders or transforms for the corpus pipeline. Mandatory before writing such code (AGENTS.md, code standards #8–#11).

not rated 2 5d ago A 0 tokens original MIT

mnemonic

23

naveenadi/mnemonic

Skill Claude CodeCodex

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 2mo ago A 79 tokens

234194027-cpu/aion-memory-nexus

Skill Claude CodeCodex

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 1mo ago A 75 tokens 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: