Best search implementation skills for Claude Code, Codex and other agents.

Guidance for adding Firecrawl's /search endpoint to product code and agent workflows when a feature starts from a query rather than a URL.

firecrawl/firecrawl

Python guidance for the Azure AI Search SDK covering vector, hybrid and semantic search, index management and indexers, with Entra ID authentication preferred over keys.

microsoft/skills

Guides work on LobeHub's own product search: the shared search repository, provider choice, Elasticsearch mappings, change syncing and reindexing.

lobehub/lobehub

Full-text searches across every one of the user's GitHub repos, including private ones, using a local mirror and ripgrep instead of GitHub's own search.

ykdojo/claude-code-tips

AI agent orchestrator with Neo4j knowledge graph, Meilisearch search, and Tree-sitter parsing.

this-rs/project-orchestrator

Index and search document collections using hybrid semantic + graph + full-text search.

devwhodevs/engraph

Interact with Hacker News (news.ycombinator.com) — browse top, new, and best stories, read item details and comment threads, look up user profiles, and search posts via Algolia.

sigcli/sigcli

Guide for creating effective skills following best practices.

xlanex6/nuxt-meilisearch

A skill your agent uses when the user wants to cut, publish, tag, or create a GitHub release for kt-search, especially when the task includes version bumping, validating that commits are pushed…

jillesvangurp/kt-search

Enable, configure, and query Elasticsearch security audit logs.

aspectrr/deer

Guides and best practices for working with Lakebase Postgres, the database behind Neon.

usenotra/notra

Query, aggregate, patch, or paginate Exceptionless data through its Elasticsearch repository abstractions.

exceptionless/Exceptionless

Meilisearch open-source search engine with full-text, semantic, and hybrid search, filtering, faceting, and typo tolerance.

xlanex6/nuxt-meilisearch

Authenticate to Elasticsearch using native, file-based, LDAP/AD, SAML, OIDC, Kerberos, JWT, or certificate realms.

aspectrr/deer

Render a self-contained HTML viewer for a pro-workflow wiki.

rohitg00/pro-workflow

Interact with the Hypatia AI memory system using natural language.

MarchLiu/hypatia

How to build a settings page in the Warp desktop client so widgets, page titles and settings search behave correctly, and which common mistakes to avoid.

warpdotdev/warp

A skill your agent uses when creating Nuxt modules: (1) Published npm modules (@nuxtjs/, nuxt-), (2) Local project modules (modules/ directory), (3) Runtime extensions (components, composables…

xlanex6/nuxt-meilisearch

Manage Elasticsearch RBAC: native users, roles, role mappings, document- and field-level security.

aspectrr/deer

Covers distance metrics, index types and tuning for similarity search on vector databases, from semantic search to RAG retrieval.

wshobson/agents

Search DuckDB and DuckLake documentation and blog posts. An agent skill from duckdb/duckdb-skills.

duckdb/duckdb-skills

Shows how to run vector and keyword search side by side and merge their results, so retrieval catches both meaning and exact terms in RAG and search systems.

wshobson/agents

Build retrieval-augmented generation systems: pick a vector database and embedding model, choose retrieval and reranking strategies, and start from a LangGraph pipeline.

wshobson/agents

Use Gradle Compose tasks to prepare and recover local Elasticsearch/OpenSearch test infrastructure in kt-search.

jillesvangurp/kt-search

Ingest and transform data files (CSV/JSON/Parquet/Arrow IPC) into Elasticsearch with stream processing and custom transforms.

aspectrr/deer

Implement BM25 ranking function for e-commerce product search relevance scoring.

asgard-ai-platform/skills

Query and search GitHub issues using gh CLI with web fallback.

Prorise-cool/Claude-Code-Multi-Agent

Diagnose and resolve Elasticsearch security errors: 401/403 failures, TLS problems, expired API keys, role mapping mismatches, and Kibana login issues.

aspectrr/deer

A skill your agent uses for any PostgreSQL database work — table design, indexing, data types, constraints, extensions (pgvector, PostGIS, TimescaleDB), search, and migrations.

timescale/pg-aiguide

Create and manage Elastic ML anomaly detection jobs via the API.

elastic/agent-skills

Guide developers through creating a custom retrieval pipeline plugin for AutoRAG-Research.

NomaDamas/AutoRAG-Research

Azure Cosmos DB performance optimization and best practices guidelines for NoSQL, partitioning, queries, and SDK usage.

microsoft/vscode-cosmosdb

Builds and debugs retrieval with the gaik toolkit — PgVectorStore, Ranker, FinnishTextProcessor, RelevanceGate — as hybrid search: pgvector similarity plus Postgres full-text, fused by rank, and the…

GAIK-project/gaik-toolkit

Builds and queries a local contextual BM25 index over an Obsidian vault, with optional Nomic reranking through Ollama and strict consent rules before any text leaves the machine.

AgriciDaniel/claude-obsidian

Explain Elasticsearch ML anomaly detection scores, model behavior, and result interpretation.

elastic/agent-skills

Ingest and transform data files (CSV/JSON/Parquet/Arrow IPC) into Elasticsearch with stream processing and custom transforms.

Kilo-Org/kilo-marketplace

Full-text search across OVP product state (sources, packs, claims).

fakechris/obsidian_vault_pipeline

Run a deep full-text search across every Remnic memory. An agent skill from joshuaswarren/remnic.

joshuaswarren/remnic

Interact with Elasticsearch clusters via the API. An agent skill from olasunkanmi-SE/codebuddy.

olasunkanmi-SE/codebuddy

A skill your agent uses to deploy the vss-video-analytics-api REST service standalone with its Elasticsearch ingest-pipeline, selectable Kafka/Redis stream type, and Kafka-topic readiness gates when…

NVIDIA-AI-Blueprints/video-search-and-summarization

Enable and configure Kibana audit logging for saved object access, logins, and space operations.

aspectrr/deer

Design and review Elasticsearch index mappings for stated access patterns: correct field types, text+keyword multi-fields, docvalues tuning, mapping-explosion avoidance, and explicit shard settings.

elastic/agent-skills

Execute ES|QL (Elasticsearch Query Language) queries, use when the user wants to query Elasticsearch data, analyze logs, aggregate metrics, explore data, or create charts and dashboards from ES|QL…

elastic/agent-skills

Load CSV and JSON files into Elasticsearch indices using the bulk API and explicit mappings when field types matter.

elastic/agent-skills

Automate Algolia tasks via Rube MCP (Composio). An agent skill from ComposioHQ/awesome-claude-skills.

ComposioHQ/awesome-claude-skills

Database operations including querying, schema exploration, and data analysis.

xiaoyuge886/aigc

Expert patterns for Algolia search implementation, indexing strategies, React InstantSearch, and relevance tuning Use when: adding search to, algolia, instantsearch, search api, search functionality.

davila7/claude-code-templates

Convex is the backend agents get right on the first try: an all-TypeScript reactive platform where the database, server functions, scheduling, file storage, auth, and realtime sync are one type-safe…

openclaw/clawhub