hybrid-search-implementation

hybrid-search-implementation is a skill for Claude Code, Codex from rmyndharis/antigravity-skills. It costs 35 tokens per session (200 once invoked), scanned A, original, MIT.

A guide to combining keyword search with vector search, which finds text by meaning rather than exact words. The combined approach is useful for RAG systems—applications that retrieve source material before generating an answer—and for search engines.

In plain words
What is it for?
Use it to implement hybrid retrieval, improve RAG recall, search domain-specific vocabulary, and handle queries that require both semantic matches and exact keyword matches.
Why use it?
It helps find both exact terms such as names or codes and related wording that a meaning-based search may recognise. This reduces missed results when either search method alone is insufficient.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to implement hybrid retrieval, improve RAG recall, search domain-specific vocabulary, and handle queries that require both semantic matches and exact keyword matches.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/rmyndharis/antigravity-skills/hybrid-search-implementation
About the project

Antigravity Skill Vault is a collection of reusable Agent Skills for Google Antigravity, covering software development, operations, security, and business work. It is for people who want Antigravity agents to follow specialized expertise, personas, and structured workflows. The catalogue skills are entries from this collection.

rmyndharis/antigravity-skills · 1,522 stars · on GitHub

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add rmyndharis/antigravity-skills --skill hybrid-search-implementation
Clone the repo
git clone --depth 1 https://github.com/rmyndharis/antigravity-skills

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for hybrid-search-implementation

README.md
[![agentmods](https://agentmods.dev/badge/skills/rmyndharis/antigravity-skills/hybrid-search-implementation/github.svg)](https://agentmods.dev/skills/rmyndharis/antigravity-skills/hybrid-search-implementation)
Your own site
<a href="https://agentmods.dev/skills/rmyndharis/antigravity-skills/hybrid-search-implementation"><img src="https://agentmods.dev/badge/skills/rmyndharis/antigravity-skills/hybrid-search-implementation/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for hybrid-search-implementation

Your own site · 80×15
<a href="https://agentmods.dev/skills/rmyndharis/antigravity-skills/hybrid-search-implementation"><img src="https://agentmods.dev/badge/skills/rmyndharis/antigravity-skills/hybrid-search-implementation.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 35 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 200 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00035 $0.00200
Opus 5 $0.00017 $0.00100
Sonnet 5 $0.00007 $0.00040
Haiku 4.5 $0.00003 $0.00020

Measured 7d ago against content hash e90c9ecb4357, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

hybrid-search-implementation scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 7d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/hybrid-search-implementation/SKILL.md · 33 lines

What it actually says

Hybrid Search Implementation

Patterns for combining vector similarity and keyword-based search.

Use this skill when

  • Building RAG systems with improved recall
  • Combining semantic understanding with exact matching
  • Handling queries with specific terms (names, codes)
  • Improving search for domain-specific vocabulary
  • When pure vector search misses keyword matches

Do not use this skill when

  • The task is unrelated to hybrid search implementation
  • You need a different domain or tool outside this scope

Instructions

  • Clarify goals, constraints, and required inputs.
  • Apply relevant best practices and validate outcomes.
  • Provide actionable steps and verification.
  • If detailed examples are required, open resources/implementation-playbook.md.

Resources

  • resources/implementation-playbook.md for detailed patterns and examples.
Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 7d ago First seen · 33 lines · 35 tokens per session scan A e90c9ecb4357

Subscribe to this mod's changes

hybrid-search-implementation is a skill published in the GitHub repository rmyndharis/antigravity-skills (1,522 stars, last pushed 1mo ago), licensed MIT. It adds 35 tokens to every session and 200 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.