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agentsop-hybrid-retrieval

byagentsope· 48 skills

Stars

223

Forks

12

Category

Data Science & Analytics

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TL;DR

Enhancement-overlay SOP for adding sparse (BM25 / keyword) retrieval alongside dense (embedding) retrieval. Activate when a calling agent is building, reviewing, or debugging a retrieval pipeline whose corpus contains exact-match tokens — identifiers, error codes, SKUs, API/function names, proper nouns, citations, rare jargon — that pure dense embedding silently misses. Encodes the single decision rule (hybrid is traffic-driven, not theoretical: add sparse only when the query share that depends on exact tokens is non-trivial), the wiring of QueryFusionRetriever-style fusion (RRF vs alpha-weighted), and per-query-type alpha tuning. Frame the work as recovering lexical identity that dense pooling destroys, not as "add keyword search for completeness". Cross-links [[llamaindex]].

How to install agentsop-hybrid-retrieval?

agentsope/skillalchemy/agentsop-hybrid-retrieval
$npx -y skills add agentsope/skillalchemy --skill agentsop-hybrid-retrieval

Installs into the current project.

›Prefer a prompt? Paste this to your agent

Use this skill

Run `npx skills use "https://github.com/agentsope/skillalchemy" --skill "agentsope/skillalchemy/agentsop-hybrid-retrieval"` and follow the generated skill instructions now. Read its complete output, redirecting it to a temporary file first if necessary. Resolve relative paths from the supporting-files directory it provides.

Use the whole pack

Use the skills in "https://github.com/agentsope/skillalchemy" that are relevant to the current task. Run `npx skills add "https://github.com/agentsope/skillalchemy"` and select the relevant skills, then follow their instructions.

Preview

agentsope/skillalchemyagentsope/skillalchemy

$ npx -y skills add agentsope/skillalchemy --skill agentsop-hybrid-retrieval

▸ installing to .claude/skills…

✓ agentsop-hybrid-retrieval ready

Repoagentsope/skillalchemy
TypeSkills
CategoryData Science & Analytics
ForAnalystArchitect
UpdatedJun 2026
License—
First seenJul 26, 2026

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