skills.rest
SpillwaveSolutions
SpillwaveSolutionsOFFICIAL
Explore all skills by this author →
WebsiteGitHub

bm25-search

Search exact terms and phrases in the agent-memory index with BM25 scoring.

14|3|Updated Jan 29, 2026
Search Tags:#memory#full-text search#bm25#TOC#keyword search#grip
One-click install
npx skills add https://github.com/SpillwaveSolutions/agent-memory --skill bm25-search
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: bm25-search
Source: https://github.com/SpillwaveSolutions/agent-memory/tree/main/plugins/memory-query-plugin/skills/bm25-search
Command: npx skills add https://github.com/SpillwaveSolutions/agent-memory --skill bm25-search

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

BM25 keyword search provides fast, deterministic retrieval of exact terms and phrases from the agent-memory corpus, reducing time spent sifting through results and enabling precise issue diagnosis.

Core Features & Use Cases

  • Deterministic BM25 scoring for exact-term retrieval across the memory index.
  • Quick lookups of function/variable names and error messages for rapid debugging.
  • Clear guidance on when to use BM25 vs. vector search to optimize result quality.

Quick Start

Use memory-daemon teleport search "JWT token" to perform a fast keyword search.

Frequently Asked Questions about bm25-search

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I perform a keyword search for exact terms in agent memory?▼

BM25 keyword search enables fast, deterministic retrieval of exact terms and phrases from the agent-memory index, returning precise top-k results for rapid issue diagnosis.

When should I use BM25 full-text search instead of vector search?▼

Use BM25 full-text search for exact keyword matches, function name lookups, and error messages; vector search is better suited for semantic similarity rather than deterministic exact-term retrieval.

Can I filter keyword search results by scope within the memory corpus?▼

Yes, BM25 search supports scope filtering using toc and grip parameters, allowing you to narrow down exact keyword matches to specific sections of the memory corpus.

How do I look up function or variable names in the memory corpus?▼

You can quickly locate function and variable names by running a BM25 keyword search over the agent-memory index, which provides deterministic scoring for exact name matches.

Does BM25 search support deterministic top-k results for debugging?▼

Yes, BM25 search enforces deterministic top-k results, ensuring consistent retrieval of exact terms and error messages from the memory corpus for reliable debugging sessions.

Related Skills

Explore More Data & Analytics Skills→
sparq-orgsparq-org
8

full-text-search

Integrate BM25 full-text search into SPARQL queries using sparq-text.

Official
Intermediate
Alex1980AlexAlex1980Alex

evaluation-benchmark

Quantify search and RAG output quality using standardized retrieval metrics.

Community
Advanced
ArogyaReddyArogyaReddy

hybrid-search-implementation

Combine vector similarity and keyword matching with RRF, Linear, Cross-encoder, or Cascade fusion.

Community
Advanced
ccfccf

hybrid-search-implementation

Combine vector similarity with keyword matching for hybrid retrieval.

Community
Intermediate