Benchmark Rerankers — Development skill for Claude Code
Measure whether adding a reranker actually improves retrieval, by scoring reranked vs. un-reranked results on a labeled query set.
How to install Benchmark Rerankers
Installs to ~/.claude/skills/imtiazrayhan-agentscamp-library-benchmark-rerankers/SKILL.md
mkdir -p ~/.claude/skills/imtiazrayhan-agentscamp-library-benchmark-rerankers && curl -fsSL https://raw.githubusercontent.com/imtiazrayhan/agentscamp-library/HEAD/commands/benchmark-rerankers.md -o ~/.claude/skills/imtiazrayhan-agentscamp-library-benchmark-rerankers/SKILL.md Restart Claude Code, or start a new session, for it to be picked up.
What Benchmark Rerankers does
description: "Measure whether adding a reranker actually improves retrieval, by scoring reranked vs. un-reranked results on a labeled query set." argument-hint: "" allowed-tools: "Read, Grep, Glob, Bash" model: sonnet
Scope
Treat `$ARGUMENTS` as the retrieval setup to benchmark — a path to an eval set and retrieval results, or a description of the pipeline (retriever, candidate count, reranker). Restate what you
Alternatives in Development
- Evo — turns your codebase into an autoresearch loop — discovers what to measure, instruments the benchmark, then run 1.4k ★
- AgentSkillOS — Build your agent from 200,000+ skills via skill RETRIEVAL & ORCHESTRATION 373 ★
- Contributing To Smart Ralph — "I'm learnding 260 ★
Full documentation available on GitHub
View Source RepositoryRelated Skills
Prompt Injection Benchmark
A reproducible prompt-injection benchmark that measures which defenses actually work: each payload is replayed
Orbits Check
Close the orbit — re-run the baseline query weeks after a fix shipped and find out whether the number actually
Bench Routeros Tools
Benchmark RouterOS agent-support strategies across MCPs, skills, and retrieval.
Long Context Retrieval
Read large files and broad search results progressively instead of blowing up the live context window.
MCP Recall
mcp-recall compresses MCP tool outputs (94 KB → 3.5 KB · 96%) and stores full results in SQLite for retrieval
Forge Benchmark
Measure validation posture across 5 dimensions with trend tracking
Related Agents
English Retrieval Agent
Retrieves relevant verses from the English Bible (World English Bible, WEB) for a Bible question using vector
Sub Benchmark Runner
Dept 4 sub. Runs standard benchmark tasks to measure agent and model reliability. Reports only, no product cha
Agent Upgrader
Improves the quality of an agent definition. Audits a prompt against how it actually performed, rewrites it to