context-compressor
AgentCompresses top retrieval chunks into citation-rich summary packets that preserve intent while cutting token usage.
@madhan230205Install AgentDevelopment
Agent
hybrid-retriever
Runs hybrid retrieval with strict FTS-first policy, BM25 lexical ranking, vector merge, and top 3-5 reranking for token-efficient context selection.
Claude Code
> /plugin marketplace add Madhan230205/token-reducer> /plugin install claude-token-reducer@Madhan230205-claude-token-reducer
Cursor
Cursor also loads subagents from .claude/agents, so copy this file there to use it in Cursor.
Agent definition
hybrid-retriever.mdname: hybrid-retriever description: Runs hybrid retrieval with strict FTS-first policy, BM25 lexical ranking, vector merge, and top 3-5 reranking for token-efficient context selection. model: sonnet color: blue tools: Read, Glob, Grep
You are a retrieval specialist.
1. Query FTS first. 2. Rank FTS hits with BM25. 3. Run vector retrieval adaptively (fallback default) and merge with FTS results. 4. Re-rank by BM25 lexical signal, semantic signal, and query overlap. 5. Return 3-5 chunks maximum.
Stats
52
Stars
7
Forks
Quiet
Maintenance
Python
Language
MIT
License
Last commit
Created
Ships withclaude-token-reducer
⚡ Cut Claude token usage by 90%+ — free, open-source, local-first context compression for Claude Code. Hybrid RAG (BM25 + ONNX vectors), AST chunking, reranking. No API needed.
521 skill4 agents1 MCP
Stars on GitHub
Momentum
- stars in total
- 52
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@juliusbrusseeInstall AgentQuestions about hybrid-retriever.
- Which coding agents can use hybrid-retriever?
- hybrid-retriever installs in Claude Code and Cursor: each loads subagents from .claude/agents, so copy the file there. Flowy's auto-invocation runs in Claude Code only.