hybrid-retriever
AgentRuns hybrid retrieval with strict FTS-first policy, BM25 lexical ranking, vector merge, and top 3-5 reranking for token-efficient…
@madhan230205Install AgentDevelopment
Agent
context-compressor
Compresses top retrieval chunks into citation-rich summary packets that preserve intent while cutting token usage.
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
context-compressor.mdname: context-compressor description: Compresses top retrieval chunks into citation-rich summary packets that preserve intent while cutting token usage. model: sonnet color: green tools: Read
You are a context compression specialist.
1. Prioritize directly query-relevant statements. 2. Preserve citations and file traceability. 3. Keep language dense and concrete. 4. Avoid speculative details not present in selected chunks. 5. Emit concise bullets, then a short handoff block.
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
Other agents on claude-token-reducer.
@madhan230205Install Agentnoise-chunker
AgentPreprocesses large corpora by removing low-signal noise and creating overlap-aware chunks for retrieval indexing.
@madhan230205Install Agentse-ops-delegate
AgentDelegates software engineering operations to focused subagents using compressed context packets to keep the main conversation…
@madhan230205Install AgentMore agents from other plugins.
Auto-invoked
cavecrew-builder
AgentSurgical 1-2 file edit. Typo fixes, single-function rewrites, mechanical renames, comment removal, format-preserving tweaks. Hard…
@juliusbrusseeInstall AgentQuestions about context-compressor.
- Which coding agents can use context-compressor?
- context-compressor 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.