Matryoshka
MCP server for token-efficient large document analysis via the use of REPL state
- Analyze 200-page contracts without hitting token limits
- Summarize long research papers section by section
- Extract structured data from oversized regulatory filings
Token budgets are the silent bottleneck in document-heavy AI workflows — Matryoshka uses REPL state to analyze documents that would otherwise blow past context limits, enabling real analysis instead of truncated summaries.
Analysts and researchers working with large PDFs, legal filings, or technical specs who need Claude to reason over entire documents without losing detail.
https://github.com/yogthos/Matryoshka
By yogthos
How to Get It
claude plugins install yogthos/Matryoshka
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Trust Signals Auto-scanned
Community Pulse Active
Discussed on Hacker News, Reddit
- Russian Matryoshka Boxes — Reddit · 24007 pts
- Russian disinfo network “Matryoshka” is migrating to Bluesky as exodus from X co — Reddit · 6037 pts
- Joker idea: Matryoshka (and explanation) — Reddit · 1374 pts
29 mentions across 2 sources
Reviewer notes
Auto-scanned review. These are observations, not a security certification.
Scored from trust signals (evidence-eval-v1): 121 GitHub stars; 4 contributors; last commit 38d ago; license Apache-2.0.
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Evaluation
Scored from trust signals (evidence-eval-v1): 121 GitHub stars; 4 contributors; last commit 38d ago; license Apache-2.0.