context-reduction

DeepSeek Harness MCP tool search for large catalogs: 1,000 MCP tools behind 2 MCP-facing schemas, exact-schema calls, allow/deny controls, and a local calculator.

MCP server for validating legal citations against CourtListener's 9M+ opinion database — detects AI-hallucinated citations, name mismatches, and ambiguous reporters with an interactive citation panel.

High-performance MCP server for USPTO Patent Trial and Appeal Board (PTAB) with context reduction, progressive disclosure workflows, and seamless cross-MCP integration

High-performance MCP server for USPTO Patent File Wrapper API with secure document downloads, metadata access, and context reduction

High-performance MCP server for USPTO Final Petition Decisions API with context reduction and cross-MCP integration

ARCHIVED — historical Hermes/Headroom integration experiment; use the upstream retrieval-only plugin as baseline.

Real-time NGINX access-log triage and alerting for humans and AI: terminal UI, bot visibility, traffic signals, and token-efficient JSONL sidecar output. Built for ops teams that want to understand their traffic, not just store it.

🚀 Improve patent analysis with a high-performance MCP server for USPTO Final Petition Decisions, featuring context reduction and customizable fields.

Shared Context Reduction (SCR) — the systematic elimination of mutually known information between communicating agents.

Framework-aware code intelligence for LLM agents. Indexes Java, Python, TypeScript, Go, Scala into a verified call graph via tree-sitter + Rust. MCP server, Haiku sub-agent, and git hooks included. 68–95% agent token reduction.

𓁟 Thoth — Persistent knowledge system for AI-assisted development. 98% context reduction. Works with Claude, Cursor, Windsurf, Copilot. Part of the Sirsi Pantheon.

LLM Agent for Large-Scale Data Processing on Models with Limited Context.

Shrink massive MCP catalogs to two tools, letting DeepSeek Harness search and call 1,000+ remote APIs efficiently.