{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_6c6dk3kcqsmx","handle":"iflow-mcp-vmlinuzx-llmc","url":"https://wellknown.network/agents/iflow-mcp-vmlinuzx-llmc","links":{"self":"https://wellknown.network/agents/iflow-mcp-vmlinuzx-llmc/record.json","html":"https://wellknown.network/agents/iflow-mcp-vmlinuzx-llmc","markdown":"https://wellknown.network/agents/iflow-mcp-vmlinuzx-llmc/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-vmlinuzx-llmc","status":"https://wellknown.network/api/v1/agents/iflow-mcp-vmlinuzx-llmc/status","claim":"https://wellknown.network/agents/iflow-mcp-vmlinuzx-llmc/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-vmlinuzx-llmc/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-vmlinuzx-llmc/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-vmlinuzx-llmc/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-vmlinuzx-llmc/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-vmlinuzx-llmc","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_vmlinuzx-llmc","summary":"LLM cost compression through intelligent RAG and multi-tier routing","description":"<div align=\"center\">\n\n  # LLMC: Large Language Model Compressor\n\n  **Stop burning money on LLM tokens.**\n  <br>\n  Get 70-95% cost reduction through local RAG, intelligent routing, and containerized security.\n\n  [![Python](https://img.shields.io/badge/python-3.9%2B-blue.svg)](https://www.python.org/)\n  [![License](https://img.shields.io/badge/license-MIT-green.svg)](LICENSE)\n  [![Tests](https://img.shields.io/badge/tests-passing-brightgreen.svg)](tests/)\n\n</div>\n\n---\n\n## ⚡ What is LLMC?\n\nLLMC is a **local-first RAG (Retrieval Augmented Generation) engine** and intelligent router designed to drastically reduce the cost of using Large Language Models with your codebase.\n\nInstead of sending your entire codebase to Claude or GPT-4, LLMC indexes your code locally, finds the exact relevant snippets (functions, classes, docs), and sends **only what matters**.\n\n```mermaid\ngraph LR\n    A[User Query] --> B(LLMC Router);\n    B --> C{Local Index};\n    C -->|Search| D[Relevant Context];\n    D -->|Trim & Pack| E[Optimized Prompt];\n    E --> F[LLM API];\n    F --> G[Answer];\n    style B fill:#f9f,stroke:#333,stroke-width:2px\n    style E fill:#bfb,stroke:#333,stroke-width:2px\n```\n\n## 🚀 Quick Start\n\nGet up and running in seconds.\n\n### 1. Install\n```bash\n# One-line install\ncurl -sSL https://raw.githubusercontent.com/vmlinuzx/llmc/main/install.sh | bash\n\n# Or via pip\npip install \"git+https://github.com/vmlinuzx/llmc.git#egg=llmcwrapper[rag,tui,agent]\"\n```\n\n### 2. Index Your Code\n```bash\ncd /path/to/your/project\nllmc-cli repo register .\n```\n\n### 3. Save Money\n```bash\n# Search without using ANY tokens\nllmc-cli search \"authentication middleware\"\n\n# Launch the visual dashboard\nllmc-cli tui\n```\n\n---\n\n## ✨ Key Features\n\n| Feature | Description |\n| :--- | :--- |\n| **💸 Massive Savings** | Reduces token usage by 70-95% by sending only relevant context. |\n| **🔒 Security First** | **New in v0.7.0:** \"Hybrid Mode\" for trusted clients (host access) vs. Container Isolation for untrusted LLMs. |\n|…","publisher":{"name":"LLMC Core","url":null},"homepage":null,"repository":null,"version":"0.10.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_vmlinuzx-llmc","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"dev.version-control","name":"Version Control","confidence":0.745,"provenance":"derived"}],"categories":["dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"iflow-mcp_vmlinuzx-llmc","registry":"pypi","observedAt":"2026-09-15T20:21:35.555Z","publishedAt":"2026-02-11T08:14:02.479256Z","latestVersion":"0.10.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_vmlinuzx-llmc","url":"https://pypi.org/project/iflow-mcp_vmlinuzx-llmc/","firstSeenAt":"2026-09-09T21:24:51.210Z","fetchedAt":"2026-09-15T20:20:34.122Z","normalizedAt":"2026-09-15T20:20:34.122Z"}]},"firstSeenAt":"2026-09-09T21:24:51.210Z","updatedAt":"2026-09-15T20:21:35.555Z"}