{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_7n986aamq6eg","handle":"adaptive-agent-mcp","url":"https://wellknown.network/agents/adaptive-agent-mcp","links":{"self":"https://wellknown.network/agents/adaptive-agent-mcp/record.json","html":"https://wellknown.network/agents/adaptive-agent-mcp","markdown":"https://wellknown.network/agents/adaptive-agent-mcp/record.md","api":"https://wellknown.network/api/v1/agents/adaptive-agent-mcp","status":"https://wellknown.network/api/v1/agents/adaptive-agent-mcp/status","claim":"https://wellknown.network/agents/adaptive-agent-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/adaptive-agent-mcp/claim.json","badge":"https://wellknown.network/agents/adaptive-agent-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:adaptive-agent-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"adaptive-agent-mcp","summary":"Self-Evolving RAG for AI Agents — A cross-app persistent memory system where agents autonomously write, retrieve, and evolve their knowledge","description":"<div align=\"center\">\n\n<img src=\"https://raw.githubusercontent.com/justforever17/adaptive-agent-mcp/main/assets/logo.svg\" alt=\"Adaptive Agent MCP\" width=\"500\">\n\n### **Self-Evolving RAG for AI Agents**\n\n> *Agents don't just read memory — they write it.*\n\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE)\n[![Python 3.10+](https://img.shields.io/badge/python-3.10+-blue.svg)](https://www.python.org/downloads/)\n[![MCP](https://img.shields.io/badge/MCP-Protocol-green.svg)](https://modelcontextprotocol.io)\n[![PyPI](https://img.shields.io/pypi/v/adaptive-agent-mcp.svg)](https://pypi.org/project/adaptive-agent-mcp/)\n\n[**中文**](README_zh.md) | **English**\n\n</div>\n\n---\n\n## Core Concept\n\n<table>\n<tr>\n<td width=\"50%\">\n\n### Traditional RAG\n\n```\nUser Input → Retrieve KB → Generate\n               ↑\n            Read-only\n        (Human-maintained)\n```\n\n</td>\n<td width=\"50%\">\n\n### Self-Evolving RAG\n\n```\nUser Input → Retrieve Memory → Generate\n               ↑↓\n           Read + Write\n    Agent autonomously evolves\n```\n\n</td>\n</tr>\n</table>\n\n**Key Differences:**\n\n| | Traditional RAG | Adaptive Agent MCP |\n|:---:|:---|:---|\n| Read | Retrieves pre-indexed documents | Dynamically accumulates at runtime |\n| Write | Human-maintained knowledge base | **Agent writes autonomously** |\n| Scope | Generic knowledge | **User-specific memory** |\n| State | Static data | **Continuously evolves** |\n\n---\n\n## How It Works\n\n```\nIn Claude Code: \"Remember, I prefer TypeScript\"\n         ↓\n    Agent automatically calls:\n    • append_daily_log() → Record to daily log\n    • update_preference() → Update preferences\n    • extract_knowledge() → Extract knowledge graph\n         ↓\nIn Antigravity: \"What are my coding preferences?\"\n         ↓\n    AI: \"You prefer TypeScript\"\n```\n\n**Teach once, remember forever. Share across apps, never forget.**\n\n---\n\n## Getting Started\n\n### Prerequisites\n\n1. **Python 3.10+**\n2. **Ripgrep (`rg`)**: **REQUIRED** for full-text search. (**Windows**: `choco ins…","publisher":{"name":"justforever17","url":null},"homepage":"https://github.com/justforever17/adaptive-agent-mcp#readme","repository":"https://github.com/justforever17/adaptive-agent-mcp#readme","version":"0.6.2","license":null,"protocols":["mcp"],"tags":["ai-agent","cross-application","llm","mcp","memory","persistent-memory"],"pricing":null,"endpoints":[{"url":"pypi:adaptive-agent-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"knowledge.memory","name":"Agent Memory","confidence":1,"provenance":"declared"},{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":0.836,"provenance":"derived"}],"categories":["knowledge"],"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":"adaptive-agent-mcp","registry":"pypi","observedAt":"2026-09-09T08:22:21.223Z","publishedAt":"2026-02-10T16:18:16.336470Z","latestVersion":"0.6.2"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"adaptive-agent-mcp","url":"https://pypi.org/project/adaptive-agent-mcp/","firstSeenAt":"2026-09-09T08:20:26.054Z","fetchedAt":"2026-09-09T08:20:26.054Z","normalizedAt":"2026-09-09T08:20:26.054Z"}]},"firstSeenAt":"2026-09-09T08:20:26.054Z","updatedAt":"2026-09-09T08:22:21.223Z"}