{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_qjzvcxxrfmc2","handle":"skillforge-mcp","url":"https://wellknown.network/agents/skillforge-mcp","links":{"self":"https://wellknown.network/agents/skillforge-mcp/record.json","html":"https://wellknown.network/agents/skillforge-mcp","markdown":"https://wellknown.network/agents/skillforge-mcp/record.md","api":"https://wellknown.network/api/v1/agents/skillforge-mcp","status":"https://wellknown.network/api/v1/agents/skillforge-mcp/status","claim":"https://wellknown.network/agents/skillforge-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/skillforge-mcp/claim.json","badge":"https://wellknown.network/agents/skillforge-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/skillforge-mcp/history","tools":"https://wellknown.network/api/v1/agents/skillforge-mcp/tools"},"ard":{"identifier":"urn:air::server:skillforge-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"skillforge-mcp","summary":"An MCP server that makes your AI agent learn and evolve — one skill at a time.","description":"<p align=\"center\">\n  <img src=\"https://img.shields.io/pypi/v/skillforge-mcp?style=for-the-badge&logo=pypi&logoColor=white&label=PyPI\" alt=\"PyPI\"/>\n  <img src=\"https://img.shields.io/badge/MCP-Server-blueviolet?style=for-the-badge\" alt=\"MCP Server\"/>\n  <img src=\"https://img.shields.io/badge/python-≥3.10-3776AB?style=for-the-badge&logo=python&logoColor=white\" alt=\"Python\"/>\n  <img src=\"https://img.shields.io/badge/license-MIT-green?style=for-the-badge\" alt=\"License\"/>\n  <img src=\"https://img.shields.io/github/stars/CatVinci-Studio/skillForge?style=for-the-badge&logo=github\" alt=\"Stars\"/>\n</p>\n\n<h1 align=\"center\">🛠️ SkillForge</h1>\n\n<p align=\"center\">\n  <strong>An MCP server that makes your AI agent learn and evolve — one skill at a time.</strong>\n</p>\n\n<p align=\"center\">\n  <em>Skills are reusable instructions that get better with every conversation.</em>\n</p>\n\n<p align=\"center\">\n  <a href=\"README_CN.md\">🇨🇳 中文文档</a> · <a href=\"https://pypi.org/project/skillforge-mcp/\">📦 PyPI</a> · <a href=\"https://github.com/CatVinci-Studio/skillForge/issues\">🐛 Issues</a>\n</p>\n\n---\n\n## ✨ What is SkillForge?\n\nSkillForge is a **Model Context Protocol (MCP) server** that gives your AI agent a persistent, evolving skill library. Instead of repeating the same corrections and preferences every session, SkillForge captures them as **skills** — structured instructions that the agent loads and follows automatically.\n\n> 💡 Think of it as **muscle memory for your AI** — it learns your conventions once and applies them forever.\n\n### 🔄 The Feedback Loop\n\n```\n  👤 User gives feedback\n        │\n        ▼\n  🔍 Agent detects improvement signal\n        │\n        ▼\n  🔀 Triage: reuse / improve / create?\n        │\n        ▼\n  ✏️ Draft skill following guide + plan\n        │\n        ▼\n  🛡️ Validation gate (reject or pass)\n        │\n        ▼\n  💾 Skill saved (auto-backed up)\n        │\n        ▼\n  ✅ Next task uses improved skill\n```\n\n---\n\n## 🚀 Quick Start\n\n### 📦 Installation\n\n```bash\n# Install from…","publisher":null,"homepage":"https://github.com/CatVinci-Studio/skillForge","repository":"https://github.com/CatVinci-Studio/skillForge","version":"0.2.0","license":"MIT","protocols":["mcp"],"tags":["agent","ai","claude","llm","mcp","model-context-protocol","skills"],"pricing":null,"endpoints":[{"url":"pypi:skillforge-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"dev.version-control","name":"Version Control","confidence":0.779,"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":"skillforge-mcp","registry":"pypi","observedAt":"2026-11-04T00:27:42.446Z","publishedAt":"2026-04-03T17:02:18.991809Z","latestVersion":"0.2.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"skillforge-mcp","url":"https://pypi.org/project/skillforge-mcp/","firstSeenAt":"2026-09-10T12:22:22.414Z","fetchedAt":"2026-11-04T00:27:05.845Z","normalizedAt":"2026-11-04T00:27:05.845Z"}]},"firstSeenAt":"2026-09-10T12:22:22.414Z","updatedAt":"2026-11-04T00:27:42.446Z"}