{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_bsvp4sm5mx7h","handle":"leo-feedback-mcp","url":"https://wellknown.network/agents/leo-feedback-mcp","links":{"self":"https://wellknown.network/agents/leo-feedback-mcp/record.json","html":"https://wellknown.network/agents/leo-feedback-mcp","markdown":"https://wellknown.network/agents/leo-feedback-mcp/record.md","api":"https://wellknown.network/api/v1/agents/leo-feedback-mcp","status":"https://wellknown.network/api/v1/agents/leo-feedback-mcp/status","claim":"https://wellknown.network/agents/leo-feedback-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/leo-feedback-mcp/claim.json","badge":"https://wellknown.network/agents/leo-feedback-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/leo-feedback-mcp/history","tools":"https://wellknown.network/api/v1/agents/leo-feedback-mcp/tools"},"ard":{"identifier":"urn:air::server:leo-feedback-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"leo-feedback-mcp","summary":"Interactive MCP feedback server with Flutter Web UI for AI-assisted development. Collect user feedback, images, and manage sessions in real-time.","description":"# Leo Feedback MCP\n\nA customized MCP (Model Context Protocol) server for interactive feedback collection during AI-assisted development. Built with a **Flutter Web** frontend and **Python/FastAPI** backend.\n\n## Features\n\n- **Flutter Web UI** with dark theme for interactive feedback\n- **AI Work Summary** panel with Markdown rendering\n- **Image support** - upload, drag & drop from IDE, paste (PNG, JPG, GIF, BMP, WebP)\n- **Auto-submit countdown** with configurable prompts\n- **Audio & browser notifications** when AI requests feedback\n- **Session history** - persists across browser reloads via backend storage\n- **Drag & drop** files from IDE (Cursor) into the feedback panel\n- **Keyboard shortcuts** - Ctrl+Enter / Cmd+Enter for quick submit\n- Smart browser detection (WSL, SSH, local)\n- Session management with auto-cleanup\n\n## Architecture\n\n```\n┌─────────────────────────────────────────────┐\n│  Cursor / AI Client                         │\n│  (calls leo_feedback_mcp MCP tool)           │\n└──────────────┬──────────────────────────────┘\n               │ MCP Protocol (stdio)\n┌──────────────▼──────────────────────────────┐\n│  Python Backend                             │\n│  ├── FastMCP server (MCP tool definitions)  │\n│  ├── FastAPI (HTTP routes + WebSocket)      │\n│  └── Session management & image processing  │\n└──────────────┬──────────────────────────────┘\n               │ HTTP + WebSocket\n┌──────────────▼──────────────────────────────┐\n│  Flutter Web Frontend                       │\n│  ├── Workspace (AI Summary + Feedback)      │\n│  ├── Sessions (chat history)                │\n│  ├── Settings (auto-submit, timeout)        │\n│  └── About                                  │\n└─────────────────────────────────────────────┘\n```\n\n## Requirements\n\n- Python 3.11+\n- [uv](https://docs.astral.sh/uv/) (Python package manager)\n- [Flutter](https://flutter.dev/docs/get-started/install) 3.x+ (for frontend development/building)\n\n## Installation\n\n### Option A: Install from PyPI (recommended f…","publisher":{"name":"Leo Nguyen","url":null},"homepage":null,"repository":null,"version":"1.2.5","license":null,"protocols":["mcp"],"tags":["ai","cursor","development","feedback","flutter","interactive","mcp","web-ui"],"pricing":null,"endpoints":[{"url":"pypi:leo-feedback-mcp","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.package-management","name":"Packages & Dependencies","confidence":0.768,"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":"leo-feedback-mcp","registry":"pypi","observedAt":"2026-11-09T13:28:47.143Z","publishedAt":"2026-05-13T14:58:59.330384Z","latestVersion":"1.2.5"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"leo-feedback-mcp","url":"https://pypi.org/project/leo-feedback-mcp/","firstSeenAt":"2026-09-09T23:25:19.561Z","fetchedAt":"2026-11-09T13:26:54.680Z","normalizedAt":"2026-11-09T13:26:54.680Z"}]},"firstSeenAt":"2026-09-09T23:25:19.561Z","updatedAt":"2026-11-09T13:28:47.143Z"}