{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_k9d29yryr9nh","handle":"planer-mcp","url":"https://wellknown.network/agents/planer-mcp","links":{"self":"https://wellknown.network/agents/planer-mcp/record.json","html":"https://wellknown.network/agents/planer-mcp","markdown":"https://wellknown.network/agents/planer-mcp/record.md","api":"https://wellknown.network/api/v1/agents/planer-mcp","status":"https://wellknown.network/api/v1/agents/planer-mcp/status","claim":"https://wellknown.network/agents/planer-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/planer-mcp/claim.json","badge":"https://wellknown.network/agents/planer-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:planer-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"planer-mcp","summary":"MCP server for intelligent planning and task management","description":"# Planer MCP Server\n\nAn intelligent planning and task management MCP server built with FastMCP that provides sophisticated planning tools optimized for software engineering projects.\n\n## Features\n\n- **🤖 LLM-Powered Task Generation**: Uses LLM sampling to generate context-aware, high-quality task breakdowns\n- **💬 Interactive Elicitation**: Asks clarifying questions to ensure requirements are well-understood\n- **✅ Plan Validation**: Preview and confirm plans before saving, with regeneration option\n- **📊 Progress Reporting**: Real-time progress updates during plan creation\n- **🎯 Engineering-Focused**: Optimized prompts for coding, debugging, system design, and feature development\n- **⏱️ Automatic Time Tracking**: Track actual time via plan/task creation and completion timestamps\n- **📄 Pagination**: Efficient handling of large plan lists (30 plans per page)\n- **🔍 Smart Filtering**: Hide completed plans by default, focus on active work\n- **💾 Persistent Storage**: SQLite database for reliable data persistence\n- **🏷️ Category-based Planning**: Different planning strategies based on task categories\n\n## How It Works\n\nWhen you create a new plan, the server uses an intelligent, LLM-driven workflow:\n\n1. **🧠 LLM Analyzes Requirements** (10% progress)\n   - The LLM evaluates if there's enough information\n   - Determines what's missing (if anything)\n   - Only asks for clarification when truly needed\n   - Users are NOT bothered unnecessarily!\n\n2. **💬 Smart Elicitation** (Conditional)\n   - **IF** LLM needs more info → Asks specific, targeted questions\n   - **ELSE** → Proceeds directly to task generation\n   - Example: \"Build REST API\" might not need questions\n   - Example: \"Migrate system\" likely needs clarification on tech stack\n\n3. **🤖 Generates Tasks with LLM** (30-60% progress)\n   - Uses LLM sampling to create context-aware tasks\n   - Applies category-specific planning strategies\n   - Considers dependencies and priorities\n   - Generates detailed task descriptions\n\n4. *…","publisher":null,"homepage":"https://github.com/niradler/mcp-planer","repository":"https://github.com/niradler/mcp-planer","version":"0.1.0","license":"MIT","protocols":["mcp"],"tags":["mcp","model-context-protocol","planning","task-management"],"pricing":null,"endpoints":[{"url":"pypi:planer-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":"knowledge.reasoning","name":"Reasoning & Planning","confidence":1,"provenance":"declared"},{"slug":"data.database","name":"Databases","confidence":0.802,"provenance":"derived"},{"slug":"ai.prompting","name":"Prompt Management","confidence":0.791,"provenance":"derived"}],"categories":["ai","data","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":"planer-mcp","registry":"pypi","observedAt":"2026-09-10T10:25:22.830Z","publishedAt":"2025-11-02T22:10:42.087460Z","latestVersion":"0.1.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"planer-mcp","url":"https://pypi.org/project/planer-mcp/","firstSeenAt":"2026-09-10T10:23:07.703Z","fetchedAt":"2026-09-10T10:23:07.703Z","normalizedAt":"2026-09-10T10:23:07.703Z"}]},"firstSeenAt":"2026-09-10T10:23:07.703Z","updatedAt":"2026-09-10T10:25:22.830Z"}