Official description 7 sources MCP servers 8d ago
Smart-AI-Memory/empathy-framework
๐ ๐ - Five-level AI collaboration system with persistent local-first memory via MemDocs and anticipatoryโฆ
Official description Empathy Framework AI-powered developer workflows with cost optimization and pattern learning.** Run code review, debugging, testing, and release workflows from your terminal or Claude Code.
Config template (adjust for your client)
claude mcp add empathy-framework -- npx -y empathy-framework Copy A pasteable skeleton generated from the repository name. Check the project README for the exact package and arguments.
Star count 13 โ
ยท Smart-AI-Memory/empathy-framework ยท read from the repository page ยท (checked 2026-10-16 20:00:20) Source collected from the punkpeye/awesome-mcp-servers list ยท type: MCP server Harvest history first seen 2026-10-09 ยท last seen 2026-10-16 ยท seen 32ร ยท listed by 7 sources Score score 703 ยท 13 โ
ยท 7 sources ยท mcp
FAQ (answers come from our records)
How do I install it? We did not find an install command for this repository (our install coverage is only about 4%). Check its README or releases page.
Who is it for? We filed it under these tags: MCP ๆๅก. The tags come from the entry itself, not a taxonomy we imposed.
Who maintains it? repository Smart-AI-Memory/empathy-framework๏ผfirst catalogued 2026-10-09๏ผlast seen 2026-10-16ใThere is no official certification or quality rating here โ we record sources and dates only.
Third-party quality signals
Empathy Framework ไปฅไธๆๅฝ่ช่ฏฅไปๅบ็ README๏ผ็ๆฎต๏ผ ยท ๅจ GitHub ่ฏปๅฎๆด README โ
**AI-powered developer workflows with cost optimization and pattern learning.** Run code review, debugging, testing, and release workflows from your terminal or Claude Code. Smart tier routing saves 34-86% on LLM costs. -brightgreen) --- ๐ฏ Transitioning to Claude-Native Architecture **Empathy Framework is evolving to focus exclusively on Anthropic/Claude** to unlock features impossible with multi-provider abstraction: - **๐ฆ Prompt Caching:** 90% cost reduction on repeated prompts - **๐ Flexible Context:** 200K via subscription for most tasks, up to 1M via API for large codebases - **๐ง Extended Thinking:** See Claude's internal reasoning process - **๐ง Advanced Tool Use:** Optimized for agentic workflows **Timeline:** - โ
**v4.8.0 (Jan 2026):** Deprecation warnings for OpenAI/Google/Ollama providers - โ
**v5.0.0 (Jan 26, 2026):** Non-Anthropic providers removed (BREAKING - COMPLETE) - โ
**v5.0.2 (Jan 28, 2026):** Cost optimization suite with batch processing and caching monitoring **Migration Guide:** docs/CLAUDE_NATIVE.md --- What's New in v5.3.0 **๐จ Dashboard Enhancements** - Improved usability and clarity: - **Agent Display Names** - Human-readable labels for agents in dashboard (e.g., "Code Analyzer" instead of UUID) - **Comprehensive Help Panel** - 5-section accordion explaining dashboard features, use cases, and Redis setup - **UX Improvements** - "Source Agent:" label clarity, "Redis Requires Enabling" status message - **Browser Cache Busting** - Date-based versioning ensures updates appear immediately **๐ Documentation Improvements**: - Clarified flexible context strategy (200K subscription + 1M API routing) - Added Redis requirement documentation for dashboard - Root directory cleanup (8 archived files) **๐งช Test Infrastructure**: - Sequential test execution to fix import timing issues - All agent tracking tests passing (19/19) See Full Changelog --- What's New in v5.1.0 **๐ค Multi-Agent Orchestration** - Full support for custom agents and Anthropic LLM agents: - **Agent Coordination Dashboard** - Real-time monitoring with 6 coordination patterns: - Agent heartbeats and status tracking - Inter-agent coordination signals - Event streaming across agent workflows - Approval gates for human-in-the-loop - Quality feedback and performance metrics - Demo mode with test data generation - **Custom Agents** - Build specialized agents for your workflow needs - **LLM Agents from Anthropic** - Leverage Claude's advanced capabilities - Dashboard accessible at http://localhost:8000 with python examples/dashboard_demo.py **(Requires Redis)** **๐ Authentication Strategy System** - Intelligent routing between Claude subscriptions and Anthropic API: **๐ฐ Automatic Cost Optimization** - Workflows choose the best auth method: - Small/medium modules ( 2000 LOC) โ Anthropic API (pay for what you need) - 7 workflows integrated: document-gen, test-gen, code-review, bug-predict, security-audit, perf-audit, release-prep - Auth mode tracking in all workflow outputs for telemetry **๐งช Comprehensive Testing** - 7 new integration tests for auth strategy: - All workflows tested with auth enabled/disabled - API and subscription mode verification - Cost tracking validation **๐ Documentation** - 950+ lines across 3 guides: - AUTH_STRATEGY_GUIDE.md - User guide for configuration - AUTH_CLI_IMPLEMENTATION.md - CLI command reference - AUTH_WORKFLOW_INTEGRATIONS.md - Integration patterns See Full Changelog --- What's New in v5.0.2 **๐ฐ 50% Cost Savings with Batch API** - Process non-urgent tasks asynchronously: Perfect for: log analysis, report generation, bulk classification, test generation **๐ Precise Token Counting** - >98% accurate cost tracking: - Integrated Anthropic's count_tokens() API for billing-accurate measurements - 3-tier fallback: API โ tiktoken (local) โ heuristic
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ยท https://github.com/Smart-AI-Memory/empathy-framework
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