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Smart-AI-Memory/empathy-framework

Smart-AI-Memory/empathy-framework

๐Ÿ ๐Ÿ  - Five-level AI collaboration system with persistent local-first memory via MemDocs and anticipatoryโ€ฆ
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Official descriptionEmpathy 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
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 ๆœๅŠก. The tags come from the entry itself, not a taxonomy we imposed.
Who maintains it?
repository Smart-AI-Memory/empathy-framework๏ผ›first catalogued 2026-10-09๏ผ›last seen 2026-10-16ใ€‚There is no official certification or quality rating here โ€” we record sources and dates only.
Third-party quality signals

Empathy Framework

ไปฅไธ‹ๆ‘˜ๅฝ•่‡ช่ฏฅไป“ๅบ“็š„ README๏ผˆ็‰‡ๆฎต๏ผ‰ ยท ๅœจ GitHub ่ฏปๅฎŒๆ•ด 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.
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๐ŸŽฏ Transitioning to Claude-Native Architecture
**Empathy Framework is evolving to focus exclusively on Anthropic/Claude** to unlock features impossible with multi-provider abstraction:
- **๐Ÿ“ฆ Prompt Caching:** 90% cost reduction on repeated prompts
- **๐Ÿ“– Flexible Context:** 200K via subscription for most tasks, up to 1M via API for large codebases
- **๐Ÿง  Extended Thinking:** See Claude's internal reasoning process
- **๐Ÿ”ง Advanced Tool Use:** Optimized for agentic workflows
**Timeline:**
- โœ… **v4.8.0 (Jan 2026):** Deprecation warnings for OpenAI/Google/Ollama providers
- โœ… **v5.0.0 (Jan 26, 2026):** Non-Anthropic providers removed (BREAKING - COMPLETE)
- โœ… **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
**๐ŸŽจ 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
**๐Ÿ“š Documentation Improvements**:
- Clarified flexible context strategy (200K subscription + 1M API routing)
- Added Redis requirement documentation for dashboard
- Root directory cleanup (8 archived files)
**๐Ÿงช 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
**๐Ÿค– 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)**
**๐Ÿ” Authentication Strategy System** - Intelligent routing between Claude subscriptions and Anthropic API:
**๐Ÿ’ฐ 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
**๐Ÿงช Comprehensive Testing** - 7 new integration tests for auth strategy:
- All workflows tested with auth enabled/disabled
- API and subscription mode verification
- Cost tracking validation
**๐Ÿ“– 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
**๐Ÿ’ฐ 50% Cost Savings with Batch API** - Process non-urgent tasks asynchronously:
Perfect for: log analysis, report generation, bulk classification, test generation
**๐Ÿ“Š 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
Source
awesome ยท https://github.com/Smart-AI-Memory/empathy-framework
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