competitive-analysis.md

Competitive Analysis

Last updated: 2026-08-21

Competitors

Competitor	Positioning	MisakaNet Differentiation
TeamMemory	MCP team experience memory	MisakaNet has redaction layer + failure classifier + demand board
WeKnora	Tencent RAG platform	MisakaNet focuses on agent failure memory, not general knowledge base

Detailed Analysis

See issues #1162-#1168 for detailed competitive analysis.

Key Differentiators

1. Failure-memory focus: Not a general knowledge base, but specialized for agent failure recovery
2. Redaction layer: Automatic PII/secret removal before storage
3. Demand board: Intake clustering for maintainer prioritization
4. Evidence levels: E0-E4 trust scoring for lesson quality
5. Git-backed: No server required, works offline via local search