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Persistent codebase intelligence. Learns patterns, conventions, and architecture from your codebase via tree-sitter AST parsing (12 languages) and remembers across sessions. MCP server with 13 tools for semantic search, pattern prediction, file routing, and project blueprints.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
| name | anime-mori |
| description | Persistent codebase intelligence. Learns patterns, conventions, and architecture from your codebase via tree-sitter AST parsing (12 languages) and remembers across sessions. MCP server with 13 tools for semantic search, pattern prediction, file routing, and project blueprints. |
| license | MIT |
| metadata | {"version":"0.6.0","runtime":"node>=18","dependencies":{"required":["@modelcontextprotocol/sdk","@surrealdb/node","tree-sitter (via rust-core NAPI bindings)"],"optional":["@xenova/transformers"]},"env_vars":{"required":[],"optional":["ANIME_MORI_DB_PATH"]}} |
"Your AI pair programmer finally has a notepad that doesn't get wiped clean."
Anime Mori is the codebase memory skill of the Cognitive Construct. It solves session amnesia — the problem where AI assistants forget your architecture, naming conventions, and design decisions every time you start a new session.
Built on Rust (tree-sitter AST parsing) + TypeScript (MCP server + orchestration), it learns once and remembers forever via SurrealDB persistence.
AI Tool (Claude/Copilot)
│ MCP Protocol (stdio)
▼
TypeScript Server — 13 tools, 4 categories
│ NAPI bindings
▼
Rust Core — tree-sitter, pattern learning, semantic engine
│
▼
Storage — SurrealDB (persistent vectors) + SQLite (structured data)
learn <path>Analyze and learn from a codebase. Extracts patterns, architecture, and conventions.
npx anime-mori learn ./my-project
serverStart the MCP server for AI tool integration.
npx anime-mori server
search <query>Multi-mode codebase search (semantic, text, or pattern-based).
npx anime-mori search "authentication middleware"
analyze <path>Analyze files/directories with concepts, patterns, and complexity metrics.
insights <query>Query learned semantic concepts and relationships.
patternsGet pattern recommendations with examples from your codebase.
predictPredict implementation approach based on your coding history.
statusSystem health check.
| Category | Tools | Description |
|---|---|---|
| Core Analysis (2) | analyze_codebase, search_codebase | File/directory analysis, multi-mode search |
| Intelligence (7) | learn_codebase_intelligence, get_project_blueprint, get_semantic_insights, get_pattern_recommendations, predict_coding_approach, get_developer_profile, contribute_insights | Deep learning, blueprints, predictions |
| Automation (1) | auto_learn_if_needed | Smart auto-learning with staleness detection |
| Monitoring (3) | get_system_status, get_intelligence_metrics, get_performance_status | Health, analytics, diagnostics |
Native AST parsing via tree-sitter (12 languages):
TypeScript, JavaScript (JSX/TSX), Python, Rust, Go, Java, C, C++, C#, Svelte, SQL, PHP
encyclopedia/scripts/anime-mori/ — encyclopedia can invoke Anime Mori's MCP tools for codebase context during knowledge retrievalsrc/ — TypeScript source (CLI, MCP server, engines, storage)rust-core/ — Rust NAPI bindings (tree-sitter parsers, analyzers)src/mcp-server/server.ts — MCP server entry pointsrc/cli/cli.ts — CLI entry pointsrc/engines/ — Semantic and pattern analysis enginessrc/storage/ — SurrealDB persistence layerREADME.md — Full documentation with setup guidesKnowledge retrieval from multiple sources. Search docs, web, and code with intelligent routing, RRF fusion, circuit breakers, and semantic caching.
Agency and execution. Edit code semantically, invoke LLMs, search the web, and query security services.
Toulmin argumentation engine — symbolic validation of argument structure, inferential integrity, and audience-calibrated delivery.
Subconscious memory layer. Absorbs observations, surfaces associative memories as hypotheses, and builds context across sessions. Commands: remember, consult, surface, forget, stats.