Hi-AI

**Model Context Protocol AI **

TypeScript + Python 34

---

• (#-)
• v2.0.0
• (#-)
• (#-)

---

Hi-AI Model Context Protocol (MCP) AI . 34 , .

• ** **: /
• ** **:
• ** **: TypeScript, JavaScript, Python
• ** **:
• ** **: 100%

---

1. (v2.0 )

    10 :

• ** **: (related_to, depends_on, implements )
• ** **: BFS/DFS
• ** **: 5 (keyword, graph_traversal, temporal, priority, context_aware)
• ****:

** **:

• save_memory -
• recall_memory -
• link_memories - (v2.0 )
• get_memory_graph - (v2.0 )
• search_memories_advanced - (v2.0 )
• create_memory_timeline - (v2.0 )
• prioritize_memory -

2.

AST :

• ** **: , ,
• ** **:
• ** **: (v2.0 )
• ** **: (v2.0 )
• ** **: TypeScript, JavaScript, Python

** **:

• find_symbol -
• find_references -
• analyze_dependency_graph - (v2.0 )

3.

 :

• ** **: Cyclomatic, Cognitive, Halstead
• /:
• ** **: A-F
• ** **:

** **:

• analyze_complexity -
• validate_code_quality -
• check_coupling_cohesion - /
• suggest_improvements -
• apply_quality_rules -
• get_coding_guide -

4.

 :

• **PRD **:
• ** **:
• **MoSCoW **:
• ** **:

** **:

• generate_prd -
• create_user_stories -
• analyze_requirements -
• feature_roadmap -

5.

 :

• ** **:
• ** **:
• ** **: ///
• ** **:

** **:

• create_thinking_chain -
• analyze_problem -
• step_by_step_analysis -
• format_as_plan -

6.

:

• ** **:
• ** **: , ,
• **Gemini **: Google Gemini API

** **:

• enhance_prompt -
• analyze_prompt -
• enhance_prompt_gemini - Gemini

7.

:

• **9 **: , ,
• ** **:

** **:

• apply_reasoning_framework - 9

8. (v2.0 )

:

• ** **: ,
• ** **: ,

** **:

• get_usage_analytics -

9. UI &

• preview_ui_ascii - ASCII UI
• get_current_time -

---

Hi-GCloud

Hi-AI hi-gcloud MCP GCP + .

hi-gcloud hi-ai :

 Cloud Run : my-api
 3  .

 hi-ai  :    analyze_problem   ,
          .

User: " "

[hi-gcloud]
 gcp_run_logs   
  3 , hi-ai   

[hi-ai  ]
 analyze_problem   
 find_symbol    
 suggest_improvements   
 save_memory    ( )

MCP :

{
  "mcpServers": {
    "hi-ai": {
      "command": "npx",
      "args": ["-y", "@su-record/hi-ai"]
    },
    "hi-gcloud": {
      "command": "npx",
      "args": ["-y", "@polin-go/hi-gcloud"]
    }
  }
}

hi-gcloud	hi-ai
	analyze_problem, find_symbol
	step_by_step_analysis, suggest_improvements
	analyze_complexity, check_coupling_cohesion
	format_as_plan

---

v2.0.0

Hi-AI v2.0.0 .

(6 )

link_memories	( )
get_memory_graph	/ (Mermaid )
search_memories_advanced	5
create_memory_timeline
analyze_dependency_graph
get_usage_analytics	/

• index.ts: 37 switch case
• MemoryManager: (395 823)
• ** **: (puppeteer-core)

search_memories	search_memories_advanced
auto_save_context	save_memory
restore_session_context	recall_memory
start_session	save_memory
break_down_problem	analyze_problem
think_aloud_process	step_by_step_analysis
monitor_console_logs
inspect_network_requests

	v1.4.0	v2.0.0
	37	34	-3
MemoryManager	395	823	+428
	1	5	+400%
		BFS/DFS

---

• Node.js 18.0
• TypeScript 5.0
• MCP (Claude Desktop, Cursor, Windsurf)
• Python 3.x (Python )

NPM

#  
npm install -g @su-record/hi-ai

#  
npm install @su-record/hi-ai

Smithery

#  
https://smithery.ai/server/@su-record/hi-ai

MCP

Claude Desktop MCP :

{
  "mcpServers": {
    "hi-ai": {
      "command": "hi-ai",
      "args": [],
      "env": {}
    }
  }
}

---

(34)

** - **	6	save_memory, recall_memory, list_memories, delete_memory, update_memory, prioritize_memory
** - **	4	link_memories, get_memory_graph, search_memories_advanced, create_memory_timeline
** **	3	find_symbol, find_references, analyze_dependency_graph
****	4	create_thinking_chain, analyze_problem, step_by_step_analysis, format_as_plan
** **	6	analyze_complexity, validate_code_quality, check_coupling_cohesion, suggest_improvements, apply_quality_rules, get_coding_guide
****	4	generate_prd, create_user_stories, analyze_requirements, feature_roadmap
****	3	enhance_prompt, analyze_prompt, enhance_prompt_gemini
****	1	apply_reasoning_framework
****	1	get_usage_analytics
UI	1	preview_ui_ascii
****	1	get_current_time

save_memory	,	remember, save this
recall_memory	,	recall, remind me
link_memories	,	link, connect
get_memory_graph	,	graph, relations
search_memories_advanced	,	advanced search, find

find_symbol	,	find function, where is
analyze_dependency_graph	,	dependency, relations
analyze_complexity	,	complexity, how complex
validate_code_quality	,	quality, review

---

graph TB
    subgraph "Client Layer"
        A[Claude Desktop / Cursor / Windsurf]
    end

    subgraph "MCP Server"
        B[Hi-AI v2.0.0]
    end

    subgraph "Core Libraries"
        C1[MemoryManager + Graph]
        C2[ContextCompressor]
        C3[ProjectCache]
        C4[PythonParser]
    end

    subgraph "Tool Categories"
        D1[Memory Basic x6]
        D2[Memory Graph x4]
        D3[Code Analysis x3]
        D4[Thinking Tools x4]
        D5[Quality Tools x6]
        D6[Planning Tools x4]
        D7[Prompt Tools x3]
        D8[Reasoning x1]
        D9[Analytics x1]
        D10[UI/Time x2]
    end

    subgraph "Data Layer"
        E1[(SQLite Database)]
        E2[Project Files]
    end

    A <--> B
    B --> C1 & C2 & C3 & C4
    B --> D1 & D2 & D3 & D4 & D5 & D6 & D7 & D8 & D9 & D10
    C1 --> E1
    C3 --> E2
    C4 --> E2
    D1 --> C1 & C2
    D2 --> C1
    D3 --> C3 & C4
    D5 --> C4
    D9 --> C1

MemoryManager (v2.0 )

• ****:
• ****: SQLite, better-sqlite3
• ****: CRUD, , , , BFS/DFS
• ****: WAL , , Prepared Statements

ContextCompressor

• ****:
• ****:
• ****:

ProjectCache

• ****: ts-morph
• ****: LRU
• ****:
• ****: 100MB/, 200MB

PythonParser

• ****: Python AST
• ****: subprocess
• ****: ,
• ****: ,

(v2.0)

-- memories 
CREATE TABLE memories (
  key TEXT PRIMARY KEY,
  value TEXT NOT NULL,
  category TEXT NOT NULL DEFAULT 'general',
  timestamp TEXT NOT NULL,
  lastAccessed TEXT NOT NULL,
  priority INTEGER DEFAULT 0
);

-- memory_relations  (v2.0 )
CREATE TABLE memory_relations (
  id INTEGER PRIMARY KEY AUTOINCREMENT,
  sourceKey TEXT NOT NULL,
  targetKey TEXT NOT NULL,
  relationType TEXT NOT NULL,
  strength REAL DEFAULT 1.0,
  metadata TEXT,
  timestamp TEXT NOT NULL,
  UNIQUE(sourceKey, targetKey, relationType)
);

---

• LRU
• 5 TTL

• SQLite
• : O(n) O(n)

(v2.0)

• BFS/DFS
• Union-Find

---

#  
git clone https://github.com/su-record/hi-ai.git
cd hi-ai

#  
npm install

# 
npm run build

#  
npm run dev

#   
npm test

# Watch 
npm run test:watch

# UI 
npm run test:ui

#  
npm run test:coverage

• TypeScript: strict
• ****: src/types/tool.ts
• ****: 100%
• ****: Conventional Commits

1. src/tools/category/
2. ToolDefinition
3. src/index.ts toolHandlers
4. tests/unit/
5. README

---

• Smithery - MCP

---

MIT License - , ,

---

  :

@software{hi-ai2024,
  author = {Su},
  title = {Hi-AI: Knowledge Graph-Based MCP Server for AI-Assisted Development},
  year = {2024},
  version = {2.0.0},
  url = {https://github.com/su-record/hi-ai}
}

---

Star History

Hi-AI v2.0.0

       34  

Made with by Su

Homepage
Documentation
Issues
Discussions