GraphHub
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@GraphHubsearch for the authentication flow and its dependencies"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Quick Start · How It Works · MCP Tools · Token Savings · Roadmap
The Problem
AI coding assistants lose context between sessions. They re-read the same files, re-learn your codebase, and burn tokens on questions they've already answered.
Approach | Tokens Used | What Happens |
Traditional |
| grep → read 5 files → hope for the best |
GraphHub |
|
|
94% fewer tokens. Same answer. Every time.
⚡ Quick Start
npm install graphhubOne command. GraphHub auto-detects every AI agent on your machine and writes to their global configs — no per-project setup, ever.
npx graphhub setup # auto-detect + install present clients
npx graphhub setup --force # install for all 5 clients regardless
npx graphhub setup --client claude-code,kilo-cli # pick specific clients
npx graphhub setup --dry-run # preview what would be installed
npx graphhub setup --list # list all supported clients
npx graphhub uninstall-all # remove from all clientsgit clone https://github.com/slnquangtran/Graph-Hub.git
cd Graph-Hub && npm install
npm run index -- /path/to/your/project
npm run setup -- /path/to/your/project🧠 How It Works
Your Source Code
│
▼
┌─────────────────┐ ┌──────────────────┐
│ Tree-sitter │────▶│ KuzuDB Graph DB │
│ AST Parser │ │ │
│ TS · JS · PY │ │ File ──CONTAINS─▶ Symbol
└─────────────────┘ │ Symbol ──CALLS──▶ Symbol
│ │ File ──IMPORTS──▶ File
▼ │ Symbol ──INHERITS▶ Symbol
┌─────────────────┐ └────────┬─────────┘
│ Local Embeddings│ │
│ (MiniLM-L6-v2) │ ┌──────▼──────────┐
│ No API needed │ │ MCP Server │
└─────────────────┘ │ REST API :9000 │
│ Dashboard :5173│
└─────────────────┘Supported AI Agents
Agent | Global Config | Status |
| ✅ Full support | |
| ✅ Full support | |
| ✅ Full support | |
| ✅ Full support | |
| ✅ Full support |
📊 Token Savings
Real measurements on GraphHub's own codebase — not synthetic benchmarks.
Task | Without GraphHub | With GraphHub | Savings |
Find function callers | 9,216 | 507 | 🟢 94% |
Impact analysis | 7,281 | 673 | 🟢 91% |
List file symbols | 2,745 | 322 | 🟢 88% |
Search code logic | 2,115 | 759 | 🟡 64% |
Codebase overview | 2,381 | 1,389 | 🟡 42% |
Total | 23,738 | 3,650 | 🚀 85% |
Result: 5× more tasks in the same context window.
🛠 MCP Tools
GraphHub registers 27 MCP tools across 7 categories. Click each to expand.
// Natural language → code
semantic_search({ query: "authentication validation", mode: "hybrid" })
// Exact or fuzzy symbol name
search_by_name({ name: "validateToken" })
// Results grouped by file
search_grouped({ query: "error handling middleware" })
// Cosine-similar symbols
find_similar({ name: "parseRequest", top_k: 5 })
// Explain which strategy was chosen
explain_search({ query: "jwt token refresh" })// Callers + callees of a symbol
get_context({ name: "validateToken" })
// Full blast radius before you edit
impact_analysis({ name: "handleRequest" })
// Callers/callees for many symbols at once
batch_context({ names: ["validateToken", "handleRequest", "parseBody"] })
// Symbols in git-changed files + risk buckets
changed_symbols({ diff: "staged" })
// Raw Cypher for power users
query_graph({ cypher: "MATCH (s:Symbol)-[:CALLS]->(t) RETURN s.name, t.name LIMIT 20" })
// All symbols in a file
get_file_symbols({ path: "src/services/auth/token.ts" })// RAG search + context + impact + next steps in one call
debug_trace({ query: "null pointer in auth middleware", top_k: 3 })// Find functions/classes nobody calls — safe to delete?
find_dead_code({ kinds: ["function", "method"] })
// Find near-duplicate implementations (uses stored embeddings, no API cost)
find_duplicates({ name: "validateToken", min_similarity: 0.85, cross_file_only: true })
// Detect circular import chains and mutual-recursion call cycles
find_cycles({ type: "both", max_length: 3 })// Save a learning
remember({ content: "Auth uses JWT with 15m TTL", type: "learning", project: "myapp" })
// Retrieve by similarity
recall({ query: "how does auth work?" })
// Chronological view
timeline({ limit: 20, project: "myapp" })
// Update or delete
update_observation({ id: "abc-123", content: "Updated: now uses refresh tokens" })
forget({ project: "myapp", type: "learning" })
// Linked to specific symbols
related_observations({ symbol: "validateToken" })// Store a bug fix pattern
remember_bugfix({
symptom: "TypeError: Cannot read property user of undefined",
root_cause: "req.session was null on the /guest route",
fix: "Added session guard at middleware entry",
})
// Recall by symptom similarity — even next week
recall_bugfix({ symptom: "undefined user property on guest route" })
// Cache which skill worked for a task
remember_skill_choice({
task_description: "rename a function safely across the repo",
skill_path: ".claude/skills/refactoring/SKILL.md",
outcome: "success",
})
// Route future similar tasks to the same skill
recall_skill_choice({ task_description: "rename a symbol in multiple files" })✨ Features
🧩 Core Intelligence
Knowledge Graph — functions, classes, imports, call chains stored in KuzuDB
Semantic Search — natural language queries, no API costs (local MiniLM-L6-v2)
Impact Analysis — see blast radius before editing, direct + indirect callers
Session Memory —
remember/recall/forgetacross sessionsPattern Memory — recall past bug fixes and skill choices by similarity
One-Shot Debug —
debug_tracechains search → context → impact in one callBatch Context — callers/callees for many symbols in one round trip
🚀 Developer Experience
One Command —
npm install graphhubconfigures all detected agents globally5 Agents — Claude Code, OpenCode, Gemini CLI, Antigravity, Kilo CLI
Auto-Reindex — PostToolUse hook keeps graph fresh after commits
Always-On — PreToolUse hook reminds Claude about the graph before every search
Graph Report — auto-generated
GRAPH_REPORT.mdwith god nodes + clusters100% Local — all data stays in
.graphhub/, no telemetry, no cloudReact Dashboard — interactive call graph at
:5173
🌐 Language Support
Language | Support | Parser |
TypeScript / TSX | ✅ Full | Tree-sitter AST |
JavaScript / JSX | ✅ Full | Tree-sitter AST |
Python | ✅ Full | Tree-sitter AST |
Go · Rust · Java | ⚡ Partial | Text chunker |
Markdown · Shell | ✅ Full | Text chunker |
⚙️ Configuration
npx graphhub setupAuto-detects and writes to each agent's global config — no per-project setup needed.
Client | Global Config File |
Claude Code |
|
OpenCode |
|
Gemini CLI |
|
Antigravity |
|
Kilo CLI |
|
Existing keys are preserved — only the graphhub entry is added or updated. Use --force to install for agents that aren't yet present. A postinstall hook runs automatically after npm install graphhub; opt out with GRAPHHUB_NO_INSTALL=1, CI=1, or npm_config_global=true.
npm run install-claudeAdds PreToolUse/PostToolUse hooks and updates CLAUDE.md. The setup command above covers MCP config only.
{
"mcpServers": {
"graphhub": {
"command": "npx",
"args": ["tsx", "src/index.ts", "serve"],
"cwd": "/path/to/graphhub"
}
}
}📋 Commands
Command | Description |
| Index a directory into the knowledge graph |
| Start MCP server (stdio) |
| Start REST API on port 9000 |
| Start API + React dashboard |
| Generate |
| Export graph to Mermaid format |
| Configure all supported MCP clients |
| Remove GraphHub from all clients |
| Configure Claude Code hooks + CLAUDE.md (legacy) |
| Run 77-test suite |
🏗 Tech Stack
Component | Technology |
Parser |
|
Database |
|
Embeddings |
|
MCP |
|
API |
|
Dashboard |
|
Tests |
|
🗺 Roadmap
Session memory (remember / recall / forget)
Always-on PreToolUse hooks
PostToolUse auto-reindex
Graph report generation
Verified 85% token reduction
Class hierarchy edges (INHERITS, IMPLEMENTS)
One-shot
debug_traceand bulkbatch_contextPattern memory for bug fixes and skill routing
One-command multi-client setup (Claude Code, OpenCode, Gemini CLI, Antigravity, Kilo CLI)
Global install — writes to home-dir configs so all projects benefit without per-project setup
.gitignoresupport (cross-platform, including Windows path normalization)Proper database lifecycle —
close()releases the file lock on MCP server, watch mode, and CLI exit
Coming next:
Dead code detection (
find_dead_code)Duplicate function detection (
find_duplicates)Circular dependency / call cycle detection (
find_cycles)Worker thread indexing for large repos
Native Go / Rust / Java Tree-sitter grammars
Community detection (Leiden algorithm)
📜 Changelog
find_dead_code— Find functions, methods, and classes with zero callers. Common entry-point patterns (main,init,onX,handleX…) are filtered automatically; passinclude_entry_points: trueto see everything.find_duplicates— Find near-duplicate implementations of any symbol using stored cosine embeddings. No API cost — works offline. Supportsmin_similaritythreshold andcross_file_onlyfilter.find_cycles— Detect circular import chains and mutual-recursion call cycles up to length 3. Reports each cycle as an ordered list of file paths (import) or symbol names (call).14 new tests — Full coverage of entry-point filtering, cycle detection, similarity threshold, and cross-file filtering.
Global install — All adapters now write to home-dir global configs (
~/.claude/,~/.gemini/, etc.) so onenpx graphhub setup --forcecovers every project without per-project setupKilo CLI support — New adapter for Kilo CLI (
~/.config/kilo/kilo.json)graphhubDirfix —npx graphhub setupnow correctly resolves the package location fromimport.meta.urlinstead ofprocess.cwd()(which pointed to the user's project, causing broken MCP server paths)Gemini CLI fix — Was writing to
<project>/.gemini/instead of~/.gemini/; fixed to use home dirWindows path fix — MCP server entry paths now always use forward slashes in JSON configs
DB lifecycle fix — MCP server, watch mode, and all CLI commands now properly release the KuzuDB file lock on exit
.gitignoresupport — cross-platform path normalization (fixes Windows\vs/mismatch)Python parser — upgraded to full Tree-sitter AST extraction (functions, classes, calls, inheritance)
Import alias resolution —
import { foo as bar }now storesfooas the specifier, fixing cross-file call graph edgesFuzzy symbol search — case-insensitive (
toLower(s.name) CONTAINS query)forget()safety — requires at least one filter; no longer silently deletes all observationsMCP
get_file_symbols— fixed: was returning an empty object (raw DB cursor)Error resilience — per-file parse errors no longer abort the entire indexing run
BigInt coercion — KuzuDB
count()results coerced toNumber;JSON.stringifyno longer throws on stats
🤝 Contributing
Contributions are welcome! Feel free to open an issue or submit a PR.
git clone https://github.com/slnquangtran/Graph-Hub.git
cd Graph-Hub && npm install
npm test # run 77 tests
npm run index -- ./src # index GraphHub itself🔒 Privacy
100% Local | All data stays in |
No External APIs | Embeddings are generated locally with |
No Telemetry | Zero network calls during indexing or querying |
📄 License
ISC © 2024
If GraphHub saves you tokens, a ⭐ star helps others find it.
This server cannot be installed
Maintenance
Resources
Unclaimed servers have limited discoverability.
Looking for Admin?
If you are the server author, to access and configure the admin panel.
Latest Blog Posts
MCP directory API
We provide all the information about MCP servers via our MCP API.
curl -X GET 'https://glama.ai/api/mcp/v1/servers/slnquangtran/Graph-Hub'
If you have feedback or need assistance with the MCP directory API, please join our Discord server