mcp-kb-server
# MCP Knowledge Base Server
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A Model Context Protocol (MCP) server providing persistent memory, knowledge base, and project summary capabilities with automatic project detection and an interactive dashboard.
## How It Works
```
┌──────────────────────────────────────────────────────────────┐
│ AI Assistant (Kiro, Claude, etc.) │
│ │
│ "Remember we use JWT" "What do I know about auth?" │
│ "Init KB from my docs" "What changed since last summary?" │
└──────────────┬───────────────────────────┬───────────────────┘
│ MCP Protocol (stdio) │
▼ ▼
┌──────────────────────────────────────────────────────────────┐
│ mcp-kb-server │
│ │
│ ┌─────────┐ ┌──────────┐ ┌─────────┐ ┌──────────┐ │
│ │ memory │ │ kb │ │ summary │ │dashboard │ │
│ │ .store │ │ .add │ │.project │ │.projects │ │
│ │ .search │ │ .search │ │ .delta │ └──────────┘ │
│ │ .list │ │ .init ★ │ └─────────┘ │
│ │ .delete │ └──────────┘ │
│ │ .update │ Auto-detect project_id from project_root │
│ └─────────┘ package.json → git remote → directory name │
│ │
│ ┌────────────────────┐ ┌─────────────────────┐ │
│ │ memory.sqlite │ │ kb.sqlite │ │
│ │ + memory_fts(FTS5)│ │ + kb_fts (FTS5) │ │
│ │ + wiki_links │ │ + kb_meta (scoping) │ │
│ │ + expires/TTL │ │ + sources + fts │ │
│ └────────────────────┘ └─────────────────────┘ │
└──────────────────────────────────────────────────────────────┘
```
---
## Workflow Diagrams
### 1. Request Flow
Every tool call follows the same path from AI to database and back.
```
AI Assistant
│
│ JSON-RPC 2.0 over stdio
▼
server.js
│
├─ Joi validation ──── invalid ──► error -32602
│
├─ project_id resolution
│ project_root provided?
│ ├─ yes → detectProjectId()
│ │ ├─ package.json name
│ │ ├─ git remote URL
│ │ └─ directory basename
│ └─ no → use explicit project_id
│
├─ LRU query cache (read-only tools)
│ hit ──────────────────────► return cached result
│ miss ─┐
│ ▼
├─ tool handler (memory / kb / sources / wiki / summary)
│ │
│ ▼
│ better-sqlite3 (synchronous)
│ memory.sqlite ── kb.sqlite
│ │
│ ▼
│ cache invalidated (on mutations)
│
└─ JSON-RPC result ──────────────► AI Assistant
```
---
### 2. Project Initialization (`kb.init`)
Run once when starting work on a project to populate the KB from existing docs.
```
Developer / AI
│
│ kb.init({ project_root: "/path/to/project" })
▼
Resolve project_id
│ package.json → git remote → directory name
▼
Expand glob patterns
│ default: ["**/*.md", "**/*.txt"]
│ skip: node_modules / .git / dist / build
▼
For each file
├─ already in KB? (matched by source path)
│ └─ yes + overwrite=false → skip
│
├─ read file content
│ └─ binary or empty → skip
│
└─ extract title
├─ first "# Heading" in content
└─ fallback: filename without extension
▼
Bulk INSERT (single SQLite transaction)
│ kb_fts ← title, content, source
│ kb_meta ← rowid, project_id
▼
Return { scanned, added, skipped, added_titles }
```
---
### 3. Memory Lifecycle
```
┌─────────────────────────────┐
│ AI Assistant │
└──┬──────────┬───────────┬───┘
│ │ │
store/update search delete
│ │ │
▼ ▼ ▼
┌────────────────────────────────────┐
│ memory.sqlite │
│ │
│ memory table │
│ ┌──────────────────────────────┐ │
│ │ id · project_id · scope │ │
│ │ content · tags · created_at │ │
│ │ updated_at · expires_at │ │
│ └──────────────────────────────┘ │
│ │ FTS5 sync │
│ memory_fts (BM25 ranked search) │
│ │
│ wiki_links (cross-references) │
└────────────────────────────────────┘
│
TTL purge
(auto on access, max 1×/60s/project)
│
▼
expired entries removed
```
---
### 4. Knowledge Base Flow
```
┌──────────────────────────────────┐
│ Input sources │
│ │
│ kb.init kb.add │
│ (bulk scan) (single doc) │
│ Dashboard Dashboard │
│ Import New Document │
└──────────┬───────────┬────────────┘
│ │
▼ ▼
┌──────────────────────────────────┐
│ kb.sqlite │
│ │
│ kb_fts ── title, content, source │
│ kb_meta ─ rowid → project_id │
└──────────────────────────────────┘
│
┌─────────────┼──────────────┐
│ │ │
kb.search dashboard wiki.link
(FTS5/BM25 (split-panel (cross-ref
+ Qdrant list+detail) to memory
optional) or source)
│
▼
AI Assistant
```
---
### 5. Summary & Delta Flow
```
summary.project summary.delta
────────────── ─────────────
project_root project_root
│ │
├─ auto-discover files ├─ run summary.project
│ README, ARCHITECTURE, │ (current snapshot)
│ .kiro/resources/*.md, etc. │
│ ├─ search memory for
├─ memory.search (recent) │ last "project-summary"
│ │ scope entry
├─ kb.search (relevant docs) │
│ └─ diff current vs stored
▼ │
combined snapshot text ▼
│ changed files / new memories /
│ (AI stores result via updated docs highlighted
│ memory.store scope=
│ "project-summary")
▼
searchable baseline for next delta
```
---
### 6. Dashboard Architecture
```
Browser HTTP Server (Node.js) SQLite
│ │ │
│ GET / │ │
│ ─────────────────────────► │ │
│ ◄── HTML (self-contained) ──│ │
│ │ │
│ GET /api/projects │ SELECT project_id, │
│ ─────────────────────────► │ COUNT(*) FROM memory ──► │
│ ◄── [{ project_id, total }] │ ◄─────────────────────── │
│ │ │
│ GET /api/kb │ SELECT kb_fts JOIN │
│ ?project_id=x&limit=30 │ kb_meta WHERE │
│ ─────────────────────────► │ project_id=x ──► │
│ ◄── { items, total } │ ◄────────────────────── │
│ │ │
│ (click item) │ │
│ GET /api/kb/:id ──► │ SELECT * FROM kb_fts ──► │
│ ◄── { title, content, … } │ ◄─────────────────────── │
│ │ │
│ GET /api/export/kb │ SELECT all docs for │
│ ?project_id=x ──► │ project → render .md ──► │
│ ◄── kb-x-2026-04-12.md │ ◄─────────────────────── │
│ │ │
│ POST /api/kb/import │ bulk INSERT kb_fts │
│ { project_id, docs[] } ──► │ + kb_meta (transaction)──►│
│ ◄── { ok, count } │ ◄─────────────────────── │
```
---
### 7. Wiki Links & Lint
```
Entries (any type)
memory ──┐
kb ──┼──► wiki.link ──► wiki_links table
source ──┘ (source_id, source_type,
target_id, target_type,
relation, project_id)
│
┌───────────────┼───────────────┐
│ │ │
wiki.links wiki.lint wiki.export
(lookup by (health check) (dump to .md)
entry_id) │
│ ┌────┴────────────────┐
│ │ orphan_memory │
│ │ (no links at all) │
│ │ │
│ │ broken_links │
│ │ (source or target │
│ │ no longer exists) │
│ │ │
│ │ stale_sources │
│ │ (90+ days, no links) │
│ └──────────────────────┘
▼
{ outbound[], inbound[] }
```
---
## Features
### 🧠 Memory Management
- **Long-term Memory**: Store, search, list, update, and delete project-specific memory entries
- **Full-Text Search**: FTS5 with BM25 ranking via `use_fts` flag, plus substring fallback
- **Tag Filtering**: Filter memories by tag name, combine with text queries
- **Pagination**: `memory.list` with `total_count`, `offset`, `has_more`
- **TTL / Expiry**: Optional `expires_at` on entries, auto-purged on access
- **Project Isolation**: Complete data isolation between projects
### 📚 Knowledge Base
- **Document Storage**: Add and search documents with FTS5 full-text search
- **Project Scoping**: `project_id` on all KB operations isolates docs per project
- **Bulk Init**: `kb.init` scans a project directory and imports all `.md`/`.txt` files in one call
- **Vector Search**: Optional Qdrant integration for semantic search
- **Source Tracking**: Track document sources and metadata
### 📂 Sources Layer
- **Raw Ingest**: Ingest `.md`, `.txt`, `.csv`, `.pdf` files via `source.ingest`
- **FTS Search**: Full-text search across ingested source content
- **Project Isolation**: Sources scoped per project
### 🔗 Wiki Links & Lint
- **Cross-references**: `wiki.link` creates typed links between memory/KB/source entries
- **Link Lookup**: `wiki.links` returns inbound and outbound links for any entry
- **Health Check**: `wiki.lint` detects orphan entries, broken links, and stale sources
- **Export**: `wiki.export` dumps all data as markdown files to a directory
### 📊 Project Summaries
- **Snapshot Generation**: `summary.project` reads files + memory + KB into a single snapshot
- **Delta Summaries**: `summary.delta` compares current state vs. last summary
- **Auto-Discovery**: Finds instruction files (README, ARCHITECTURE, `.kiro/resources/*.md`, etc.)
### 🎨 Interactive Dashboard
- **Split-panel UI**: KB, Memory, and Sources tabs show a paginated list on the left and a detail view on the right — no more infinite scroll dumps
- **Load More**: All lists paginate in batches of 30
- **Project Management**: Create and delete projects directly from the UI
- **KB Management**: Add, edit, delete, import (JSON/`.md`), and export KB documents as Markdown
- **Memory Management**: View and delete individual memory entries; export all as Markdown
- **Sources Viewer**: Browse and preview ingested source files inline
- **Dark / Light mode**, responsive layout, markdown rendering
### 🔒 Safety
- Path validation, mismatch detection, XSS protection, parameterized SQL
## Installation
```bash
npm install -g mcp-kb-server
```
Or use directly with npx:
```bash
npx mcp-kb-server
```
## Usage
### Configure MCP Client
```json
{
"mcpServers": {
"kb-server": {
"command": "npx",
"args": ["mcp-kb-server"],
"env": {}
}
}
}
```
With a custom data directory:
```json
{
"mcpServers": {
"kb-server": {
"command": "npx",
"args": ["mcp-kb-server"],
"env": {
"DATA_DIR": "/path/to/your/data",
"DASHBOARD_PORT": "4242"
}
}
}
}
```
---
## Available Tools
### Memory Tools
All memory tools require either `project_root` (recommended) or `project_id`.
**memory.store**
```json
{
"project_root": "/path/to/project",
"content": "We use JWT for auth — stateless, works with mobile",
"scope": "decisions",
"tags": ["auth", "jwt", "architecture"],
"expires_at": "2027-01-01T00:00:00Z"
}
```
**memory.search**
```json
{
"project_root": "/path/to/project",
"query": "authentication",
"tag": "decision",
"use_fts": true,
"limit": 10
}
```
**memory.list**
```json
{
"project_root": "/path/to/project",
"limit": 50,
"offset": 0,
"scope": "decisions"
}
```
Returns `{ total_count, offset, limit, has_more, entries }`.
**memory.update**
```json
{
"project_root": "/path/to/project",
"id": "uuid",
"content": "Updated content",
"tags": ["updated", "auth"],
"expires_at": ""
}
```
**memory.delete**
```json
{
"project_root": "/path/to/project",
"id": "uuid"
}
```
---
### Knowledge Base Tools
**kb.add**
```json
{
"title": "API Reference",
"content": "## Endpoints\n...",
"source": "docs/api.md",
"project_id": "my-project"
}
```
**kb.search**
```json
{
"query": "authentication",
"project_id": "my-project",
"limit": 5
}
```
**kb.init** ★ — Scan a project and bulk-import all docs into the KB
```json
{
"project_root": "/path/to/project",
"patterns": ["**/*.md", "docs/**/*.txt"],
"overwrite": false
}
```
Returns:
```json
{
"project_id": "my-project",
"scanned": 42,
"added": 38,
"skipped": 4,
"added_titles": ["Getting Started", "API Reference", "..."],
"skipped_paths": ["CHANGELOG.md (empty or binary)", "..."]
}
```
- Auto-detects `project_id` from `project_root`
- Default patterns: `["**/*.md", "**/*.txt"]`
- Skips `node_modules`, `.git`, `dist`, `build` automatically
- Uses first `# Heading` as title, falls back to filename
- Skips already-imported files unless `overwrite: true`
- Bulk-inserts in a single SQLite transaction
---
### Source Tools
**source.ingest** — Ingest a raw file (md, txt, csv, pdf)
```json
{
"project_root": "/path/to/project",
"filename": "spec.md",
"content": "...",
"file_type": "md"
}
```
**source.list** / **source.search**
```json
{
"project_root": "/path/to/project",
"query": "authentication",
"limit": 20,
"offset": 0
}
```
---
### Wiki Tools
**wiki.link** — Create a typed link between two entries
```json
{
"project_root": "/path/to/project",
"source_id": "mem-uuid",
"source_type": "memory",
"target_id": "kb-rowid",
"target_type": "kb",
"relation": "implements"
}
```
**wiki.links** — Look up all links for an entry
```json
{
"project_root": "/path/to/project",
"entry_id": "mem-uuid"
}
```
**wiki.lint** — Health check
```json
{ "project_root": "/path/to/project" }
```
Returns `{ orphan_memory, broken_links, stale_sources, summary }`.
**wiki.export** — Export everything as markdown files
```json
{
"project_root": "/path/to/project",
"output_dir": "./wiki-export"
}
```
---
### Summary Tools
**summary.project**
```json
{
"project_root": "/path/to/project",
"auto_discover": true,
"include_memory": true,
"include_kb": true
}
```
**summary.delta**
```json
{
"project_root": "/path/to/project",
"auto_discover": true
}
```
---
### Dashboard Tool
**dashboard.projects** — Start the dashboard server and return the URL
```json
{ "limit": 10 }
```
Returns `{ dashboard_url, file_path }`. Open the URL in a browser.
Set `DASHBOARD_PORT=4242` in env to auto-start on server boot.
---
## Dashboard
The dashboard is a self-contained HTML app served locally.
### KB Tab
- Left panel: paginated document list (30/page) with search
- Right panel: full document view with Edit / Delete actions
- Toolbar: New Document, Import (JSON or `.md`), Export as Markdown
### Memory Tab
- Left panel: paginated entry list showing scope + preview
- Right panel: full markdown content with Delete button
- Header: Export all entries as Markdown
### Sources Tab
- Left panel: paginated file list with search
- Right panel: inline file content preview (no modal)
### Links / Lint Tabs
- Links: look up cross-references by entry ID
- Lint: detect orphans, broken links, stale sources
### Project Management
- Project selector in topbar — switches all tabs
- "+" button to create a new project
- "Delete Project" button to wipe all data for the current project
### Import Format (JSON)
```json
[
{ "title": "Getting Started", "content": "## Overview\n...", "source": "docs/intro.md" },
{ "title": "API Reference", "content": "## Endpoints\n..." }
]
```
### Export Format (Markdown)
KB export (`kb-{project}-{date}.md`):
```markdown
# Knowledge Base — my-project
> Exported 2026-04-12T... · 38 documents
---
## Getting Started
**Source:** docs/intro.md
**ID:** 1
## Overview
...
```
Memory export (`memory-{project}-{date}.md`):
```markdown
# Memory — my-project
> Exported 2026-04-12T... · 12 entries
---
### [decisions] uuid-here
**Tags:** auth, jwt
**Created:** 2026-03-01T...
We use JWT for auth — stateless, works with mobile.
```
---
## Automatic Project Detection
`project_id` is auto-detected from `project_root` in this order:
1. `package.json` `name` field
2. Git remote origin URL (repo name)
3. Directory basename
All IDs are sanitized to lowercase alphanumeric + hyphens.
```javascript
// Auto-detection
memory.store({ project_root: "/Users/me/my-app", content: "test" })
// → project_id: "my-app"
```
---
## Environment Variables
| Variable | Default | Purpose |
|---|---|---|
| `DATA_DIR` | `./data` | SQLite database location |
| `LOG_LEVEL` | `info` | Winston log level |
| `MAX_MEMORY_ENTRIES` | `1000` | Per-project memory cap |
| `MAX_KB_ENTRIES` | `500` | Per-project KB cap |
| `ENABLE_QDRANT` | `false` | Enable vector search |
| `QDRANT_URL` | `http://localhost:6333` | Qdrant endpoint |
| `VACUUM_INTERVAL` | `86400000` | DB vacuum interval (ms) |
| `DASHBOARD_PORT` | — | Auto-start dashboard on boot |
---
## Project Structure
```
mcp-kb-server/
├── src/
│ ├── server.js # MCP entry point (JSON-RPC 2.0 over stdio)
│ ├── storage/db.js # SQLite schema + migrations
│ ├── tools/
│ │ ├── memory.js # memory.* tools
│ │ ├── kb.js # kb.add / kb.search / kb.init
│ │ ├── sources.js # source.ingest / list / search
│ │ ├── summary.js # summary.project
│ │ ├── summaryDelta.js # summary.delta
│ │ ├── wikiLinks.js # wiki.link / wiki.links
│ │ ├── wikiLint.js # wiki.lint
│ │ ├── wikiExport.js # wiki.export
│ │ └── dashboard.js # HTTP server + HTML dashboard
│ └── utils/
│ ├── projectId.js # Auto-detection logic
│ ├── fileDiscovery.js # Glob + file reading utilities
│ ├── config.js # Env config
│ ├── validation.js # Joi schemas
│ ├── performance.js # LRU cache + vacuum scheduler
│ └── errors.js # AppError / handleError
├── config/discovery.json # Auto-discovery glob patterns
├── data/ # SQLite databases (auto-created)
└── test/ # 84 tests (node --test)
```
---
## Database Schema
**memory.sqlite**
```sql
CREATE TABLE memory (
id TEXT PRIMARY KEY,
project_id TEXT NOT NULL DEFAULT 'legacy',
scope TEXT NOT NULL,
content TEXT NOT NULL,
tags TEXT,
created_at TEXT NOT NULL,
updated_at TEXT,
expires_at TEXT
);
CREATE VIRTUAL TABLE memory_fts USING fts5(content, tags);
CREATE TABLE wiki_links (
id TEXT PRIMARY KEY,
project_id TEXT NOT NULL,
source_id TEXT, source_type TEXT,
target_id TEXT, target_type TEXT,
relation TEXT, created_at TEXT
);
```
**kb.sqlite**
```sql
CREATE VIRTUAL TABLE kb_fts USING fts5(title, content, source);
CREATE TABLE kb_meta (rowid INTEGER PRIMARY KEY, project_id TEXT);
CREATE TABLE sources (
id TEXT PRIMARY KEY, project_id TEXT,
slug TEXT, filename TEXT, file_type TEXT,
content TEXT, file_path TEXT,
ingested_at TEXT, size_bytes INTEGER
);
CREATE VIRTUAL TABLE sources_fts USING fts5(slug, content);
```
---
## Development
```bash
git clone https://github.com/dereknguyen269/mcp-kb-server.git
cd mcp-kb-server
npm install
npm test # runs all 84 tests
```
Run a single test file:
```bash
NODE_ENV=test node --test test/memory.test.js
```
---
## Security
- **Project Isolation**: SQL-level `project_id` filtering on every query
- **Path Validation**: Prevents directory traversal
- **XSS Protection**: All user content HTML-escaped in dashboard
- **Parameterized Queries**: No SQL injection surface
- **No External Resources**: Dashboard works fully offline
---
## Performance
- **FTS5 / BM25**: Ranked full-text search on memory, KB, and sources
- **LRU Query Cache**: 50-entry cache, 5-min TTL, invalidated on mutations
- **Throttled Purge**: Expired entry cleanup at most once per 60s per project
- **SQLite WAL**: Concurrent reads without blocking writes
- **Bulk Transactions**: `kb.init` and dashboard import use single transactions
---
## Error Codes
| Code | Meaning |
|---|---|
| `-32602` | Invalid params (missing fields, bad paths) |
| `-32601` | Method not found |
| `-32000` | Server / DB error |
---
## Version History
### v1.2.0 (Current)
- ✅ `kb.init` — bulk-import project docs from filesystem in one MCP call
- ✅ Dashboard split-panel UI — list + detail for KB, Memory, Sources
- ✅ Paginated lists (30/page, Load more) across all tabs
- ✅ Import KB from JSON array or `.md` file via dashboard
- ✅ Export KB and Memory as Markdown downloads
- ✅ Create / delete projects from dashboard
- ✅ Delete individual memory entries from dashboard
- ✅ KB list filtered by `project_id` (was showing all projects)
- ✅ New Document correctly scoped to current project
- ✅ 84 tests
### v1.1.0
- ✅ memory.delete / memory.update / memory.list
- ✅ Tag-based filtering, FTS5 on memory
- ✅ KB project scoping, TTL/expiry, LRU cache
- ✅ Sources layer (ingest md/txt/csv/pdf)
- ✅ Wiki links, lint, export tools
### v1.0.0
- ✅ Auto project_id detection
- ✅ Interactive HTML dashboard (dark/light)
- ✅ KB management (add/edit/delete)
- ✅ Project scoping, path validation
---
## Support
- **npm**: https://www.npmjs.com/package/mcp-kb-server
- **GitHub**: https://github.com/dereknguyen269/mcp-kb-server
- **Issues**: https://github.com/dereknguyen269/mcp-kb-server/issues
TDQS
Scored across 25 tools
Each tool targets a distinct subsystem (wiki, memory, KB, source, summary, dashboard) and operation. Despite 25 tools, descriptions clearly differentiate them; no two tools appear to perform the same function, and domain prefixes (wiki., memory., kb., etc.) aid disambiguation.
All tools follow a consistent 'noun.verb' pattern (e.g., memory.store, kb.search, source.ingest, summary.project). The naming uses dot-separated domain prefixes and action suffixes uniformly, making the pattern predictable and easy to navigate.
With 25 tools, the count is at the high end of the 'borderline' range (16-25 felt heavy). While the tools are organized across multiple subsystems, the overall surface area is large and could be trimmed to reduce cognitive load, though it remains functionally justifiable.
The server provides good coverage for memory and KB (full CRUD plus index/search), but the source subsystem lacks update and delete operations, and the wiki subsystem only offers lint/export/link without direct create/read/update/delete. These gaps hinder full lifecycle management for those domains.