01 Executive Summary
47
Total Features
2,500+
Lines of Code
$66,400
Traditional Cost
~$250
Claude Code Cost
Traditional Team
516h
4 months · 5 people · $66,400
Claude Code
~20h
Multiple sessions · 1 user · ~$250
A Telegram-integrated AI-powered networking tool built on OpenClaw. Combines a REST API backend, 13 AI-callable tools, behavioral conversation skills, vector knowledge store (BrainDB + pgvector), and LinkedIn enrichment into a unified personal relationship management platform.
02 System Architecture
Telegram User
↕
OpenClaw Gateway (PID 14, ws://0.0.0.0:18789)
├── CRM Plugin ──────→ CRM REST API (16 endpoints)
│ 13 tools ↕ PostgreSQL
├── BrainDB Plugin ──→ PostgreSQL + pgvector
│ 4 tools 106 knowledge entries
│ Smart Recall ←───── parallel vector search + CRM lookup
│ Entity Linking ────→ entities table (crm_contact_id)
│ Auto-Capture ──────→ fire-and-forget background
├── LinkedIn Skill ──→ Apify HarvestAPI
│ Profile enrichment $0.01/profile
└── Strategic CRM Skill
550+ lines behavioral AI (RU/EN bilingual)
Smart Recall
Every incoming message triggers parallel cross-source lookup: BrainDB vector search (OpenAI embeddings → pgvector cosine similarity) + CRM name extraction and contact fetch. Both merged into context before LLM response. 3s timeout on all external calls.
Entity Linking
Entities table cross-references knowledge to people/companies. Each entity links to CRM via crm_contact_id. Enables "show me everything about Salesforce" → returns both vector knowledge AND structured CRM data.
03 Feature Inventory
3.1 CRM Backend API (16 endpoints)
| # | Feature | Endpoints | Complexity |
|---|
| 1 | Contact CRUD | 4 endpoints | Medium |
| 2 | Contact search (name, org, role) | GET /contacts?search= | Medium |
| 3 | Contact filtering (circle, value) | GET /contacts?circle= | Low |
| 4 | Interaction logging | POST /interactions | Medium |
| 5 | Task management | 4 endpoints | Medium |
| 6 | Goal management | GET/POST /goals | Low |
| 7 | Contact-Goal linking | POST /goals/link | Low |
| 8 | Cross-entity search | GET /search?q= | Medium |
| 9 | Network summary dashboard | GET /summary | High |
| 10 | Smart recommendations | GET /recommendations | High |
| 11 | API key authentication | Middleware | Medium |
| 12 | Duplicate detection (409) | POST /contacts | Low |
3.2 CRM Plugin (13 AI-Callable Tools)
| # | Tool | Description |
|---|
| 1 | crm_status | API connectivity check |
| 2 | crm_summary | Full network dashboard — stats, stale contacts, tasks, goals |
| 3 | crm_contacts | Search and filter contacts by name, circle, value |
| 4 | crm_contact_detail | Full profile + interactions + pending tasks |
| 5 | crm_add_contact | Create with 16 fields + 4 strategic role flags + auto-dedup |
| 6 | crm_update_contact | Partial update any field including roles |
| 7 | crm_log_interaction | Log meeting/call/email with auto-contact name lookup |
| 8 | crm_tasks | List/create tasks (dual-mode tool) |
| 9 | crm_update_task | Update task status and priority |
| 10 | crm_goals | List/create goals (CAREER/BUSINESS/PERSONAL/NETWORKING) |
| 11 | crm_link_contact_goal | Connect contact to goal with role description |
| 12 | crm_search | Cross-entity search across contacts, tasks, goals |
| 13 | crm_recommendations | AI-powered actionable networking recommendations |
3.3 Strategic CRM Skill (Behavioral AI)
| # | Feature | Description |
|---|
| 1 | 3-Circle Model | SUPPORT / PRODUCTIVITY / GROWTH classification |
| 2 | 4 Strategic Roles | Connector, Condenser, Bridge, Gatekeeper — mandatory assessment |
| 3 | Relationship Tracking | Intensity, Quality, Interaction Type |
| 4 | Location-Based Contacts | Travel planning: mustSee / shouldSee / niceToHave |
| 5 | Interests Management | Find contacts by shared interests for events |
| 6 | Life Events | Birthdays, weddings, children — reminder triggers |
| 7 | Career Events | Job changes, promotions, open-to-work detection |
| 8 | Favor/Trade Ledger | I_OWE / THEY_OWE with SMALL/MEDIUM/BIG values |
| 9 | Conversation Flows | 4 scripted flows: new contact, interaction, overview, goals |
| 10 | Bilingual RU/EN | Full Russian + English behavioral patterns |
3.4 BrainDB — Knowledge Memory
| # | Feature | Description |
|---|
| 1 | Vector Store | pgvector semantic search (1536-dim OpenAI embeddings) |
| 2 | 5 Knowledge Categories | preference, fact, decision, entity, general |
| 3 | Entity Linking | entities table with crm_contact_id cross-reference |
| 4 | Smart Recall | Parallel BrainDB + CRM lookup on every message |
| 5 | Name Extraction (NER) | English + Cyrillic with 50+ stop-word filtering |
| 6 | Auto-Capture | 18 targeted regex triggers, fire-and-forget background |
| 7 | Duplicate Detection | 0.92-0.95 cosine similarity threshold |
| 8 | Injection Protection | 6 regex patterns + HTML entity escaping |
| 9 | Timeout Safety | 3s on all external calls — never blocks the bot |
| 10 | 4 Tools | search, store, entity lookup, forget (GDPR-compliant) |
3.5 LinkedIn Integration
| # | Feature | Description |
|---|
| 1 | Profile Enrichment | HarvestAPI scrapes name, title, company, location, experience |
| 2 | Email Discovery | Optional SMTP-validated email lookup ($0.01/profile) |
| 3 | Auto CRM Mapping | LinkedIn fields mapped to CRM contact schema |
| 4 | Interactive Flow | Show profile → ask circle/value/roles → save to CRM |
| 5 | Entity Auto-Linking | CRM contact → BrainDB entity on next Smart Recall |
04 Development Effort Estimate
Traditional team: Node.js/TypeScript, PostgreSQL, Agile 2-week sprints. Sr Dev $150/hr, Mid Dev $100/hr.
Phase 1: CRM Backend API
| Role | Task | Hours | Cost |
|---|
| PM | Requirements, user stories, acceptance criteria | 24h | $3,600 |
| PO | Data model, circle/role taxonomy, API spec | 16h | $2,400 |
| Dev (Sr) | Database schema + migrations | 16h | $2,400 |
| Dev (Sr) | REST API (16 endpoints, auth, validation) | 40h | $6,000 |
| Dev (Mid) | Recommendations engine | 24h | $2,400 |
| Dev (Mid) | Full-text search | 8h | $800 |
| Tester | API test suite (80+ test cases) | 24h | $2,400 |
| Subtotal | 152h | $20,000 |
Phase 2: OpenClaw Plugin
| Role | Task | Hours | Cost |
|---|
| PM | Tool specifications, conversation flow design | 16h | $2,400 |
| Dev (Sr) | Plugin framework (SDK, TypeBox schemas) | 8h | $1,200 |
| Dev (Sr) | 13 tools implementation | 32h | $4,800 |
| Dev (Mid) | Dedup, name resolution, update-on-conflict | 16h | $1,600 |
| Tester | Integration testing | 16h | $1,600 |
| Subtotal | 88h | $11,600 |
Phase 3: Strategic CRM Skill
| Role | Task | Hours | Cost |
|---|
| PO | Networking theory, taxonomy design | 24h | $3,600 |
| PO | Conversation flows (4 flows, bilingual) | 16h | $2,400 |
| Dev (Sr) | Skill authoring, prompt engineering | 24h | $3,600 |
| Dev (Mid) | Location, events, career, favor ledger | 32h | $3,200 |
| Tester | Behavioral testing | 16h | $1,600 |
| Subtotal | 112h | $14,400 |
Phase 4: BrainDB + Smart Recall
| Role | Task | Hours | Cost |
|---|
| Dev (Sr) | pgvector, embedding pipeline, vector search | 24h | $3,600 |
| Dev (Sr) | Entity linking (schema, upsert, CRM cross-ref) | 16h | $2,400 |
| Dev (Sr) | Smart Recall (parallel, NER, timeouts) | 24h | $3,600 |
| Dev (Mid) | Auto-capture (triggers, dedup, background) | 16h | $1,600 |
| Dev (Mid) | Injection protection, context formatting | 8h | $800 |
| Tester | Recall accuracy, capture precision, timeouts | 16h | $1,600 |
| Subtotal | 104h | $13,600 |
Phase 5-6: LinkedIn + DevOps
| Role | Task | Hours | Cost |
|---|
| Dev (Mid) | Apify HarvestAPI integration | 16h | $1,600 |
| Tester | Profile enrichment testing | 8h | $800 |
| Dev (Sr) | Docker Compose (6 containers), networking | 16h | $2,400 |
| Dev (Mid) | Watchdog, session cleanup, restart wrapper | 12h | $1,200 |
| Dev (Mid) | Backup system (volumes + pg_dump + rotation) | 8h | $800 |
| Subtotal | 60h | $6,800 |
Total Summary
| Phase | Hours | Cost | Calendar (1 dev) |
|---|
| CRM Backend API | 152h | $20,000 | 4 weeks |
| OpenClaw Plugin | 88h | $11,600 | 2.5 weeks |
| Strategic CRM Skill | 112h | $14,400 | 3 weeks |
| BrainDB + Smart Recall | 104h | $13,600 | 3 weeks |
| LinkedIn Integration | 24h | $2,400 | 1 week |
| DevOps & Infra | 36h | $4,400 | 1 week |
| TOTAL | 516h | $66,400 | 14.5 weeks |
By Role
| Role | Hours | Cost |
|---|
| PM | 40h | $6,000 |
| PO | 56h | $8,400 |
| Sr Developer | 200h | $30,000 |
| Mid Developer | 140h | $14,000 |
| Tester | 80h | $8,000 |
| Total | 516h | $66,400 |
05 Cost Comparison
| Metric | Traditional Team | Claude Code |
|---|
| Calendar Time | 4 months (16 weeks) | ~20 hours across sessions |
| People Required | 4-5 (PM, PO, 2 Devs, Tester) | 1 (user + Claude) |
| Total Labor Hours | 516 hours | ~20 hours |
| Total Cost | $66,400 | ~$250 |
| Iteration Speed | 2-week sprint cycles | Minutes per change |
| Domain Knowledge | Must hire networking expert | Encoded in prompts |
~800x
Cost Reduction
~30x
Time Compression
6
Docker Containers
47
Features Shipped