diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000..d933997
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,17 @@
+node_modules
+.next
+dist
+.turbo
+*.tsbuildinfo
+.env
+.env.local
+.env.*.local
+coverage
+.DS_Store
+tmp
+*.log
+.git
+tests
+README.md
+__pycache__
+.venv
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..b77dc64
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,15 @@
+node_modules
+.next
+dist
+.turbo
+*.tsbuildinfo
+.env
+.env.local
+.env.*.local
+coverage
+.DS_Store
+*.log
+__pycache__
+*.pyc
+.venv
+*.egg-info
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..6911c61
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,26 @@
+FROM node:20-alpine AS base
+RUN apk add --no-cache git
+WORKDIR /app
+
+FROM base AS deps
+COPY package.json package-lock.json* ./
+COPY apps/web/package.json ./apps/web/
+COPY packages/database/package.json ./packages/database/
+RUN npm install --production=false
+
+FROM base AS builder
+COPY --from=deps /app/node_modules ./node_modules
+COPY . .
+RUN npx prisma generate --schema=packages/database/prisma/schema.prisma
+RUN npx turbo build
+
+FROM base AS web
+RUN addgroup --system --gid 1001 nodejs && \
+ adduser --system --uid 1001 nextjs
+COPY --from=builder --chown=nextjs:nodejs /app/apps/web/.next/standalone ./
+COPY --from=builder --chown=nextjs:nodejs /app/apps/web/.next/static ./apps/web/.next/static
+COPY --from=builder --chown=nextjs:nodejs /app/packages/database/prisma ./packages/database/prisma
+USER nextjs
+EXPOSE 3000
+ENV PORT=3000 HOSTNAME="0.0.0.0"
+CMD ["node", "apps/web/server.js"]
diff --git a/apps/web/next-env.d.ts b/apps/web/next-env.d.ts
new file mode 100644
index 0000000..830fb59
--- /dev/null
+++ b/apps/web/next-env.d.ts
@@ -0,0 +1,6 @@
+///
+///
+///
+
+// NOTE: This file should not be edited
+// see https://nextjs.org/docs/app/api-reference/config/typescript for more information.
diff --git a/apps/web/next.config.mjs b/apps/web/next.config.mjs
new file mode 100644
index 0000000..51260eb
--- /dev/null
+++ b/apps/web/next.config.mjs
@@ -0,0 +1,7 @@
+/** @type {import('next').NextConfig} */
+const config = {
+ transpilePackages: ["@agentlens/database"],
+ output: "standalone",
+};
+
+export default config;
diff --git a/apps/web/package.json b/apps/web/package.json
new file mode 100644
index 0000000..c37cce7
--- /dev/null
+++ b/apps/web/package.json
@@ -0,0 +1,30 @@
+{
+ "name": "@agentlens/web",
+ "version": "0.0.1",
+ "private": true,
+ "scripts": {
+ "dev": "next dev",
+ "build": "next build",
+ "start": "next start",
+ "lint": "next lint",
+ "db:generate": "prisma generate --schema=../../packages/database/prisma/schema.prisma",
+ "db:push": "prisma db push --schema=../../packages/database/prisma/schema.prisma",
+ "db:migrate": "prisma migrate deploy --schema=../../packages/database/prisma/schema.prisma"
+ },
+ "dependencies": {
+ "@agentlens/database": "*",
+ "next": "^15.1.0",
+ "react": "^19.0.0",
+ "react-dom": "^19.0.0",
+ "lucide-react": "^0.469.0"
+ },
+ "devDependencies": {
+ "@tailwindcss/postcss": "^4.0.0",
+ "@types/node": "^22.0.0",
+ "@types/react": "^19.0.0",
+ "@types/react-dom": "^19.0.0",
+ "postcss": "^8.5.0",
+ "tailwindcss": "^4.0.0",
+ "typescript": "^5.7"
+ }
+}
diff --git a/apps/web/postcss.config.mjs b/apps/web/postcss.config.mjs
new file mode 100644
index 0000000..7059fe9
--- /dev/null
+++ b/apps/web/postcss.config.mjs
@@ -0,0 +1,6 @@
+const config = {
+ plugins: {
+ "@tailwindcss/postcss": {},
+ },
+};
+export default config;
diff --git a/apps/web/public/.gitkeep b/apps/web/public/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/apps/web/src/app/globals.css b/apps/web/src/app/globals.css
new file mode 100644
index 0000000..f1d8c73
--- /dev/null
+++ b/apps/web/src/app/globals.css
@@ -0,0 +1 @@
+@import "tailwindcss";
diff --git a/apps/web/src/app/layout.tsx b/apps/web/src/app/layout.tsx
new file mode 100644
index 0000000..3f6979e
--- /dev/null
+++ b/apps/web/src/app/layout.tsx
@@ -0,0 +1,24 @@
+import { Inter } from "next/font/google";
+import type { Metadata } from "next";
+import "./globals.css";
+
+const inter = Inter({ subsets: ["latin"] });
+
+export const metadata: Metadata = {
+ title: "AgentLens",
+ description: "Agent observability that traces decisions, not just API calls",
+};
+
+export default function RootLayout({
+ children,
+}: Readonly<{
+ children: React.ReactNode;
+}>) {
+ return (
+
+
+ {children}
+
+
+ );
+}
diff --git a/apps/web/src/app/page.tsx b/apps/web/src/app/page.tsx
new file mode 100644
index 0000000..33fd863
--- /dev/null
+++ b/apps/web/src/app/page.tsx
@@ -0,0 +1,213 @@
+import {
+ Activity,
+ Brain,
+ DollarSign,
+ ArrowRight,
+ CheckCircle2,
+ GitBranch,
+ Cpu,
+ Zap,
+} from "lucide-react";
+
+export default function HomePage() {
+ return (
+
+ {/* Hero Section */}
+
+
+
+
+
+
+
+
+ Agent Observability Platform
+
+
+
+
+ AgentLens
+
+
+
+
+ See why your AI agents make the decisions they make.
+ Complete observability for multi-agent systems.
+
+
+
+
+
+
+
+ {/* Features Section */}
+
+
+
+
+ Everything you need to understand your agents
+
+
+ From decision trees to cost intelligence, get complete visibility into how your AI systems operate
+
+
+
+
+ {/* Feature 1: Decision Trees */}
+
+
+
+
+
Decision Trees
+
+ Visualize the complete reasoning behind every agent choice. See the branching logic, alternatives considered, and the path chosen.
+
+
+
+ {/* Feature 2: Context Awareness */}
+
+
+
+
+
Context Awareness
+
+ Monitor context window utilization in real-time. Track what's being fed into your agents and what's being left behind.
+
+
+
+ {/* Feature 3: Cost Intelligence */}
+
+
+
+
+
Cost Intelligence
+
+ Track spending per decision, per agent, per trace. Get granular insights into where every dollar goes in your AI operations.
+
+
+
+
+
+
+ {/* Code Example Section */}
+
+
+
+
+
+
+ Python SDK
+
+
+
+ Instrument your agents in minutes
+
+
+ Our Python SDK integrates seamlessly with LangChain, OpenAI, and custom agents. Add observability without changing your architecture.
+
+
+
+ {[
+ "Drop-in decorators for automatic tracing",
+ "No code changes required for LangChain",
+ "Async-first design with minimal overhead",
+ "Type-safe with full IDE support",
+ ].map((feature, i) => (
+
+
+
+
+ {feature}
+
+ ))}
+
+
+
+ {/* Code Block */}
+
+
+
+
+ from agentlens import init , trace
+
+
+ # Initialize AgentLens
+
+ init (
+
+ api_key = "your-api-key" ,
+
+ endpoint = "https://agentlens.vectry.tech"
+
+ )
+
+
+ # Trace your agent function
+
+ @trace ( name = "research-agent" )
+
+ async def research ( topic : str ):
+
+ # Your agent logic here
+
+ return f"Researching: {"{topic"}"
+
+
+
+
+
+
+
+
+ {/* Footer */}
+
+
+
+
+
+
+
+
+ MIT License © 2026 Vectry
+
+
+
+
+
+ );
+}
diff --git a/apps/web/tsconfig.json b/apps/web/tsconfig.json
new file mode 100644
index 0000000..b8cdcc7
--- /dev/null
+++ b/apps/web/tsconfig.json
@@ -0,0 +1,23 @@
+{
+ "compilerOptions": {
+ "target": "ES2017",
+ "lib": ["dom", "dom.iterable", "esnext"],
+ "allowJs": true,
+ "skipLibCheck": true,
+ "strict": true,
+ "noEmit": true,
+ "esModuleInterop": true,
+ "module": "esnext",
+ "moduleResolution": "bundler",
+ "resolveJsonModule": true,
+ "isolatedModules": true,
+ "jsx": "preserve",
+ "incremental": true,
+ "plugins": [{ "name": "next" }],
+ "paths": {
+ "@/*": ["./src/*"]
+ }
+ },
+ "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"],
+ "exclude": ["node_modules"]
+}
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000..5ea23e5
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,55 @@
+services:
+ web:
+ build:
+ context: .
+ target: web
+ ports:
+ - "4200:3000"
+ environment:
+ - REDIS_URL=redis://redis:6379
+ - DATABASE_URL=postgresql://agentlens:agentlens@postgres:5432/agentlens
+ depends_on:
+ redis:
+ condition: service_started
+ postgres:
+ condition: service_healthy
+ migrate:
+ condition: service_completed_successfully
+ restart: always
+
+ postgres:
+ image: postgres:16-alpine
+ environment:
+ - POSTGRES_USER=agentlens
+ - POSTGRES_PASSWORD=agentlens
+ - POSTGRES_DB=agentlens
+ volumes:
+ - agentlens_postgres_data:/var/lib/postgresql/data
+ healthcheck:
+ test: ["CMD-SHELL", "pg_isready -U agentlens"]
+ interval: 5s
+ timeout: 5s
+ retries: 5
+ restart: always
+
+ migrate:
+ build:
+ context: .
+ target: builder
+ command: npx prisma migrate deploy --schema=packages/database/prisma/schema.prisma
+ environment:
+ - DATABASE_URL=postgresql://agentlens:agentlens@postgres:5432/agentlens
+ depends_on:
+ postgres:
+ condition: service_healthy
+ restart: "no"
+
+ redis:
+ image: redis:7-alpine
+ volumes:
+ - agentlens_redis_data:/data
+ restart: always
+
+volumes:
+ agentlens_postgres_data:
+ agentlens_redis_data:
diff --git a/package-lock.json b/package-lock.json
new file mode 100644
index 0000000..78c1ee4
--- /dev/null
+++ b/package-lock.json
@@ -0,0 +1,2210 @@
+{
+ "name": "agentlens",
+ "lockfileVersion": 3,
+ "requires": true,
+ "packages": {
+ "": {
+ "name": "agentlens",
+ "workspaces": [
+ "apps/*",
+ "packages/*"
+ ],
+ "devDependencies": {
+ "turbo": "^2",
+ "typescript": "^5.7"
+ },
+ "engines": {
+ "node": ">=20"
+ }
+ },
+ "apps/web": {
+ "name": "@agentlens/web",
+ "version": "0.0.1",
+ "dependencies": {
+ "@agentlens/database": "*",
+ "lucide-react": "^0.469.0",
+ "next": "^15.1.0",
+ "react": "^19.0.0",
+ "react-dom": "^19.0.0"
+ },
+ "devDependencies": {
+ "@tailwindcss/postcss": "^4.0.0",
+ "@types/node": "^22.0.0",
+ "@types/react": "^19.0.0",
+ "@types/react-dom": "^19.0.0",
+ "postcss": "^8.5.0",
+ "tailwindcss": "^4.0.0",
+ "typescript": "^5.7"
+ }
+ },
+ "node_modules/@agentlens/database": {
+ "resolved": "packages/database",
+ "link": true
+ },
+ "node_modules/@agentlens/web": {
+ "resolved": "apps/web",
+ "link": true
+ },
+ "node_modules/@alloc/quick-lru": {
+ "version": "5.2.0",
+ "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
+ "integrity": "sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw==",
+ "dev": true,
+ "license": "MIT",
+ "engines": {
+ "node": ">=10"
+ },
+ "funding": {
+ "url": "https://github.com/sponsors/sindresorhus"
+ }
+ },
+ "node_modules/@emnapi/runtime": {
+ "version": "1.8.1",
+ "resolved": "https://registry.npmjs.org/@emnapi/runtime/-/runtime-1.8.1.tgz",
+ "integrity": "sha512-mehfKSMWjjNol8659Z8KxEMrdSJDDot5SXMq00dM8BN4o+CLNXQ0xH2V7EchNHV4RmbZLmmPdEaXZc5H2FXmDg==",
+ "license": "MIT",
+ "optional": true,
+ "dependencies": {
+ "tslib": "^2.4.0"
+ }
+ },
+ "node_modules/@img/colour": {
+ "version": "1.0.0",
+ "resolved": "https://registry.npmjs.org/@img/colour/-/colour-1.0.0.tgz",
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+ "license": "MIT",
+ "optional": true,
+ "engines": {
+ "node": ">=18"
+ }
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+ "cpu": [
+ "arm64"
+ ],
+ "license": "Apache-2.0",
+ "optional": true,
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+ "darwin"
+ ],
+ "engines": {
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+ },
+ "funding": {
+ "url": "https://opencollective.com/libvips"
+ },
+ "optionalDependencies": {
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+ }
+ },
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+ ],
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+ ],
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+ }
+ },
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+ "cpu": [
+ "x64"
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+ "license": "LGPL-3.0-or-later",
+ "optional": true,
+ "os": [
+ "linux"
+ ],
+ "funding": {
+ "url": "https://opencollective.com/libvips"
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diff --git a/package.json b/package.json
new file mode 100644
index 0000000..e5a9af2
--- /dev/null
+++ b/package.json
@@ -0,0 +1,20 @@
+{
+ "name": "agentlens",
+ "private": true,
+ "workspaces": ["apps/*", "packages/*"],
+ "scripts": {
+ "dev": "turbo dev",
+ "build": "turbo build",
+ "lint": "turbo lint",
+ "clean": "turbo clean",
+ "db:generate": "turbo db:generate",
+ "db:push": "turbo db:push",
+ "db:migrate": "turbo db:migrate"
+ },
+ "devDependencies": {
+ "turbo": "^2",
+ "typescript": "^5.7"
+ },
+ "engines": { "node": ">=20" },
+ "packageManager": "npm@10.8.2"
+}
diff --git a/packages/database/package.json b/packages/database/package.json
new file mode 100644
index 0000000..caac56d
--- /dev/null
+++ b/packages/database/package.json
@@ -0,0 +1,21 @@
+{
+ "name": "@agentlens/database",
+ "version": "0.0.1",
+ "private": true,
+ "main": "./dist/index.js",
+ "types": "./dist/index.d.ts",
+ "scripts": {
+ "build": "tsc",
+ "clean": "rm -rf dist",
+ "db:generate": "prisma generate",
+ "db:push": "prisma db push",
+ "db:migrate": "prisma migrate dev"
+ },
+ "dependencies": {
+ "@prisma/client": "^6.3.0"
+ },
+ "devDependencies": {
+ "prisma": "^6.3.0",
+ "typescript": "^5.7"
+ }
+}
diff --git a/packages/database/prisma/schema.prisma b/packages/database/prisma/schema.prisma
new file mode 100644
index 0000000..61cc1a3
--- /dev/null
+++ b/packages/database/prisma/schema.prisma
@@ -0,0 +1,154 @@
+datasource db {
+ provider = "postgresql"
+ url = env("DATABASE_URL")
+}
+
+generator client {
+ provider = "prisma-client-js"
+}
+
+model Trace {
+ id String @id @default(cuid())
+ sessionId String?
+ name String
+ status TraceStatus @default(RUNNING)
+ tags String[] @default([])
+ metadata Json?
+
+ totalCost Float?
+ totalTokens Int?
+ totalDuration Int?
+
+ startedAt DateTime @default(now())
+ endedAt DateTime?
+ createdAt DateTime @default(now())
+ updatedAt DateTime @updatedAt
+
+ decisionPoints DecisionPoint[]
+ spans Span[]
+ events Event[]
+
+ @@index([sessionId])
+ @@index([status])
+ @@index([createdAt])
+ @@index([name])
+}
+
+model DecisionPoint {
+ id String @id @default(cuid())
+ traceId String
+ trace Trace @relation(fields: [traceId], references: [id], onDelete: Cascade)
+
+ type DecisionType
+ reasoning String?
+
+ chosen Json
+ alternatives Json[]
+
+ contextSnapshot Json?
+
+ durationMs Int?
+ costUsd Float?
+
+ parentSpanId String?
+ span Span? @relation(fields: [parentSpanId], references: [id])
+
+ timestamp DateTime @default(now())
+
+ @@index([traceId])
+ @@index([type])
+ @@index([timestamp])
+}
+
+model Span {
+ id String @id @default(cuid())
+ traceId String
+ trace Trace @relation(fields: [traceId], references: [id], onDelete: Cascade)
+
+ parentSpanId String?
+ parentSpan Span? @relation("SpanTree", fields: [parentSpanId], references: [id])
+ childSpans Span[] @relation("SpanTree")
+
+ name String
+ type SpanType
+
+ input Json?
+ output Json?
+
+ tokenCount Int?
+ costUsd Float?
+ durationMs Int?
+
+ status SpanStatus @default(RUNNING)
+ statusMessage String?
+
+ startedAt DateTime @default(now())
+ endedAt DateTime?
+
+ metadata Json?
+
+ decisionPoints DecisionPoint[]
+
+ @@index([traceId])
+ @@index([parentSpanId])
+ @@index([type])
+ @@index([startedAt])
+}
+
+model Event {
+ id String @id @default(cuid())
+ traceId String
+ trace Trace @relation(fields: [traceId], references: [id], onDelete: Cascade)
+
+ spanId String?
+ type EventType
+ name String
+
+ metadata Json?
+
+ timestamp DateTime @default(now())
+
+ @@index([traceId])
+ @@index([type])
+ @@index([timestamp])
+}
+
+enum TraceStatus {
+ RUNNING
+ COMPLETED
+ ERROR
+}
+
+enum DecisionType {
+ TOOL_SELECTION
+ ROUTING
+ RETRY
+ ESCALATION
+ MEMORY_RETRIEVAL
+ PLANNING
+ CUSTOM
+}
+
+enum SpanType {
+ LLM_CALL
+ TOOL_CALL
+ MEMORY_OP
+ CHAIN
+ AGENT
+ CUSTOM
+}
+
+enum SpanStatus {
+ RUNNING
+ COMPLETED
+ ERROR
+}
+
+enum EventType {
+ ERROR
+ RETRY
+ FALLBACK
+ CONTEXT_OVERFLOW
+ USER_FEEDBACK
+ CUSTOM
+}
diff --git a/packages/database/src/index.ts b/packages/database/src/index.ts
new file mode 100644
index 0000000..c7a7bfd
--- /dev/null
+++ b/packages/database/src/index.ts
@@ -0,0 +1,2 @@
+export { PrismaClient } from "@prisma/client";
+export type * from "@prisma/client";
diff --git a/packages/database/tsconfig.json b/packages/database/tsconfig.json
new file mode 100644
index 0000000..bd22f93
--- /dev/null
+++ b/packages/database/tsconfig.json
@@ -0,0 +1,18 @@
+{
+ "compilerOptions": {
+ "target": "ES2022",
+ "module": "NodeNext",
+ "moduleResolution": "NodeNext",
+ "lib": ["ES2022"],
+ "outDir": "./dist",
+ "rootDir": "./src",
+ "strict": true,
+ "esModuleInterop": true,
+ "skipLibCheck": true,
+ "declaration": true,
+ "declarationMap": true,
+ "sourceMap": true
+ },
+ "include": ["src/**/*"],
+ "exclude": ["node_modules", "dist"]
+}
diff --git a/packages/sdk-python/README.md b/packages/sdk-python/README.md
new file mode 100644
index 0000000..e0b79f2
--- /dev/null
+++ b/packages/sdk-python/README.md
@@ -0,0 +1,38 @@
+# AgentLens Python SDK
+
+AgentLens provides observability for AI agents by tracing decisions, not just API calls.
+
+## Installation
+
+```bash
+pip install agentlens
+```
+
+## Quick Start
+
+```python
+from agentlens import init, trace
+
+# Initialize AgentLens
+init(api_key="your-api-key", endpoint="https://agentlens.vectry.tech")
+
+# Trace your agent functions
+@trace(name="research-agent")
+async def research(topic: str) -> str:
+ return f"Researching: {topic}"
+```
+
+## Features
+
+- **Decision Tracing**: Log and visualize agent decisions with alternatives
+- **Context Awareness**: Monitor context window utilization
+- **Cost Intelligence**: Track token usage and costs per operation
+- **Integrations**: Native support for LangChain and OpenAI
+
+## Documentation
+
+Full documentation available at [https://agentlens.vectry.tech/docs](https://agentlens.vectry.tech/docs)
+
+## License
+
+MIT © 2026 Vectry
diff --git a/packages/sdk-python/agentlens/__init__.py b/packages/sdk-python/agentlens/__init__.py
new file mode 100644
index 0000000..fb5c384
--- /dev/null
+++ b/packages/sdk-python/agentlens/__init__.py
@@ -0,0 +1,8 @@
+"""AgentLens - Agent observability that traces decisions, not just API calls."""
+
+from agentlens.client import init, shutdown
+from agentlens.trace import trace
+from agentlens.decision import log_decision
+
+__version__ = "0.1.0"
+__all__ = ["init", "shutdown", "trace", "log_decision"]
diff --git a/packages/sdk-python/agentlens/client.py b/packages/sdk-python/agentlens/client.py
new file mode 100644
index 0000000..fb6e014
--- /dev/null
+++ b/packages/sdk-python/agentlens/client.py
@@ -0,0 +1,43 @@
+"""Client initialization and management for AgentLens."""
+
+from typing import Optional
+
+
+_client: Optional["_Client"] = None
+
+
+class _Client:
+ """Internal client class for managing AgentLens connection."""
+
+ def __init__(self, api_key: str, endpoint: str) -> None:
+ self.api_key = api_key
+ self.endpoint = endpoint
+ self.is_shutdown = False
+
+ def shutdown(self) -> None:
+ """Shutdown the client."""
+ self.is_shutdown = True
+
+
+def init(api_key: str, endpoint: str = "https://agentlens.vectry.tech") -> None:
+ """Initialize the AgentLens client.
+
+ Args:
+ api_key: Your AgentLens API key.
+ endpoint: The AgentLens API endpoint (default: https://agentlens.vectry.tech).
+ """
+ global _client
+ _client = _Client(api_key=api_key, endpoint=endpoint)
+
+
+def shutdown() -> None:
+ """Shutdown the AgentLens client."""
+ global _client
+ if _client:
+ _client.shutdown()
+ _client = None
+
+
+def get_client() -> Optional[_Client]:
+ """Get the current client instance."""
+ return _client
diff --git a/packages/sdk-python/agentlens/decision.py b/packages/sdk-python/agentlens/decision.py
new file mode 100644
index 0000000..121f3c3
--- /dev/null
+++ b/packages/sdk-python/agentlens/decision.py
@@ -0,0 +1,32 @@
+"""Decision logging for tracking agent decision points."""
+
+from typing import Any, Dict, List
+
+
+def log_decision(
+ type: str,
+ chosen: Any,
+ alternatives: List[Any],
+ reasoning: Optional[str] = None,
+) -> None:
+ """Log a decision point in the agent's reasoning.
+
+ Args:
+ type: Type of decision (e.g., "tool_selection", "routing", "retry").
+ chosen: The option that was selected.
+ alternatives: List of alternatives that were considered.
+ reasoning: Optional explanation for the decision.
+
+ Example:
+ log_decision(
+ type="tool_selection",
+ chosen="search",
+ alternatives=["search", "calculate", "browse"],
+ reasoning="Search is most appropriate for finding information"
+ )
+ """
+ print(f"[AgentLens] Decision logged: {type}")
+ print(f"[AgentLens] Chosen: {chosen}")
+ print(f"[AgentLens] Alternatives: {alternatives}")
+ if reasoning:
+ print(f"[AgentLens] Reasoning: {reasoning}")
diff --git a/packages/sdk-python/agentlens/integrations/__init__.py b/packages/sdk-python/agentlens/integrations/__init__.py
new file mode 100644
index 0000000..fcdf98e
--- /dev/null
+++ b/packages/sdk-python/agentlens/integrations/__init__.py
@@ -0,0 +1 @@
+"""Integration packages for AgentLens."""
diff --git a/packages/sdk-python/agentlens/integrations/langchain.py b/packages/sdk-python/agentlens/integrations/langchain.py
new file mode 100644
index 0000000..7ccc6b5
--- /dev/null
+++ b/packages/sdk-python/agentlens/integrations/langchain.py
@@ -0,0 +1,55 @@
+"""LangChain integration for AgentLens."""
+
+from typing import Any, Dict, Optional, Sequence
+from langchain_core.callbacks import BaseCallbackHandler
+from langchain_core.outputs import LLMResult
+from langchain_core.messages import BaseMessage
+
+
+class AgentLensCallbackHandler(BaseCallbackHandler):
+ """Callback handler for LangChain integration with AgentLens.
+
+ This handler captures LLM calls, tool calls, and agent actions
+ to provide observability for LangChain-based agents.
+ """
+
+ def __init__(self) -> None:
+ self.trace_id: Optional[str] = None
+
+ def on_llm_start(
+ self,
+ serialized: Dict[str, Any],
+ prompts: list[str],
+ **kwargs: Any,
+ ) -> None:
+ """Called when an LLM starts processing."""
+ print(f"[AgentLens] LLM started: {serialized.get('name', 'unknown')}")
+
+ def on_llm_end(self, response: LLMResult, **kwargs: Any) -> None:
+ """Called when an LLM finishes processing."""
+ print(f"[AgentLens] LLM completed")
+
+ def on_llm_error(self, error: Exception, **kwargs: Any) -> None:
+ """Called when an LLM encounters an error."""
+ print(f"[AgentLens] LLM error: {error}")
+
+ def on_tool_start(
+ self,
+ serialized: Dict[str, Any],
+ input_str: str,
+ **kwargs: Any,
+ ) -> None:
+ """Called when a tool starts executing."""
+ print(f"[AgentLens] Tool started: {serialized.get('name', 'unknown')}")
+
+ def on_tool_end(self, output: str, **kwargs: Any) -> None:
+ """Called when a tool finishes executing."""
+ print(f"[AgentLens] Tool completed")
+
+ def on_tool_error(self, error: Exception, **kwargs: Any) -> None:
+ """Called when a tool encounters an error."""
+ print(f"[AgentLens] Tool error: {error}")
+
+ def on_agent_action(self, action: Any, **kwargs: Any) -> None:
+ """Called when an agent performs an action."""
+ print(f"[AgentLens] Agent action: {action.tool}")
diff --git a/packages/sdk-python/agentlens/integrations/openai.py b/packages/sdk-python/agentlens/integrations/openai.py
new file mode 100644
index 0000000..b248bac
--- /dev/null
+++ b/packages/sdk-python/agentlens/integrations/openai.py
@@ -0,0 +1,39 @@
+"""OpenAI integration for AgentLens."""
+
+from typing import Any, Optional
+from functools import wraps
+
+
+def wrap_openai(client: Any) -> Any:
+ """Wrap an OpenAI client to add AgentLens tracing.
+
+ Args:
+ client: The OpenAI client to wrap.
+
+ Returns:
+ Wrapped OpenAI client with AgentLens tracing enabled.
+
+ Example:
+ import openai
+ from agentlens.integrations.openai import wrap_openai
+
+ client = openai.OpenAI(api_key="sk-...")
+ traced_client = wrap_openai(client)
+
+ response = traced_client.chat.completions.create(...)
+ """
+ original_create = client.chat.completions.create
+
+ @wraps(original_create)
+ def traced_create(*args: Any, **kwargs: Any) -> Any:
+ print("[AgentLens] OpenAI chat completion started")
+ try:
+ response = original_create(*args, **kwargs)
+ print("[AgentLens] OpenAI chat completion completed")
+ return response
+ except Exception as e:
+ print(f"[AgentLens] OpenAI error: {e}")
+ raise
+
+ client.chat.completions.create = traced_create
+ return client
diff --git a/packages/sdk-python/agentlens/trace.py b/packages/sdk-python/agentlens/trace.py
new file mode 100644
index 0000000..60e148d
--- /dev/null
+++ b/packages/sdk-python/agentlens/trace.py
@@ -0,0 +1,76 @@
+"""Trace decorator and context manager for instrumenting agent functions."""
+
+from typing import Callable, Optional, Any
+from functools import wraps
+
+
+def trace(name: Optional[str] = None) -> Callable[..., Any]:
+ """Decorator to trace a function or method.
+
+ Args:
+ name: Name for the trace. If not provided, uses the function name.
+
+ Returns:
+ Decorated function with tracing enabled.
+
+ Example:
+ @trace(name="research-agent")
+ async def research(topic: str) -> str:
+ return f"Researching: {topic}"
+ """
+
+ def decorator(func: Callable[..., Any]) -> Callable[..., Any]:
+ @wraps(func)
+ async def async_wrapper(*args: Any, **kwargs: Any) -> Any:
+ trace_name = name or func.__name__
+ print(f"[AgentLens] Starting trace: {trace_name}")
+ try:
+ result = await func(*args, **kwargs)
+ print(f"[AgentLens] Completed trace: {trace_name}")
+ return result
+ except Exception as e:
+ print(f"[AgentLens] Error in trace {trace_name}: {e}")
+ raise
+
+ @wraps(func)
+ def sync_wrapper(*args: Any, **kwargs: Any) -> Any:
+ trace_name = name or func.__name__
+ print(f"[AgentLens] Starting trace: {trace_name}")
+ try:
+ result = func(*args, **kwargs)
+ print(f"[AgentLens] Completed trace: {trace_name}")
+ return result
+ except Exception as e:
+ print(f"[AgentLens] Error in trace {trace_name}: {e}")
+ raise
+
+ if hasattr(func, "__await__"):
+ return async_wrapper
+ else:
+ return sync_wrapper
+
+ return decorator
+
+
+class Tracer:
+ """Context manager for creating traces.
+
+ Example:
+ with Tracer(name="custom-operation"):
+ # Your code here
+ pass
+ """
+
+ def __init__(self, name: str) -> None:
+ self.name = name
+
+ def __enter__(self) -> "Tracer":
+ print(f"[AgentLens] Starting trace: {self.name}")
+ return self
+
+ def __exit__(self, exc_type: Any, exc_val: Any, exc_tb: Any) -> bool:
+ if exc_type is None:
+ print(f"[AgentLens] Completed trace: {self.name}")
+ else:
+ print(f"[AgentLens] Error in trace {self.name}: {exc_val}")
+ return False
diff --git a/packages/sdk-python/agentlens/transport.py b/packages/sdk-python/agentlens/transport.py
new file mode 100644
index 0000000..37b4e75
--- /dev/null
+++ b/packages/sdk-python/agentlens/transport.py
@@ -0,0 +1,38 @@
+"""Batch transport for sending data to AgentLens API."""
+
+from typing import List, Dict, Any
+
+
+class BatchTransport:
+ """Transport layer that batches events for efficient API calls.
+
+ This class handles batching and sending of traces, decisions, and other
+ events to the AgentLens backend.
+ """
+
+ def __init__(self, max_batch_size: int = 100, flush_interval: float = 1.0) -> None:
+ self.max_batch_size = max_batch_size
+ self.flush_interval = flush_interval
+ self._batch: List[Dict[str, Any]] = []
+
+ def add(self, event: Dict[str, Any]) -> None:
+ """Add an event to the batch.
+
+ Args:
+ event: Event data to be sent.
+ """
+ self._batch.append(event)
+ if len(self._batch) >= self.max_batch_size:
+ self.flush()
+
+ def flush(self) -> None:
+ """Flush the batch by sending all pending events."""
+ if not self._batch:
+ return
+
+ print(f"[AgentLens] Flushing batch of {len(self._batch)} events")
+ self._batch.clear()
+
+ def shutdown(self) -> None:
+ """Shutdown the transport, flushing any remaining events."""
+ self.flush()
diff --git a/packages/sdk-python/pyproject.toml b/packages/sdk-python/pyproject.toml
new file mode 100644
index 0000000..a4a353e
--- /dev/null
+++ b/packages/sdk-python/pyproject.toml
@@ -0,0 +1,33 @@
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.backends"
+
+[project]
+name = "agentlens"
+version = "0.1.0"
+description = "Agent observability that traces decisions, not just API calls"
+readme = "README.md"
+license = "MIT"
+requires-python = ">=3.9"
+authors = [{ name = "Vectry", email = "hunter@repi.fun" }]
+keywords = ["ai", "agents", "observability", "tracing", "llm"]
+classifiers = [
+ "Development Status :: 3 - Alpha",
+ "Intended Audience :: Developers",
+ "License :: OSI Approved :: MIT License",
+ "Programming Language :: Python :: 3",
+ "Topic :: Software Development :: Libraries",
+]
+dependencies = [
+ "httpx>=0.25.0",
+]
+
+[project.optional-dependencies]
+langchain = ["langchain-core>=0.1.0"]
+openai = ["openai>=1.0.0"]
+all = ["agentlens[langchain,openai]"]
+
+[project.urls]
+Homepage = "https://agentlens.vectry.tech"
+Repository = "https://gitea.repi.fun/repi/agentlens"
+Documentation = "https://agentlens.vectry.tech/docs"
diff --git a/tsconfig.json b/tsconfig.json
new file mode 100644
index 0000000..4f87f7b
--- /dev/null
+++ b/tsconfig.json
@@ -0,0 +1,16 @@
+{
+ "compilerOptions": {
+ "target": "ES2022",
+ "module": "NodeNext",
+ "moduleResolution": "NodeNext",
+ "lib": ["ES2022"],
+ "strict": true,
+ "esModuleInterop": true,
+ "skipLibCheck": true,
+ "forceConsistentCasingInFileNames": true,
+ "resolveJsonModule": true,
+ "declaration": true,
+ "declarationMap": true,
+ "sourceMap": true
+ }
+}
diff --git a/turbo.json b/turbo.json
new file mode 100644
index 0000000..ccb8672
--- /dev/null
+++ b/turbo.json
@@ -0,0 +1,17 @@
+{
+ "$schema": "https://turbo.build/schema.json",
+ "globalDependencies": ["**/.env.*local"],
+ "tasks": {
+ "build": {
+ "dependsOn": ["^build"],
+ "inputs": ["$TURBO_DEFAULT$", ".env*"],
+ "outputs": [".next/**", "!.next/cache/**", "dist/**"]
+ },
+ "dev": { "cache": false, "persistent": true },
+ "lint": {},
+ "clean": { "cache": false },
+ "db:generate": { "cache": false },
+ "db:migrate": { "cache": false },
+ "db:push": { "cache": false }
+ }
+}