damn-vulnerable-ai-agent
The AI agent you're supposed to break. 14 agents, 12 vulnerability categories, zero consequences.
Why this rank:Strong adoptionRecent releaseHealthy release cadence
Description
The AI agent you're supposed to break. 14 agents, 12 vulnerability categories, zero consequences.
Release History
| Version | Changes | Urgency | Date |
|---|---|---|---|
| v0.9.1 | ## What's Changed * chore(release): 0.9.1 â drain 0.9.0 known-issues by @thebenignhacker in https://github.com/opena2a-org/damn-vulnerable-ai-agent/pull/49 **Full Changelog**: https://github.com/opena2a-org/damn-vulnerable-ai-agent/compare/v0.9.0...v0.9.1 | High | 5/28/2026 |
| 0.7.4 | Imported from npm (0.7.4) | Low | 4/21/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Medium | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Low | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Low | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Low | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Low | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Low | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Low | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Low | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Low | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Low | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Low | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Low | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Low | 4/14/2026 |
| v0.7.4 | ## Fixes - **Dockerfile missing `npm install`** (#29): The container image shipped without `node_modules`, causing `ERR_MODULE_NOT_FOUND: Cannot find package 'openai'` on boot. Added `RUN npm install --omit=dev` after the `package.json`/`package-lock.json` copy so production deps actually land in the image. Thanks @dwx007 for reporting. (#31) ## Verification - `docker compose build --no-cache` succeeds - Container boots all 14 agents - `src/playground/engine.js` imports cleanly (the file from | Low | 4/14/2026 |
| v0.7.3 | ## Audit-driven cleanup: expected-checks.json now reflects real HMA 0.17.8 detection 56 of 85 scenarios had `expected-checks.json` files claiming HMA check IDs that never fire. This release aligns every scenario with what `hackmyagent secure` actually reports. ### What changed - 56 `expected-checks.json` rewritten to only include IDs HMA actually detects (30 now `[]`, 26 pruned). - 56 scenario READMEs: `**Check:**` header rewritten, added `## Detection status` section classifying each deferred | Medium | 4/14/2026 |
| v0.7.2 | Sync README on npm | Medium | 3/25/2026 |
| v0.7.1 | Fix: scenario parser now handles both `**Check:**` and `**Check IDs:**` README formats. All 65 scenarios correctly parsed. | Medium | 3/23/2026 |
| v0.7.0 | ### Added - 8 new Tier 1 research scenarios (53 total): - unicode-stego-package, stego-binary-asset, indirect-prompt-injection-doc - multimodal-injection-image, a2a-worm-propagation, pickle-deserialization - cicd-ai-review-bypass, clipboard-prompt-injection - Score persistence: challenges survive server restarts (.dvaa/scores.json) - Team mode: `--team <name>` for separate scoreboards per team - Timer mode: `--timer <minutes>` for workshop countdown - Scoreboard API: GET /api/scoreboard ag | Medium | 3/23/2026 |
| v0.6.2 | Fix path traversal examples to use absolute paths (sandbox resolves absolute, blocks relative) | Medium | 3/23/2026 |
| v0.6.1 | ### Added - 7 new vulnerability scenarios from OpenClaw audit and Shodan research (46 total) - rate-limit-absent, security-headers-missing, timing-unsafe-auth, query-param-token - docker-provenance-disabled, websocket-preauth-flood, gateway-exposed-openclaw - Formal references on all 45 scenarios (CWEs, OWASP, CVEs, academic papers, published research) - Scenarios dashboard view (browse all 46 scenarios from the web UI) - Emojis removed from all source files ### Stats - 46 vulnerability sce | Medium | 3/23/2026 |
| v0.6.0 | Major release: DVAA becomes an intelligent AI security training platform. ### Added - **LLM-Powered Tutor**: BYOK (Bring Your Own Key) support for OpenAI/Anthropic. Agents respond with real LLM intelligence. AI tutor guides attacks in real-time. - **AI Agent Kill Chain**: 9 stages, 57 techniques mapped to every challenge - **Sandboxed MCP Tools**: Real filesystem operations (path traversal reads real planted files, not hardcoded strings) - **6 Learning Tracks**: Start Here, Prompt Injection, MC | Medium | 3/23/2026 |
| v0.5.0 | ## What's New - **MemoryBot** (port 3007): Persistent memory injection, no sanitization - **LongwindBot** (port 3008): Small context window, displaced safety instructions - **PluginBot** (port 3012): Unverified tool registry, supply chain attacks - **ProxyBot** (port 3013): No TLS pinning, tool MITM - 12 new CTF challenges (L2-L3) - Docker ports updated for new agents - Agent count: 10 -> 14 Note: Docker image auto-publishes to Docker Hub and GHCR on this tag. | Low | 3/17/2026 |
| v0.4.1 | - Remove Ollama references, document OpenAI/Anthropic LLM support - Add Updates section to README | Low | 3/14/2026 |
| v0.4.0 | - Add MCP JSON-RPC and A2A message protocol endpoints | Low | 3/14/2026 |
| v0.3.0 | - Add Prompt Playground with real LLM support (OpenAI, Anthropic) - Docker Hub image publishing with auto-synced description - Updated branding and ecosystem navigation - Port changed to 9000 | Low | 3/14/2026 |
| v0.2.2 | - Add dashboard screenshots to README | Low | 3/14/2026 |
| v0.2.1 | - Add OpenA2A branding link to dashboard navbar | Low | 3/14/2026 |
| v0.2.0 | Initial release of DVAA - Damn Vulnerable AI Agent. - 10 intentionally vulnerable AI agents covering 8 attack classes - Docker Compose deployment with web dashboard - CI with Claude-powered PR review workflow | Low | 3/14/2026 |
Dependencies & License Audit
Loading dependencies...
Similar Packages
trpc-agent-gotrpc-agent-go is a powerful Go framework for building intelligent agent systems using large language models (LLMs) and tools.v1.10.0
neverinfamous-agent-skillsFoundational AI agent metacognitive skills and workflows for the Adamic ecosystem.v8.0.1
More in MCP Servers
node9-proxyThe Execution Security Layer for the Agentic Era. Providing deterministic "Sudo" governance and audit logs for autonomous AI agents.
mcp-compressorAn MCP server wrapper for reducing tokens consumed by MCP tools.
claude-plugins-officialOfficial, Anthropic-managed directory of high quality Claude Code Plugins.
langchain4jLangChain4j is an open-source Java library that simplifies the integration of LLMs into Java applications through a unified API, providing access to popular LLMs and vector databases. It makes impleme