Connect AI Agents & Plugins
Connect ChatGPT, OpenAI Codex, Claude Desktop, Cursor, Windsurf, Cline, or custom agent runtimes directly to FullStack AI Hub. Equip your AI assistants with 554+ verified concepts, 25 tools, 9 resources, 5 interactive UI widgets, official engineering skills, live AST codebase graphs across reference architectures (vLLM, Chatwoot, LangGraph, DeepAgents), 10 WebAssembly runtime challenges, 11 seminal paper teardowns, and Reciprocal Rank Fusion semantic search.
https://fullstackaihub.com/mcphttps://fullstackaihub.com/ssehttps://fullstackaihub.com/mcp/healthhttps://mcp.fullstackaihub.com/mcphttps://mcp.fullstackaihub.com/ssehttps://mcp.fullstackaihub.com/healthAgent Configuration Generator
Dynamic live replacement: updates the Authorization header snippet below.
Instant access via apex domain with Traefik priority 100 bypass. Zero DNS propagation delay.
{
"mcpServers": {
"fullstack-ai-hub": {
"url": "https://fullstackaihub.com/mcp",
"headers": {
"Authorization": "Bearer YOUR_API_KEY"
}
}
}
}~/Library/Application Support/Claude/claude_desktop_config.json%APPDATA%\Claude\claude_desktop_config.json~/.config/Claude/claude_desktop_config.jsonNative desktop assistant by Anthropic. Connects over Streamable HTTP. Restart your agent or client after saving this configuration.
Live Interactive JSON-RPC Gateway Tester
Retrieve dynamic 3-9 layer AST codebase graph, nodes, classes, functions, and dependency edges.
Injected into cURL & HTTP request.
curl -X POST "https://fullstackaihub.com/mcp" \
-H "Content-Type: application/json" \
-d '{
"jsonrpc": "2.0",
"id": 1,
"method": "tools/call",
"params": {
"name": "fsai.get_codebase_graph",
"arguments": {
"systemId": "inside-vllm",
"layerId": "memory-kvcache",
"includeSnippets": true
}
}
}'import { Client } from "@modelcontextprotocol/sdk/client/index.js";
import { StreamableHTTPClientTransport }
from "@modelcontextprotocol/sdk/client/streamableHttp.js";
const client = new Client({ name: "my-agent", version: "1.0" });
// Instant Zero-DNS Gateway (Recommended):
const transport = new StreamableHTTPClientTransport(
new URL("https://fullstackaihub.com/mcp"),
{ requestInit: { headers: {
Authorization: "Bearer YOUR_API_KEY"
}}}
);
// Or via Dedicated Subdomain:
// new URL("https://mcp.fullstackaihub.com/mcp")
await client.connect(transport);
// Query dynamic AST codebase graph
const astGraph = await client.callTool({
name: "fsai.get_codebase_graph",
arguments: { systemId: "inside-vllm", includeSnippets: true }
});In production mode, all MCP requests require a Bearer token in the Authorization header.
/health endpoint is publicly available without credentials for Traefik and Docker health checks.Rate limit: 30 requests per minute per client IP address. Breaching the threshold yields an HTTP 429 Too Many Requests response with a Retry-After header.
fsai.get_codebase_graphRetrieve dynamic 3-9 layer AST codebase graph, nodes, classes, functions, and dependency edges
fsai.query_codebase_symbolsSearch classes, functions, modules, and language concepts across reference architectures
fsai.search_knowledgeFull-text search across concepts, systems, guides, and paths
fsai.get_hybrid_contextDense Vector + BM25 semantic RAG retriever with RRF fusion
fsai.get_conceptFull canonical concept lesson by slug with mental models, failure modes, and sources
fsai.get_system_breakdownComplete 7-layer architectural system breakdown with paper mappings and hot-path code
fsai.get_system_step_traceGranular execution traces, packet flows, and state variable deltas
fsai.query_architecture_routeShortest directed route between two system components
fsai.get_learning_pathStructured prerequisite-ordered learning path
fsai.get_evidence_sourcePrimary evidence source metadata and citations
fsai.get_assessmentInteractive assessment questions and scenarios for a concept
fsai.get_lab_scenarioDeterministic lab scenario configurations and rubrics
fsai.list_territoriesComplete curriculum taxonomy hierarchy
fsai.get_concept_relationsDirected knowledge graph edges for a concept
fsai.get_publicationResearch paper breakdowns, incident postmortems, and technical essays
fsai.list_papersList canonical academic paper breakdowns from library with research methods and verified sources
fsai.get_paper_breakdownRetrieve full research paper breakdown by slug or ID with math formulas, architecture implications, and limitations
fsai.list_wasm_challengesList interactive WebAssembly AI runtime kernel challenges covering autograd, attention, and memory
fsai.get_wasm_challengeRetrieve complete WebAssembly AI runtime kernel challenge by ID with KaTeX description, starter code, and assertions
fsai.get_reference_guideProduction AI reference architecture guide
fsai.validate_contentSchema validation and referential integrity checks
fsai.inspect_curriculum_healthQuantitative health metrics for the knowledge graph
fsai.curate_conceptAuthor or update a canonical concept lesson
fsai.generate_assessmentGenerate interactive assessment YAML for a concept
fsai.get_server_profileOpenAI plugin profile, server metadata, dynamic layer support, and skill catalog
Interactive MCP Apps UI Widgets (5)
Lightweight visual exploration widgets embedded directly inside ChatGPT, Claude, and MCP host applications via _meta.ui.resourceUri and openai/outputTemplate.
fsai.get_wasm_challengeui://wasm-kernel-runnerfsai.get_system_step_traceui://system-tracerfsai.get_conceptui://concept-graphfsai.get_codebase_graphui://codebase-graphfsai.get_assessmentui://assessment-quizMCP Resources (9)
Readable via resources/read with direct URI addressing.
skill://fsai/{skill}/SKILL.mdOpenAI ChatGPT official skill definitions with SHA-256 integrity digestsfsai://atlasComplete curriculum atlas with all territories, domains, and conceptsfsai://concepts/{slug}Individual concept lesson by slug with learning outcomes and failure modesfsai://systems/{id}7-layer system breakdown and architecture data by IDfsai://codebase/{systemId}Dynamic multi-layer AST codebase graph and symbol nodes by system IDfsai://evidence/{sourceId}Primary evidence source citations and metadata by IDfsai://paths/{slug}Learning path curriculum and milestones by slugfsai://papers/{slug}Seminal academic research paper breakdowns with mathematical formulation and source citationsfsai://wasm-challenges/{id}Interactive WebAssembly AI runtime kernel challenge definition, starter code, and assertionsMCP Prompts (3)
Interactive prompt templates callable via prompts/get.
teach-conceptStructure a production engineering lesson for a conceptaudit-architectureCompare a proposed architecture against reference breakdownscompare-systemsSide-by-side architectural comparison of two AI systemsfsai.get_wasm_challenge.fsai.get_paper_breakdown.