Code-First Lookups.Standardized MCP.
Connect Cursor, Claude Desktop, and VS Code directly to your company’s indexed repositories and architecture RFCs.
Build with official TypeScript and Python client SDKs, query predictable REST endpoints, and inspect every agent step with real-time SSE telemetry streams.
Model Context Protocol (MCP) Server
Add one JSON entry to your editor's MCP configuration. Your local coding assistant gains instant, grounded context over internal systems without leaving your workspace.
search_knowledgeread-onlyExecutes hybrid semantic vector + lexical search across repository AST chunks and documentation.
ask_assistantread-onlyQueries the grounded answer synthesis engine, returning verified answers with checkable inline citations.
list_knowledgeread-onlyDiscovers available indexed documentation scopes, repository branches, and sitemap catalogs.
curl -X POST https://app.mithunai.com/api/v1/chat/messages \
-H "Authorization: Bearer mithunai_sk_live_99f2a" \
-H "Content-Type: application/json" \
-d '{
"assistant_id": "asst_arch_docs",
"query": "How is multi-tenant isolation enforced?",
"stream": false
}'Unified high-throughput proxy with semantic caching, dynamic routing & token firewall.
Visual graph orchestration for multi-agent loops, sandboxed tools & human verification.
Read-only context server for Claude Desktop, Cursor, and Windsurf IDEs.
Continuous git repository ingestion with branch patterns and glob filters.
Compile-time OrganizationScope injection guarantees zero cross-tenant leakage.
Parses code trees, Markdown, and technical manuals without tearing scope.
Every answer is constructed strictly from retrieved evidence with source anchors.
Deterministic refusal when evidence is absent, eliminating plausible hallucinations.
Deploy on private AWS, GCP, or on-premises Kubernetes with zero telemetry.
Lightning-fast Server-Sent Events delivering token streams with minimal latency.
Unified high-throughput proxy with semantic caching, dynamic routing & token firewall.
Visual graph orchestration for multi-agent loops, sandboxed tools & human verification.
Read-only context server for Claude Desktop, Cursor, and Windsurf IDEs.
Continuous git repository ingestion with branch patterns and glob filters.
Compile-time OrganizationScope injection guarantees zero cross-tenant leakage.
Parses code trees, Markdown, and technical manuals without tearing scope.
Every answer is constructed strictly from retrieved evidence with source anchors.
Deterministic refusal when evidence is absent, eliminating plausible hallucinations.
Deploy on private AWS, GCP, or on-premises Kubernetes with zero telemetry.
Lightning-fast Server-Sent Events delivering token streams with minimal latency.
Integrate in Minutes. Run with Absolute Grounding.
Connect your applications over a versioned HTTP API, install our official SDKs, or connect IDE assistants through our read-only Model Context Protocol (MCP) server.
Model Context Protocol (MCP) Ready
Connect Claude Desktop, Cursor, and Windsurf to your knowledge base using 3 read-only tools: search, ask, and retrieve evidence.
SSE Streaming Responses
Deliver answers token by token directly to your users with verified citation anchors.
curl -X POST https://app.mithunai.com/api/v1/chat/messages \
-H "Authorization: Bearer mithunai_sk_live_99f2a" \
-H "Content-Type: application/json" \
-d '{
"assistant_id": "asst_arch_docs",
"query": "How is multi-tenant isolation enforced?",
"stream": false
}'Put it where the question gets asked
The same assistant, the same corpus, the same grounding and the same citations, through whichever surface fits — a widget on your own site, a server-to-server API, or an MCP server the tools your engineers already use can connect to.
A widget for your own domain
An embeddable assistant that answers anonymous visitors on your site. A visitor is put through the same authorization pipeline as every other caller, and an embed answers only on the origins you list.
A versioned HTTP API
Every delivered capability is reachable over /arukz/api/v1 by any client that speaks HTTP. Versioned from the first route, so the contract can outlive its first consumer.
A read-only MCP server
Connect an MCP-capable client to your knowledge through three tools that search, list and ask — and none that write. Read-only by construction, scoped to one organisation per call, and authenticated with the same key as every other caller.
White-label without a fork
Each organisation sets its own name, logos, colours and typography, and the widget it serves picks them up. Branding is configuration a customer administrator edits, not a build you maintain a branch of.
Connect what you have already written
Point MITHUNAI at the content your organisation already maintains. It is fetched, extracted, split for retrieval and kept in step with the source — with the progress and the failures both visible rather than only the successes.
Documentation sites, repositories and files
GitHub repositories, websites, sitemaps and uploaded files, behind one connector interface — so adding a kind of source does not change how the rest of the product works.
The formats technical content actually comes in
Markdown, plain text, reStructuredText, source code, HTML, PDF and Word are extracted and chunked for retrieval, so a handbook and a header file both become answerable.
Crawling stays where you put it
Website ingestion is same-origin and sitemap-driven, so connecting one documentation site does not become a crawl of the internet.
Ingestion you can watch and re-run
Each sync reports what was discovered, what was indexed and what failed, and runs on a worker rather than blocking the request that started it.
Boundaries that are enforced, not documented
The platform is built as layered modules with a dependency rule that a linter checks on every change. The foundation layer imports nothing from the layers above it, so the platform core cannot come to depend on the features built on top of it.
The module dependency rule
Each layer may depend only on those listed beside it. The foundation depends on nothing.
experiencedepends onplatform, knowledge, ai, agents, workflowworkflowdepends onplatform, ai, knowledge, agentsagentsdepends onplatform, ai, knowledgeknowledgedepends onplatform, aiaidepends onplatformplatformdepends onnothing
Checked by a linter
The import rule is machine-enforced in continuous integration, not left to review.
Every capability has an API
Each capability is reachable by a client other than our own interface, so the platform is integrable rather than a closed application.
The transport holds no logic
The HTTP layer parses, calls the module that owns the capability, and serialises. There is no behaviour in it that a reviewer would have to find twice.
Deployable where your data has to live
The platform runs as a containerised deployment, so it can be operated in an environment you control rather than only as a hosted service.
Customer Documentation Portal.Answer-First Guides & Interactive APIs.
The complete public customer documentation portal, hosted at docs.mithunai.com. Over 90+ verified guides, OpenAPI 3.1 interactive request runners, and architectural decision records.
Every page begins with the direct answer and reproducible API example before discussing background context.
How Grounded Answers Work
MITHUNAI transforms internal documentation and codebases into an assistant that answers questions with checkable inline citations—and explicitly abstains when the evidence is missing.
100% Answer-First
Every documentation page provides the verifiable answer before explaining underlying implementation theory.
OpenAPI 3.1 Strict Typing
Every request parameter, header, and response schema is verified against the live backend serializer contract.
Read-Only MCP Server
Native Cursor and Claude Desktop tool server allowing local IDEs to query knowledge without mutation risks.
Cryptographic Citations
Every passage returned is SHA-256 fingerprint verified against original AST nodes with checkable line numbers.
Technical questions, answered directly.
Everything an enterprise architect or security officer needs to verify before deploying MithunAI.
Connect your documentation. Give your customers and teams answers they can check.
MITHUNAI is in active development toward its first release. If you are evaluating how your organisation will answer questions from its own knowledge, we would like to hear what you need.