Bismanpal-Singh opened a new issue, #234:
URL: https://github.com/apache/incubator-resilientdb/issues/234
**Overview**
ResInsight is an ecosystem of tools built as a Model Context Protocol (MCP)
server. It transforms Claude (or any LLM) into a repo-aware copilot that
provides intelligent guidance for understanding, setting up, and navigating
complex codebases, with specific focus on ResilientDB ecosystem and its
projects.
**Motivation**
Modern business applications use complex, interleaved tech stacks that
evolve rapidly. For new or junior developers, onboarding requires significant
time from experienced developers. ResInsight addresses this by:
- Enabling quick functional understanding of codebases without extensive
manual
- code/documentation browsing
- Providing guided installation and setup assistance with minimal expert
intervention
- Offering human-in-the-loop AI guidance for resolving setup blockers
- Supporting private repository access for internal lab projects
- Delivering domain-specific knowledge for ResilientDB ecosystem
**What Makes ResInsight Unique**
Unlike typical LLM developer tools, ResInsight is tool-first, repo-aware,
and domain-specific:
**1. Hybrid FAISS + Knowledge Graph Architecture**
- Combines semantic embedding search with relational file graphs using
NetworkX
- Enables both content understanding and repository structure understanding
- Provides explicit memory and structure rather than generic LLM responses
**2. Deterministic, Reproducible AI**
- All insights pulled from explicit MCP tools, not LLM guesses
- Queries return data from actual GitHub repo state, eliminating
hallucination
- Setup instructions, file summaries, and PR diffs are fact-based
**3. Private Repository Support**
- PAT authentication enables processing internal lab/classroom repos
- Access to repositories that commercial tools (Copilot, Sourcegraph)
cannot reach
**4. Domain-Aware ResilientDB Knowledge Base**
- Categorizes queries (setup, architecture, consensus, apps, benchmarks)
- Returns structured answers using curated ResilientDB (and its
applications) knowledge base
- Specifically designed for ResilientDB ecosystem onboarding
**5. Human-in-the-Loop Guidance**
- Setup tasks remain manual for security/privacy
- AI provides step-by-step guidance, log interpretation, and troubleshooting
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