Lito Graph vs Context7

Lito Graph and Context7 solve different problems. They’re complementary — use both.

The Core Difference

Context7 is a live docs lookup for third-party libraries. Ask “how do I use React hooks?” and it fetches the latest React docs. It prevents hallucination by giving agents real API signatures.

Lito Graph compiles your own docs into a typed knowledge graph that agents can traverse, plan with, and act on safely. It’s not a search tool — it’s a reasoning layer.

Your agent's toolbox:
├── Context7 MCP      → "How do I use this library?"  (external knowledge)
└── Lito Graph MCP    → "How does our system work?"   (internal knowledge)
    ├── What entities exist?
    ├── What APIs act on them?
    ├── What workflows should I follow?
    └── What guardrails must I respect?

Feature Comparison

Where Each Wins

Context7 is better for:

• Third-party libraries — “How does Express.js routing work?”
• Quick lookups — zero setup, instant results
• Staying current — always fetches the latest published docs
• Breadth — covers thousands of popular libraries

Lito Graph is better for:

• Your own domain — “What entities exist in our platform?”
• Relationships — “What APIs act on the Workspace entity?”
• Multi-step planning — “Walk me through the full onboarding workflow”
• Safety enforcement — “Does this workflow need human approval?”
• Impact analysis — “If I change Workspace, what breaks?”
• Completeness — “Show me everything connected to this entity”
• Privacy — internal docs never leave your machine

Concrete Example

With Context7

Agent: "How do I create a workspace?"
Context7: Returns a docs page about workspace creation
Agent: Reads it, tries to call the API
→ Might miss the preconditions
→ Might not know about the onboarding workflow
→ Doesn't know it needs human approval

With Lito Graph

Agent: "How do I create a workspace?"
→ search("workspace") finds ConceptNode(Workspace)
→ find_apis_for_entity("Workspace") returns 3 APIs with full metadata
→ get_workflow("onboard_new_workspace") returns:
  - 4 ordered steps with linked API details
  - preconditions: user_authenticated, billing_plan_active
  - guardrails: "Never delete existing workspaces"
  - requires_human_approval: true
→ Agent asks for approval before proceeding
→ Executes steps in order, checking preconditions
→ If step fails, follows recovery path

The Bottom Line

Context7 prevents hallucinating API signatures. Lito Graph prevents unsafe actions on your own systems.

Different problems. Complementary solutions. Use both.

When to Use What