---

What's the problem?

Every time an AI coding agent reads a file to answer a question, it consumes thousands of tokens. Most of those tokens are irrelevant to the task. The agent doesn't need 500 lines of a file to know that validateToken takes a string and returns a Promise<User> — but it reads them anyway, because that's all it has.

Multiply that across a debugging session touching 20 files and you've burned 40,000+ tokens on context gathering alone.

SDL-MCP fixes this. It indexes your codebase into a searchable symbol graph and serves precisely the right amount of context through a controlled escalation path. An agent that uses SDL-MCP understands your code better while consuming a fraction of the tokens.

---

How it works — in 30 seconds

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flowchart TD
    Codebase["Your Codebase"]
    Indexer["Indexer<br/>12 languages<br/>Rust native or Tree-sitter fallback"]
    Graph["LadybugDB graph<br/>symbols, edges, metrics, versions"]
    MCP["Current MCP surfaces<br/>33 flat, 6 gateway, 4 Code Mode"]
    CLI["13 CLI commands"]
    HTTP["HTTP API and graph UI"]
    Agent["AI coding agent<br/>Claude Code, Claude Desktop, Cursor, Windsurf, Codex, Gemini"]

    Codebase e1@--> Indexer
    Indexer e2@--> Graph
    Graph e3@--> MCP
    Graph e4@--> CLI
    Graph e5@--> HTTP
    MCP e6@--> Agent

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1. Index once — SDL-MCP parses every symbol in your repo and stores it as a compact metadata record (a "Symbol Card") in a graph database
2. Query efficiently — Agents use MCP tools to search, slice, and retrieve exactly the context they need
3. Escalate only when necessary — A four-rung ladder controls how much code the agent sees, from a 100-token card to full source (with justification required)

---

Prerequisites

• Node.js 24+ is required (download). SDL-MCP uses Node.js features not available in earlier versions. Run node -v to check.

Peer dependency warnings during install? The tree-sitter grammar packages may produce ERESOLVE warnings about peer dependencies. These are harmless — the install succeeds and everything works correctly. Add --legacy-peer-deps to suppress them: npm install -g sdl-mcp --legacy-peer-deps

---

Quick Start

# Install (requires Node.js 24+)
npm install -g sdl-mcp

# Initialize, auto-detect languages, index your repo, and run health checks
sdl-mcp init -y --auto-index

# Start the MCP server for your coding agent
sdl-mcp serve --stdio

Point your MCP client at the server and the agent gains access to SDL-MCP's current configured surface. By default that is exclusive Code Mode; set codeMode.exclusive: false when you want Code Mode plus the regular flat or gateway tools in one session.

npx users: Replace sdl-mcp with npx --yes sdl-mcp@latest in all commands above.

Full Getting Started Guide →

---

The Iris Gate Ladder

The core innovation. Named after the adjustable aperture that controls light flow in optics, the Iris Gate Ladder lets agents dial their context "aperture" from a pinhole to wide-open.

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flowchart TB
    R1["~100 tokens<br/>Rung 1: Symbol Card<br/>Name, signature, summary, dependencies, metrics"]
    R2["~300 tokens<br/>Rung 2: Skeleton IR<br/>Signatures and control flow with bodies elided"]
    R3["~600 tokens<br/>Rung 3: Hot-Path Excerpt<br/>Identifier-focused lines with context"]
    R4["~2,000 tokens<br/>Rung 4: Raw Code Window<br/>Policy-gated full source"]

    R1 e1@--> R2
    R2 e2@--> R3
    R3 e3@--> R4

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Most questions are answered at Rungs 1-2 without ever reading raw code. That's where the token savings come from.

Scenario	Reading the file	Using the Ladder	Savings
"What does parseConfig accept?"	~2,000 tok	~100 tok	20x
"Show me the shape of AuthService"	~4,000 tok	~300 tok	13x
"Where is this.cache set?"	~2,000 tok	~500 tok	4x

Why it matters:

• 4–20x token savings on typical code understanding queries
• Most questions answered at Rungs 1–2 without ever reading raw code
• Controlled escalation prevents agents from over-consuming context
• Policy-gated raw access ensures agents prove they need full source

Iris Gate Ladder Deep Dive →

---

Feature Tour

Symbol Cards — The Atoms of Understanding

Every function, class, interface, type, and variable becomes a Symbol Card: a compact metadata record (~100 tokens) containing everything an agent needs to understand a symbol without reading its code.

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flowchart TB
    Card["Symbol Card: validateToken"]
    Kind["Kind: function (exported)"]
    File["File: src/auth/jwt.ts:42-67"]
    Signature["Signature: (token: string, opts?: ValidateOpts) -> Promise<DecodedToken>"]
    Summary["Summary: validates JWT signature and expiration"]
    Invariants["Invariants: throws on expired token"]
    SideEffects["Side effects: logs to audit trail"]
    Deps["Dependencies: verifySignature, checkExpiry, jsonwebtoken, AuditLogger"]
    Metrics["Metrics: fan-in 12, fan-out 4, churn 3/30d"]
    Context["Context: auth-module, request-pipeline, auth.test.ts"]
    ETag["ETag: a7f3c2..."]

    Card e1@--> Kind
    Kind e2@--> File
    File e3@--> Signature
    Signature e4@--> Summary
    Summary e5@--> Invariants
    Invariants e6@--> SideEffects
    SideEffects e7@--> Deps
    Deps e8@--> Metrics
    Metrics e9@--> Context
    Context e10@--> ETag

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Cards include confidence-scored call resolution (the pass-2 resolver traces imports, aliases, barrel re-exports, and tagged templates to produce accurate dependency edges), community detection (cluster membership), and call-chain tracing (process participation with entry/intermediate/exit roles).

Why it matters:

• ~100 tokens per symbol vs. ~2,000 tokens to read the full file
• Confidence-scored dependency edges trace real call relationships across files
• Community detection and call-chain tracing reveal architectural structure
• ETag-based conditional requests avoid re-fetching unchanged symbols
• Workflow ETag caching now seeds slice.build with knownCardEtags so repeated slice builds can skip unchanged cards

Indexing & Language Support Deep Dive →

---

Graph Slicing — The Right Context for Every Task

Instead of reading files in the same directory, SDL-MCP follows the dependency graph. Starting from symbols relevant to your task, it traverses weighted edges (call: 1.0, config: 0.8, import: 0.6), scores each symbol by relevance, and returns the N most important within a token budget.

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flowchart TD
    Task["Task: Fix the auth middleware"] e1@--> Slice["sdl.slice.build"]
    Slice e2@--> Auth["authenticate"]
    Slice e3@--> Validate["validateToken"]
    Slice e4@--> Config["JwtConfig"]
    Auth e5@--> Hash["hashPassword"]
    Validate e6@--> User["getUserById"]
    Config e7@--> Env["envLoader"]
    Env e8@-. frontier outside budget .-> Frontier["spillover frontier"]

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Slices have handles, leases, refresh (delta-only updates), and spillover (paged overflow). You can also skip the symbol search entirely — pass a taskText string and SDL-MCP auto-discovers the relevant entry symbols.

Why it matters:

• Follows the dependency graph, not directory boundaries, for cross-cutting context
• Weighted edge scoring (call > config > import) prioritizes the most relevant symbols
• Token-budgeted: returns only what fits within your budget (~800 tokens vs. ~16,000 for raw files)
• Natural-language task-text auto-discovers entry symbols — no symbol IDs needed

Graph Slicing Deep Dive →

---

Delta Packs & Blast Radius — Semantic Change Intelligence

git diff tells you what lines changed. SDL-MCP tells you what that change means and who's affected.

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flowchart TD
    Change["Modified validateToken() signature"]
    Sig["signatureDiff<br/>added options?: object"]
    Inv["invariantDiff<br/>added throws on expired"]
    Fx["sideEffectDiff<br/>added logs to audit trail"]
    Blast["Blast radius"]
    A1["authenticate()<br/>distance 1"]
    A2["refreshSession()<br/>distance 1"]
    A3["AuthMiddleware<br/>distance 2"]
    A4["auth.test.ts<br/>re-run recommended"]

    Change e1@--> Sig
    Change e2@--> Inv
    Change e3@--> Fx
    Sig e4@--> Blast
    Inv e5@--> Blast
    Fx e6@--> Blast
    Blast e7@--> A1
    Blast e8@--> A2
    Blast e9@--> A3
    Blast e10@--> A4

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PR risk analysis (sdl.pr.risk.analyze) wraps this into a scored assessment with findings, evidence, and test recommendations. Fan-in trend analysis detects "amplifier" symbols whose growing dependency count means changes ripple further over time.

Why it matters:

• Semantic diffs show what a change means, not just what lines moved
• Ranked blast radius identifies which dependent symbols are most at risk
• Fan-in trend analysis detects "amplifier" symbols whose changes ripple further over time
• PR risk scoring produces actionable findings with test re-run recommendations

Delta & Blast Radius Deep Dive →

---

Live Indexing — Real-Time Code Intelligence

SDL-MCP doesn't wait for you to save. As you type in your editor, buffer updates are pushed to an in-memory overlay store, parsed in the background, and merged with the durable database. Search, cards, and slices reflect your current code, not your last save.

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flowchart LR
    Editor["Editor keystrokes"] e1@--> Push["sdl.buffer.push"]
    Push e2@--> Overlay["Overlay store"]
    Overlay e3@--> Reads["Merged reads<br/>search, cards, slices"]
    Overlay e4@--> Persist["save / idle checkpoint"]
    Persist e5@--> DB["LadybugDB durable graph"]

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Why it matters:

• Search, cards, and slices reflect unsaved editor changes in real time
• No manual re-index needed during active development
• Background AST parsing with in-memory overlay keeps queries fast

Live Indexing Deep Dive →

---

Governance & Policy — Controlled Access

Raw code access (Rung 4) is policy-gated. Agents must provide:

• A reason explaining why they need raw code
• Identifiers they expect to find in the code
• An expected line count within configured limits

Requests that don't meet policy are denied with actionable guidance ("try getHotPath with these identifiers instead"). Every access is audit-logged.

The sandboxed runtime execution tool (sdl.runtime.execute) has its own governance layer: enabled by default, but still guarded by executable allowlisting, CWD jailing, environment scrubbing, concurrency limits, and timeout enforcement. The outputMode parameter ("minimal" | "summary" | "intent") defaults to "minimal" for ~95% token savings, with sdl.runtime.queryOutput enabling on-demand output retrieval when needed.

Why it matters:

• Proof-of-need gating prevents agents from wastefully reading raw code
• Denied requests include actionable next-best-action guidance
• Full audit logging of every code access decision
• Sandboxed runtime with executable allowlisting, CWD jailing, and environment scrubbing

Governance & Policy Deep Dive →

---

Agent Context — Task-Shaped Retrieval

sdl.context is SDL-MCP's task-shaped context engine. Give it a task type (debug, review, implement, explain), a description, and a budget — it selects the right Iris Gate rungs, collects evidence, and returns context tuned to the job. In Code Mode, sdl.context provides the same retrieval surface without dropping into sdl.workflow.

The feedback loop (sdl.agent.feedback) records which symbols were useful and which were missing, improving future slice quality.

For portable exports such as tickets and PR descriptions, use the CLI sdl-mcp summary command. It generates token-bounded context briefings in markdown, JSON, or clipboard format for use outside MCP environments.

Why it matters:

• Task-shaped context retrieval plans the right Iris Gate path within a token budget
• Feedback loop records what was useful/missing, improving future slice quality
• Portable context summaries export findings for use outside MCP environments

Agent Context Deep Dive → · Context Modes →

---

Sandboxed Runtime Execution

Run tests, linters, and scripts through SDL-MCP's governance layer instead of uncontrolled shell access. 16 runtimes (Node.js, Python, Go, Java, Rust, Shell, and more), code-mode or args-mode, smart output summarization with keyword-matched excerpts, and gzip artifact persistence.

Why it matters:

• Run tests, linters, and scripts under governance instead of uncontrolled shell access
• 16 runtimes supported (Node, Python, Go, Java, Rust, Shell, and more)
• Executable allowlisting, CWD jailing, timeout enforcement, and environment scrubbing
• Smart output summarization with keyword-matched excerpts and gzip artifact persistence

Runtime Execution Deep Dive →

---

Development Memories — Cross-Session Knowledge Persistence (Opt-In)

Agents forget everything between sessions. SDL-MCP fixes this with an opt-in graph-backed memory system that lets agents store decisions, bugfix context, and task notes linked directly to the symbols and files they relate to. Memory is disabled by default and must be explicitly enabled in the configuration. When enabled, memories are stored both in the graph database (for fast querying) and as checked-in markdown files (for version control and team sharing).

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flowchart LR
    Session1["Agent session 1<br/>records bugfix memory"] e1@--> Store["sdl.memory.store"]
    Store e2@--> Graph["LadybugDB memory node"]
    Store e3@--> Files[".sdl-memory/bugfixes/<id>.md"]
    Graph e4@--> Link1["MEMORY_OF -> authenticate()"]
    Graph e5@--> Link2["HAS_MEMORY -> repo"]
    Session2["Agent session 2"] e6@--> Surface["sdl.memory.surface"]
    Surface e7@--> Graph
    Graph e8@--> Recall["Relevant memory surfaced<br/>race condition fix in authenticate()"]

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When enabled, memories are automatically surfaced inside graph slices — when an agent builds a slice touching symbols with linked memories, those memories appear alongside the cards. During re-indexing, memories linked to changed symbols are flagged as stale, prompting agents to review and update them. Four MCP tools (store, query, remove, surface) provide full CRUD plus intelligent ranking by confidence, recency, and symbol overlap. Memory tools are only available when memory is enabled in the configuration.

Why it matters:

• Structured knowledge persists across sessions, linked directly to symbols and files
• Opt-in and disabled by default — enable via "memory": { "enabled": true } in config
• When enabled, automatically surfaced inside graph slices when touching related symbols
• Stale memories flagged when linked symbols change during re-indexing
• Dual storage: graph DB for fast querying + markdown files for version control and team sharing

Development Memories Deep Dive →

---

SCIP Integration — Compiler-Grade Cross-References

Tree-sitter gives SDL-MCP fast, syntax-level symbol extraction across the supported TypeScript/JavaScript, Python, Go, Java, C#, C/C++, PHP, Rust, Kotlin, and Shell surface. SCIP (Source Code Intelligence Protocol) supplements this with compiler-grade cross-references from tools like scip-typescript, scip-go, and rust-analyzer. Generate a .scip index file, point SDL-MCP at it, and heuristic edges are upgraded to exact compiler-verified edges, external dependency symbols become first-class graph nodes, and new implements edges reveal interface/trait relationships that syntax analysis cannot discover.

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flowchart LR
    Compiler["Compiler / Type Checker"] e1@--> SCIP[".scip index file"]
    SCIP e2@--> Ingest["sdl.scip.ingest"]
    Ingest e3@--> Upgrade["Heuristic edges → exact edges"]
    Ingest e4@--> External["External dependency nodes"]
    Ingest e5@--> Implements["implements edges"]

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Why it matters:

• Upgrades heuristic call resolution to compiler-verified exact edges (confidence 0.95)
• External dependencies (npm packages, Go modules, crate deps) become searchable graph nodes
• Interface/trait implementations tracked via implements edges
• Auto-ingest on sdl.index.refresh keeps SCIP data current with zero manual steps
• Complementary: tree-sitter provides structure, SCIP provides semantic precision

SCIP Integration Deep Dive →

---

CLI Tool Access — No MCP Server Required

Access 30 SDL-MCP action aliases directly from the command line with sdl-mcp tool. No MCP server, transport, or SDK is required.

# Search for symbols
sdl-mcp tool symbol.search --query "handleAuth" --output-format pretty

# Build a task-scoped slice
sdl-mcp tool slice.build --task-text "debug auth flow" --max-cards 50

# Pipe JSON args, chain commands
echo '{"repoId":"my-repo"}' | sdl-mcp tool symbol.search --query "auth"

Features include typed argument coercion (string, number, boolean, string[], json), budget flag merging, stdin JSON piping with CLI-flags-win precedence, auto-resolved repoId from cwd, four output formats (json, json-compact, pretty, table), typo suggestions, and per-action --help. The CLI dispatches through the same gateway router and Zod schemas as the MCP server — identical code paths, identical validation.

Why it matters:

• 30 direct action aliases accessible from any terminal — no server, transport, or SDK required
• Same code paths and Zod validation as the MCP server — identical behavior
• Four output formats (json, json-compact, pretty, table) for scripting and CI pipelines
• Auto-resolves repoId from cwd, supports stdin JSON piping and per-action --help

CLI Tool Access Deep Dive →

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Tool Gateway — Compact Tool Registration

The tool gateway projects the 30 gateway-routable SDL actions into 4 namespace-scoped tools (sdl.query, sdl.code, sdl.repo, sdl.agent), reducing tools/list overhead from the full flat schema surface to a compact gateway surface.

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flowchart LR
    Before["Flat mode<br/>33 tools<br/>2 universal + 31 flat"] e1@--> After["Gateway mode<br/>6 tools<br/>2 universal + 4 gateway"]
    After e2@--> Savings["Smaller tools/list payload<br/>lower agent startup overhead"]

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Each gateway tool accepts an action discriminator field (e.g., { action: "symbol.search", repoId: "x", query: "auth" }) and routes to the same handlers with double Zod validation. Thin wire schemas in tools/list keep the registration compact while full validation happens server-side. The flat-only sdl.file.write action remains outside gateway mode today.

Why it matters:

• Large reduction in tools/list overhead for gateway-first agents
• 30 gateway-routable actions consolidated into 4 namespace-scoped tools for simpler agent selection
• Fewer tool choices means faster and more accurate tool dispatch by the agent
• Choose Code Mode for task-shaped retrieval first; opt out of exclusive Code Mode when you also need regular flat or gateway tools

Tool Gateway Deep Dive →

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Current Tool Surface at a Glance

Mode	Tool count	Composition
Flat	33	2 universal + 31 flat tools
Gateway	6	2 universal + 4 gateway tools
Gateway + legacy	37	2 universal + 4 gateway + 31 flat tools
Code Mode exclusive	4	sdl.action.search, sdl.context, sdl.manual, sdl.workflow

The generated source of truth is docs/generated/tool-inventory.md.

Category	Tool	One-Line Description
Repository	sdl.repo.register	Register a codebase for indexing
	sdl.repo.status	Health, versions, watcher, prefetch, live-index stats
	sdl.repo.overview	Codebase summary: stats, directories, hotspots, clusters, with conditional ETag fetch support
	sdl.index.refresh	Trigger full or incremental re-indexing
Live Buffer	sdl.buffer.push	Push unsaved editor content for real-time indexing
	sdl.buffer.checkpoint	Force-write pending buffers to the durable database
	sdl.buffer.status	Live indexing diagnostics and queue depth
Symbols	sdl.symbol.search	Search symbols by name (with optional semantic reranking)
	sdl.symbol.getCard	Get one card or batch-fetch up to 100 cards with ETag-based conditional support
Slices	sdl.slice.build	Build a task-scoped dependency subgraph
	sdl.slice.refresh	Delta-only update of an existing slice
	sdl.slice.spillover.get	Page through overflow symbols beyond the budget
Code Access	sdl.code.getSkeleton	Signatures + control flow, bodies elided, with conditional ETag fetch support
	sdl.code.getHotPath	Lines matching specific identifiers + context, with conditional ETag fetch support
	sdl.code.needWindow	Full source code (policy-gated, requires justification)
Deltas	sdl.delta.get	Semantic diff + blast radius between versions
Policy	sdl.policy.get	Read current gating policy
	sdl.policy.set	Update line/token limits and identifier requirements
Risk	sdl.pr.risk.analyze	Scored PR risk with findings and test recommendations
Agent	sdl.agent.feedback	Record which symbols were useful or missing
	sdl.agent.feedback.query	Query aggregated feedback statistics
Runtime	sdl.runtime.execute	Sandboxed subprocess execution with outputMode (minimal/summary/intent)
	sdl.runtime.queryOutput	On-demand retrieval and keyword search of stored output artifacts
Memory	sdl.memory.store	Store or update a development memory with symbol/file links
	sdl.memory.query	Search memories by text, type, tags, or linked symbols
	sdl.memory.remove	Soft-delete a memory from graph and optionally from disk
	sdl.memory.surface	Auto-surface relevant memories for a task context
Code Mode	sdl.context	Code Mode task-shaped context retrieval for explain/debug/review/implement work
	sdl.workflow	Multi-step operations with budget tracking, ETag caching, and transforms
	sdl.manual	Self-documentation — query usage guide, action schemas, output format reference
SCIP	sdl.scip.ingest	Ingest a pre-built SCIP index for compiler-grade cross-references (with dry-run support)
File	sdl.file.read	Read non-indexed files (configs, docs, templates) with line-range, search, or JSON-path modes
	sdl.file.write	Policy-aware write helper for non-indexed files and templates
Meta	sdl.info	Runtime diagnostics — version, Node.js, platform, database, config paths
	sdl.usage.stats	Session and lifetime token savings statistics
	sdl.action.search	Search SDL action catalog to discover the right tool for a task

Complete MCP Tools Reference (detailed parameters & responses) →

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CLI Commands

Command	Description
sdl-mcp init	Bootstrap config, detect repo/languages, optionally auto-index
sdl-mcp doctor	Validate runtime, config, DB, grammars, repo access
sdl-mcp index	Index repositories (with optional --watch mode)
sdl-mcp serve	Start MCP server (--stdio or --http)
sdl-mcp tool	Access 30 direct action aliases (docs)
sdl-mcp info	Runtime diagnostics — version, Node.js, platform, database, config
sdl-mcp summary	Generate copy/paste context summaries from the CLI
sdl-mcp health	Compute composite health score with badge/JSON output
sdl-mcp benchmark	Run CI regression benchmarks
sdl-mcp export	Export sync artifact
sdl-mcp import	Import sync artifact
sdl-mcp pull	Pull by version/commit with fallback
sdl-mcp version	Show version and environment info

CLI Reference → · Configuration Reference →

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Compatible With

SDL-MCP works with any MCP-compatible client:

Client	Transport	Setup
Claude Code	stdio	sdl-mcp init --client claude-code
Claude Desktop	stdio	sdl-mcp init --client claude-code
Cursor	stdio	Standard MCP server config
Windsurf	stdio	Standard MCP server config
Codex CLI	stdio	sdl-mcp init --client codex
Gemini CLI	stdio	sdl-mcp init --client gemini
OpenCode	stdio	sdl-mcp init --client opencode
Any MCP client	stdio / http	sdl-mcp serve --stdio or --http

A VSCode extension (sdl-mcp-vscode/) provides live buffer integration for real-time indexing of unsaved edits.

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Tech Stack

Component	Technology
Runtime	Node.js 24+ / TypeScript 5.9+ (strict ESM)
Graph Database	LadybugDB (embedded, single-file)
Indexer (default)	Rust via napi-rs (multi-threaded)
Indexer (fallback)	tree-sitter + tree-sitter-typescript
MCP SDK	@modelcontextprotocol/sdk
Validation	Zod schemas for all payloads
Transports	stdio (agents) · HTTP (dev/network)

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System Architecture

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flowchart TD
    Clients["MCP clients<br/>Claude Code, Claude Desktop, Cursor, Windsurf, Codex, Gemini"]
    Gateway["Tool gateway<br/>sdl.query, sdl.code, sdl.repo, sdl.agent"]
    Flat["Flat tools and optional code-mode surfaces"]
    Policy["Policy engine<br/>proof-of-need, budgets, audit logging"]
    Graph["LadybugDB graph<br/>symbols, edges, files, versions, memories"]
    Indexer["Indexer pipeline<br/>Rust native or Tree-sitter fallback<br/>pass 1, pass 2, semantic enrichment"]

    Clients e1@--> Gateway
    Clients e2@--> Flat
    Gateway e3@--> Policy
    Flat e4@--> Policy
    Policy e5@--> Graph
    Indexer e6@--> Graph

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Full Architecture Documentation →

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Documentation

Document	Description
Getting Started	Installation, 5-minute setup, MCP client config
MCP Tools Reference	Detailed docs for the current flat, gateway, and Code Mode surfaces
CLI Reference	All CLI commands and options
Configuration Reference	Every config option with defaults and guidance
Agent Workflows	Workflow instructions for CLAUDE.md / AGENTS.md
Architecture	Tech stack, data flow, component diagram
Iris Gate Ladder	Context escalation methodology
Troubleshooting	Common issues and fixes

Feature Deep Dives

Topic	What You'll Learn
Iris Gate Ladder	Four-rung context escalation with token savings analysis
Graph Slicing	BFS/beam search, edge weights, wire formats, auto-discovery
Delta & Blast Radius	Semantic diffs, ranked impact analysis, PR risk scoring
Live Indexing	Real-time editor buffer integration and overlay architecture
Governance & Policy	Proof-of-need gating, audit logging, runtime sandboxing
Agent Context	Task-shaped context retrieval, feedback loops, portable context summaries
Context Modes	Precise vs broad retrieval, adaptive symbol ranking, benchmark trade-offs
Indexing & Languages	Rust/TS engines, two-pass architecture, 12-language support
Runtime Execution	Sandboxed subprocess execution with governance
CLI Tool Access	Direct CLI access to 30 action aliases, output formats, stdin piping, scripting
Tool Gateway	30 gateway-routable actions, 4 namespace tools, thin schemas, migration guide
Semantic Engine	Pass-2 call resolution, embedding search, LLM summaries, confidence scoring
Semantic Embeddings Setup	Dependencies, model installation, provider configuration, tier-by-tier setup
Code Mode	sdl.context, sdl.workflow, action discovery, manual reference, one-call workflows
Development Memories	Graph-backed cross-session memory, file sync, staleness detection, auto-surfacing
SCIP Integration	Compiler-grade cross-references, external deps, implements edges, auto-ingest
Token Savings Meter	Per-call meter, session summaries, lifetime tracking, sdl.usage.stats

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License

This project is source-available.

• Free Use (Community License): You may use, run, and modify this software for any purpose, including internal business use, under the terms in LICENSE.
• Commercial Distribution / Embedding: You must obtain a commercial license before you sell, license, sublicense, bundle, embed, or distribute this software as part of a for-sale or monetized product. See COMMERCIAL_LICENSE.md.

Questions? Contact gmullins.gkc@gmail.com.