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Static code map generator: MAP.md + map.json for any repo, plus a Claude Code /map plugin

Project description

dekko

CI PyPI Downloads Python License: MIT Ruff

dekko is a fast, offline, dependency-free static code map generator and codebase indexer for LLM coding agents. It scans a repository with tree-sitter (no model tokens spent parsing) and writes:

  • MAP.md — a human-readable map: a per-directory overview, an embedded architecture diagram, load-bearing/orchestrator rankings, then every file's functions/methods with signatures, doc lines, and who calls and is called by whom.
  • map.json — the same graph in machine-readable form.

On top of the map, dekko gives an agent a token-cheap way to answer questions like "what does this file contain," "who calls this function," and "what do I need to safely change this" — without reading whole files. It ships as a CLI, a Claude Code /map plugin + MCP server (Model Context Protocol), and works with Cline too.

Why dekko?

Most agent workflows gather context by reading whole files or grepping across a repo — expensive, and it throws away structure (who calls what, what a function's fan-in/fan-out looks like). dekko instead parses the repo once into a call graph and answers targeted questions against it. Measured across 7 real, unmodified open-source repos (Go, TypeScript, Java, Rust, Python/C++ — up to 14k files), dekko's structured queries used 3x–200x fewer tokens than the equivalent Read/Grep workflow for the same task (repo orientation, outlining a large file, tracing a symbol's callers/callees). See benchmarks/real-world-repos/ for the full per-task breakdown and methodology.

Compared to tag-index tools like ctags/gtags, dekko resolves actual call edges (not just definitions), ranks files by load-bearing-ness, and speaks directly to agents over MCP or the CLI — no editor plugin required.

Installation

uv tool install dekko     # or: pip install dekko / pipx install dekko

The default install bundles nine Tier-1 languages (Python, Rust, C, C++, JavaScript, TypeScript/TSX, Go, Java) as offline grammar packages — no network call at parse time. For ~55 additional languages (parsed generically), add the extra:

pip install dekko[all]

Then add the /map command + MCP server to Claude Code:

dekko --claude-install     # restart Claude Code afterward

From a local clone

git clone https://github.com/aahlijia/dekko.git
cd dekko
./install.sh               # installs the CLI and registers the plugin

Uninstall

dekko --claude-uninstall   # remove the /map plugin (and its MCP server)
uv tool uninstall dekko    # or: pip uninstall dekko / pipx uninstall dekko

Quick start

cd my-project
dekko map                  # writes .dekko/MAP.md + .dekko/map.json
dekko summary               # ~40-line digest: dirs, hotspots, entry points

.dekko/ is git-ignored by default; the map regenerates on demand, so you rarely need to run dekko map again by hand.

Core CLI commands

dekko map                            # (re)generate the map
dekko map src                        # ...restricted to a subtree
dekko summary                        # repo digest: dirs, hotspots, entry points
dekko outline src/server.py          # a file's signatures + docs, no bodies
dekko query symbol run_map           # signature card: doc, location, fan-in/out
dekko query callers resolve --sites  # who calls resolve, with call sites
dekko query callees main             # what does main call?
dekko query uses Path                # who references the external name Path?
dekko context run_map --budget 1500  # minimal context pack for an edit
dekko workset                        # one bundle for your current change
dekko affected                       # test files impacted by your changes
dekko diff                           # symbols changed since the map's commit
dekko unused                         # symbols nothing calls (dead-code leads)
dekko export --format html           # interactive single-file browser
dekko status                         # is the map still fresh? (exit 0/1)

Symbol targets accept a bare name, Class.method, or a qualified file.py:name — ambiguous names list their candidates instead of guessing. Every read command takes --json for structured output and regenerates a stale map automatically (--no-regen to fail instead).

Run dekko <command> --help for the full flag list, or see dekko --help for every subcommand (trace, stats, lean, note, ledger, hooks, orient cover more specialized workflows).

Notes

Anchor a durable, committed note to a symbol — it shows up in query symbol and context automatically:

dekko note add resolver.py:resolve "ambiguous calls are marked, never guessed"
dekko note list resolver.py:resolve

Using the Claude Code plugin

/map            # map the whole repository
/map src/       # map a subtree only

dekko --claude-install wires up both the /map command and the MCP server (see below); the plugin just runs the installed dekko CLI, so install the package first.

Using the MCP server

dekko serve --mcp speaks the Model Context Protocol over stdio (newline-delimited JSON-RPC, no SDK dependency), so an agent can ask "who calls X?" with a tool call instead of reading MAP.md. It exposes 13 tools:

Tool Backs
query_symbol signature, doc, fan-in/out, notes
get_callers / get_callees callers/callees, with call sites
find_usages references to an external name
get_context_pack a symbol's neighborhood, budget-capped
outline a file's structure without bodies
workset one bundle for a change (rev or symbol)
summary repo digest
impacted_tests test files impacted by changes
add_note / list_notes symbol-anchored notes
map_status / refresh_map freshness check / regenerate

dekko --claude-install registers this automatically for Claude Code. For a standalone registration: dekko --mcp-install (runs claude mcp add dekko -- dekko serve --mcp).

Note: a running dekko serve --mcp process holds its code in memory for its whole lifetime — restart it after any dekko upgrade or source change, or its output can silently disagree with the CLI.

Cline

dekko --cline-install      # merge dekko into cline_mcp_settings.json
dekko --cline-uninstall    # remove just the dekko entry

Cline has no plugin system, so only the MCP tools are available (no /map-equivalent slash command). See dekko --cline-install --help for scope/config overrides if auto-detection picks the wrong file.

Language support

Tier 1 (full fidelity, offline): Python, Rust, C, C++, JavaScript, TypeScript/TSX, Go, Java. Tier 2 (generic fallback — names and calls, no types): everything else tree-sitter-language-pack supports (Ruby, PHP, C#, Kotlin, Swift, Lua, and more), via pip install dekko[all].

Learn more

  • CHANGELOG.md — per-version history
  • CONTRIBUTING.md — dev setup, testing, releasing
  • benchmarks/ — token-efficiency measurements, including a 7-repo real-world comparison against a plain Read/Grep workflow

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