Skip to main content
Glama

Installation

Prerequisites

Postgres + pgvector is required (only storage engine). From a LeanKG checkout:

docker compose up -d postgres   # host :5433

Default URL: postgresql://postgres:postgres@localhost:5433/leankg (override with LEANKG_PG_URL).
One-liners below do not start Postgres — they fail if :5433 is down.

One-liners

# Docker — index + embed + MCP HTTP (Postgres must already be up)
curl -fsSL https://raw.githubusercontent.com/FreePeak/LeanKG/main/scripts/docker-up.sh | bash

# Agent — binary + MCP wiring (cursor | claude | opencode | gemini | kilo | antigravity | docker | update)
curl -fsSL https://raw.githubusercontent.com/FreePeak/LeanKG/main/scripts/install.sh | bash -s -- cursor

Skip cold embed: LEANKG_SKIP_EMBED=1 curl -fsSL …/docker-up.sh | bash

Docker (manual)

docker compose up -d          # Postgres :5433 + MCP :9699
# or MCP only (bring your own PG via LEANKG_PG_URL):
docker run -d --name leankg -p 9699:9699 \
  -e LEANKG_PG_URL=postgresql://postgres:postgres@host.docker.internal:5433/leankg \
  -v "$(pwd):/workspace" freepeak/leankg:latest
curl http://localhost:9699/health

MCP URL: http://localhost:9699/mcp

From source

cargo install leankg
# or: git clone https://github.com/FreePeak/LeanKG.git && cd LeanKG && cargo build --release

Related MCP server: CodeXRay

Get Started

# 1. Postgres (once)
docker compose up -d postgres

# 2. Index your project
leankg setup                 # wire MCP into your agents
cd your-project
leankg init && leankg index ./src && leankg status
leankg impact src/main.rs --depth 3
leankg mcp-stdio --watch     # local agents
leankg mcp-http --port 9699  # HTTP / Docker

Docker MCP: pass container paths as project= (e.g. /workspace), never the host Mac path.

Server-side setup pipeline (clone -> index -> embed)

leankg setup with no flags keeps the legacy client-side behavior (register MCP + hooks). Pass pipeline flags to instead clone a list of repos and index each one server-side:

# Status: print the resolved repo list without running anything
LEANKG_REPOS="github.com/org/repo-a,github.com/org/repo-b" leankg setup --status

# Clone + index + embed each repo under LEANKG_CLONE_ROOT (default: cwd)
LEANKG_REPOS="github.com/org/repo-a,github.com/org/repo-b" \
  LEANKG_GIT_REF=main \
  LEANKG_CLONE_ROOT=/srv/repos \
  leankg setup --clone --index --embed

Repo sources:

  • LEANKG_REPOS — comma-separated host/namespace paths to clone.

  • LEANKG_PROJECT_DIRS — comma-separated dirs already mounted on disk (skips clone; falls back to indexing what exists when no git token is set).

Env knobs: LEANKG_GIT_HOST (default github.com), LEANKG_GIT_REF (default main), LEANKG_CLONE_ROOT / CLONE_ROOT, LEANKG_ENV (default local), git token via GITLAB_TOKEN / GIT_TOKEN / GITHUB_TOKEN. Each cloned repo gets a minimal .leankg/leankg.yaml, then leankg index and leankg embed --wait run inside it. A setup.done marker prevents re-runs.

Set LEANKG_SETUP=1 on leankg mcp-http to run the same pipeline once after the server binds (spawned as a background task; the server stays healthy).

Web UI

UI talks REST (:8080), not MCP (:9699). Start the API, then the Vite app in ui-v2/:

# Terminal A — REST API (+ embedded UI if assets are in src/embed/)
leankg serve --port 8080
# open http://127.0.0.1:8080/

# Terminal B — hot-reload explorer (recommended for local UI work)
cd ui-v2
npm install
npm run dev
# open http://127.0.0.1:5173/?path=src

Vite proxies /api127.0.0.1:8080. Status should show connected.
Details: ui-v2/README.md · docs/web-ui.md


Enterprise Ready

Peers in this space are mostly personal / single-repo. LeanKG is the company platform: shared index, ops graph, and measured agent economics.

Pillar

Ships as

Multi-repo server

Docker MCP :9699 + Postgres/pgvector; LEANKG_PROJECT_DIRS

Env governance

env=, promote_environment, find_env_conflicts

Ops & ownership

get_service_graph, query_incidents, get_team_map

Req ↔ code

index_prd, get_traceability, search_by_requirement

Mega-graph

Frontier-local queries; 100k–700k+ elements

Agent surface

85+ MCP tools (peers typically ~1–17)

Cost

A/B −65% tokens, −85% tool calls, 2.5× vs grep/cat

Capability

LeanKG

GitNexus

Graphify

Codanna

Context7

Multi-repo team deploy

Yes

Partial

Limited

Limited

n/a

Env / incidents / team map

Yes

No

No

No

No

PRD traceability

Yes

No

Partial

No

No

Mega-graph (100k+)

Yes

Partial

Viz capped

Varies

n/a

MCP depth

85+

~17

~10

~5

docs only

Deep dives: ROI vs Graphify · Competitive one-pager · Research matrix


Why LeanKG?

Agents normally rebuild structure with grep → open files → huge context. LeanKG returns a targeted subgraph (callers, dependents, blast radius, tests, docs) plus the team layer (env, services, incidents, requirements) over MCP.

Without

With LeanKG

Many tool calls, large context

Surgical subgraph + TOON (~40% smaller payloads)

No blast radius

Severity-graded impact

Keyword only

Keyword + HNSW semantic + ontology

Single-repo guesswork

Multi-repo index + ops tools


Key Features

  • MCP-native — search, impact, call graphs, ontology, architecture, team knowledge

  • Postgres + pgvector — only storage engine; HNSW semantic search (--features embeddings / Docker)

  • Procedural ontology — hot-reload ontology/workflows.yamlkg_trace_workflow

  • Impact & depsimports, calls, tested_by, http_calls, service_calls

  • Web UI v2 — Force / Tree / Circles explorer (leankg serve + cd ui-v2 && npm run dev)

  • Languages — Rust, Go, C/C++, Java, Kotlin, TS/JS, Python, Ruby*, PHP*, Dart, Swift*, ObjC*, Terraform, CI YAML (*depth varies)


MCP prefer-order

Discover first — do not open with query_graph:

get_overview_contextmcp_statusconcept_searchsemantic_searchsearch_code / find_function → impact / deps / get_context

Question

First tools

Fuzzy / domain NL

concept_searchsemantic_searchsearch_code

Exact symbol / file

find_function / search_code / query_file

How A↔B?

shortest_path

Expand after seeds

query_graph

Catalog: docs/mcp-tools.md · Setup: docs/agentic-instructions.md


CLI

leankg init | index ./src | status | update
leankg impact <file> --depth 3
leankg path <from> <to> | explain <symbol> | graph-query "<q>"
leankg embed --init && leankg embed   # --features embeddings
leankg mcp-stdio --watch | mcp-http --port 9699 | serve --port 8080
leankg ontology sync | ontology trace <workflow>

UI hot-reload: cd ui-v2 && npm install && npm run devhttp://127.0.0.1:5173

Full reference: docs/cli-reference.md


Docs

Doc

Architecture

Design & data model

MCP tools

Tool catalog

CLI

All commands

Benchmarks

Methodology

Embeddings

HNSW / ops

Postgres migration

Engine notes

AGENTS.md

Agent / Docker notes


Troubleshooting

Issue

Fix

High RAM (macOS)

LEANKG_MMAP_SIZE=134217728 — see INSTRUCTION.md

MCP “not initialized” in Docker

Use container project=/workspace, not the host path

Embeddings / cold embed

src/embeddings/EMBEDDINGS.md

Requirements: macOS or Linux · Docker recommended for teams · Rust 1.75+ only when building from source.


Contributing

  1. Fork + feature branch (prefer a worktree)

  2. Update docs when behavior changes

  3. cargo build --release && cargo test

  4. Open a PR with summary + test plan

License

Apache License 2.0

A
license - permissive license
-
quality - not tested
B
maintenance

Maintenance

Maintainers
1dResponse time
1dRelease cycle
67Releases (12mo)
Commit activity
Issues opened vs closed

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Related MCP Servers

View all related MCP servers

Related MCP Connectors

  • End-to-end agent-managed company brain. Docs, diagrams, plans, Knowledge Graph. Lean & affordable.

  • ViridisOS — theorem-backed conservation certification + the unified trust root/mark/toll. Certify pa

  • Salesforce AgentForce knowledge graph — 40 nodes, Einstein Trust Layer, 11x fewer tokens than RAG.

View all MCP Connectors

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/FreePeak/LeanKG'

If you have feedback or need assistance with the MCP directory API, please join our Discord server