SkillAgentSearch skills...

novgraph

A knowledge graph engine for codebases that : recorded intent, co-change context, ranked blast radius, architecture context, precise code discovery, continuous history, visible context accounting and freshness awareness.

Install / Use

claude mcp add Novaya-AI -- npx -y github:Novaya-AI/novgraph

If the server publishes to npm under a different name, use that package instead — check the repo README.

About this skill
🔌

MCP Server

Model Context Protocol server

Quality Score

76/100

Supported Platforms

Claude Code
Claude Desktop
Cursor
GitHub Copilot
Windsurf
Cline
OpenAI Codex

Our assessment of novgraph

novgraph scores 76/100 on our quality scale, 101st of 111 Finance & Accounting skills we index.

Its MCP Server is 9.7 KB long, well organised into 14 sections with 6 code examples: a thorough specification that gives an agent plenty to work with.

It has 10 GitHub stars, so there is little community track record yet; judge it on its content.

Substance
29/30
Structure
20/20
Description
15/15
Adoption
4/20
Freshness
15/15

Maintenance, license and trust

  • The repository was last updated 9 days ago, so novgraph is actively maintained.
  • It is released under the Apache-2.0 license, a permissive license that allows use, modification and commercial use with attribution.
  • Its trust signals score 97/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.

novgraph compared with similar skills

All 4 of these similar skills score higher than novgraph; compare them before choosing.

SkillScoreStarsUpdatedFormat
novgraph (this skill)by Novaya-AI76109d agoMCP Server
Agent-Reachby Panniantong10091.8k20d agoCLAUDE.md
headroomby headroomlabs-ai10074.5ktodayCLAUDE.md
CowAgentby zhayujie10047.2ktodayCLAUDE.md
Scraplingby D4Vinci10085.8k1d agoMCP Server

Frequently asked questions

How do I install novgraph?
Run claude mcp add Novaya-AI -- npx -y github:Novaya-AI/novgraph. The install tabs above show the steps for each supported agent.
Which AI agents does novgraph work with?
It is written for Claude Code, Claude Desktop, Cursor, GitHub Copilot, Windsurf, Cline and OpenAI Codex, as a MCP Server file. Other agents that read the same format can often use it too.
Is novgraph safe to use?
It is Apache-2.0-licensed and scores 97/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is novgraph still maintained?
The repository was last updated 9 days ago, so novgraph is actively maintained.

novgraph

A live knowledge graph of your codebase, queried by coding agents.

PyPI Python License CI

Command-line client for Novgraph, Novaya's proprietary hosted code knowledge graph. Coding agents query it over MCP or the shell for repository context that source search alone does not preserve: recorded intent, code that tends to evolve together, ranked change impact, and architecture context.

Live 0.1.7 sample: 96.04% to 99.81% smaller than complete cited-file reads on six measurable retrieval calls. These are directional product telemetry, not provider billing or a universal result against grep. Read the benchmark report.

This repository is the client only — auth, agent detection, MCP registration and request transport. Python 3.11+, standard library, no dependencies, no engine. In Hosted mode, indexing, storage and retrieval run on Novaya's servers.

uv tool install novaya      # the PyPI package is `novaya`
novgraph install <KEY>      # generate a key at https://app.trynovaya.com

Sovereign setup in development uses the same client: novgraph install sovereign inside your checkout. It reuses your saved account key or prompts with hidden input, indexes locally and installs the same agent skills and MCP tools. The private local runtime is distributed separately and is not included in this public client wheel. Automatic runtime delivery is still pending; this command currently requires a running or importable private runtime. The released flow will use uv tool install novaya followed by this single setup command. Hosted setup remains novgraph install <KEY>.

install detects every supported agent on the machine, registers the MCP server, writes a pointer into each agent's instruction file, adds a /novgraph command, resolves which indexed codebase this checkout is, and verifies each step. novgraph doctor re-runs those checks with an exit code.


What problem it solves

A coding agent starts each session with no memory of the repository. To answer "what does this touch", it greps, opens files, and reconstructs context that it loses at the end of the session. Source search is useful for current text, but it does not preserve the intent behind decisions or provide a repository-wide view of relationships and change impact.

Novgraph gives the agent that context directly. A query returns a focused answer and reports its estimated size against the complete files it cites:

◆ Novgraph · saved you an estimated ~191k tokens · ~622k this session
  traced what changes with src/auth/session.py · vs reading the 12 files it cites

The API reports the estimated response size beside the estimated size of the complete files that answer cites. In the published 0.1.7 sample, measurable answers ranged from 96.04% to 99.81% smaller than those complete files. Minimal local grep was cheaper for a simple symbol location; Novgraph became smaller when the task required contextual relationship inspection. The full results, paired commands, latency, raw summaries and failed ask case are in the benchmark report.

What Novgraph provides

Each repository gets a maintained knowledge graph designed for coding-agent questions. It can locate code, recall recorded decisions, identify related areas, rank likely change impact, and summarize architecture. Results include evidence and freshness information so the agent knows when to verify the current working tree.

Language coverage includes Python, JavaScript, TypeScript, Go, Rust, Java and C. The hosted service maintains the graph as the repository evolves.

Features

  • Recorded intent
  • Co-change context
  • Ranked blast radius
  • Architecture context
  • Precise code discovery
  • Continuous history
  • Visible context accounting
  • Freshness awareness

Knowledge graph vs. the alternatives

| | grep + file reads | static code graph | novgraph | | --- | --- | --- | --- | | Symbols, calls, imports | manual | yes | yes | | Commit intent | no | no | yes | | Code that tends to evolve together | manual | no | yes | | Ranked change impact with evidence | manual | partial | yes | | Precise identifier discovery | yes | partial | yes | | Context preserved as code evolves | n/a | no | yes | | Freshness reported | current text | depends on tool | yes | | Token cost reported | no | no | approximate response vs complete cited-file size | | Runs on your machine | yes | yes | no |

Commands

Setup

novgraph install <KEY>     set up this machine and repository, then verify
novgraph install sovereign  select local setup (matching private runtime required)
novgraph install -         read the key from stdin
novgraph doctor            re-run every check; non-zero exit on failure
novgraph doctor --json     same, machine-readable
novgraph doctor --quick    skip the MCP handshake and graph read
novgraph wire <agent>      set up one agent (claude-code, codex, cursor, ...)
novgraph adapters          list supported agents and what each one needs
novgraph key <KEY>         replace this machine's key
novgraph upgrade           update the client, then re-sync every bound repo
novgraph uninstall         remove every entry and file it wrote

Querying the graph

Each verb works in any terminal inside a bound repository, and is also exposed as an MCP tool to agents.

novgraph summary                    what this project is
novgraph overview                   computed architecture
novgraph search <query>             locate code by concept or exact name
novgraph why <path>                 recorded reasoning behind a file
novgraph connections <path>         imports, callers, co-change
novgraph impact <path>              what breaks, most certain first
novgraph recent [limit]             recent commits and their intent
novgraph ask "<question>"           a briefing composed from several reads
novgraph record-why "<why>" --intent "..." --reasoning "..." --commit <sha>
novgraph codebases                  which repositories this key can read
novgraph call <tool> --json '{...}' any tool, including newer than this client

Agent workflows

install writes a /novgraph command into each agent that supports one:

/novgraph review          checks the current diff against co-change history
/novgraph brief <task>    files, constraints, blast radius, a plan
/novgraph impact <file>   what breaks, most certain first
/novgraph debug <error>   ranked causes, each with evidence and a check
/novgraph record          write a commit's reasoning back to the graph
/novgraph onboard [area]  guided tour of an unfamiliar codebase
/novgraph summary         the codebase at its latest indexed commit
/novgraph savings         measured token savings for this session

Codex has skills rather than slash commands, so there it is $novgraph.

What it writes

| Agent | MCP registration | Instruction file | Command file | | --- | --- | --- | --- | | Claude Code | ~/.claude.json | CLAUDE.md | .claude/skills/novgraph/SKILL.md | | Codex | ~/.codex/config.toml | AGENTS.md | .agents/skills/novgraph/SKILL.md | | Cursor | ~/.cursor/mcp.json | AGENTS.md | .agents/skills/novgraph/SKILL.md | | GitHub Copilot | VS Code mcp.json | .github/copilot-instructions.md | .github/prompts/novgraph.prompt.md | | Gemini CLI | ~/.gemini/settings.json | GEMINI.md | .gemini/commands/novgraph.toml | | Windsurf | ~/.codeium/windsurf/mcp_config.json | AGENTS.md | .windsurf/workflows/novgraph.md | | Cline | cline_mcp_settings.json | AGENTS.md | .clinerules/workflows/novgraph.md | | OpenCode | ~/.config/opencode/opencode.json | AGENTS.md | .opencode/commands/novgraph.md |

Plus .novgraph/rules.md, .novgraph/skills.md and .novgraph/blueprint.md in the repository — generated, safe to commit.

Every edit is one named MCP entry and one marked block, added by read-modify-write. A config file that cannot be parsed is left byte-for-byte unchanged and reported. novgraph uninstall removes exactly what was written.

Key handling and data

  • The key is stored in the OS credential store: Windows DPAPI, macOS Keychain, libsecret via secret-tool, or a 0600 file. It is never written to the repository, an agent config, or a log.
  • NOVGRAPH_API_KEY overrides the store when set — for CI. NOVGRAPH_API_BASE overrides the endpoint.
  • Requests carry the key, the query, and a per-session id. File contents are not sent. The hosted graph holds paths, symbol names, relationships, counts and recorded reasoning.
  • Indexing reads the repository through your GitHub or GitLab grant on the server side; the client never uploads source.

Requirements

  • Python 3.11 or newer. No third-party packages.
  • A repository indexed by Novgraph — connect it at app.trynovaya.com.
  • For the MCP path, an agent that speaks MCP over stdio. The shell verbs work anywhere.

Development

python -m pytest -q          # 80 tests, no network, no dependencies

Adding an agent is one module in novaya/adapters/ plus an entry in ADAPTERS; there are eight to copy from. See CONTRIBUTING.md. Report vulnerabilities privately per SECURITY.md.

License

Apache-2.0 for this client. The hosted service it queries is proprietary.

Related Skills

View on GitHub
GitHub Stars10
CategoryFinance
Updated9d ago
Forks1

Languages

Python

Trust signals

97/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

1 info