
KoragraphMCP
The memory layer that gets better as you use it. What broke, why, what depended on what, even the "push this to Wednesday" kind of thing that never makes it…
Install with your AI
Paste into Claude Code, Cursor, or any agent — it reads the repo and wires the tool into your project.
Install and set up KoragraphMCP (mcp-stdio project) into my current project. Found on https://claudeers.com/koragraphmcp Repo: https://github.com/Koragraph/KoragraphMCP Homepage/docs: https://koragraph.in Detected install method: mcp-stdio → claude mcp add koragraphmcp -- npx -y koragraphmcp Category: devtools. Platforms: cli, api, web. Read the repo's README for exact setup and env vars, then install it and wire it into my project. Claudeers Health Verdict: active; community-verified: false. Confirm the source before running anything.
claude mcp add koragraphmcp -- npx -y koragraphmcp
git clone https://github.com/Koragraph/KoragraphMCP
// compatibility
| Platforms | cli, api, web |
|---|---|
| Operating systems | — |
| AI compatibility | claude |
| License | NOASSERTION |
| Pricing | open-source |
| Language | JavaScript |
The ultimate context layer for your AI coding agent.
Completely free. Runs entirely on your machine.
A local knowledge graph of every repo you point it at, plus a memory layer that knows when the code it remembers has changed.
Install
npm install -g koragraphmcp
koragraph ingest /path/to/repo # point it at as many repos as you like
claude mcp add koragraph -s user -- koragraph mcp
koragraph doctor checks the whole chain and prints the exact line for any editor.
Then run KORAINIT in your editor
This is the step that lights up the memory layer, so don't skip it. In your coding agent (Claude Code, Cursor, Windsurf, whatever you use), tell it:
"Read
KORAINIT.mdand follow it."
It imports your existing CLAUDE.md / AGENTS.md into koragraph's memory, anchored to the code
each rule is about, flags any rule that points at code that's already gone, and finishes wiring
koragraph into the session. Run it once per project.
Prefer zero setup? Hand the whole thing to your agent instead. Paste this from the repo you want indexed, and it installs, indexes, wires itself in, and runs KORAINIT for you:
Install koragraph and set it up for this repo, then report back:
1. npm install -g koragraphmcp
2. koragraph ingest .
3. koragraph doctor, then run the `claude mcp add …` line it prints (or wire `koragraph mcp` into
my editor's MCP config).
4. Find KORAINIT.md in the installed package (`npm root -g`, then koragraphmcp/KORAINIT.md) and
follow it: it imports my existing CLAUDE.md / AGENTS.md into memory, verified against the code.
Report: nodes/edges indexed, whether the MCP connected, and KORAINIT's summary.
Works with
One map of everything you've built
Koragraph turns every repo you point it at into one live graph: a resolved structure, with an edge only where there really is one.
- Every service, file, endpoint, and table.
- The real calls between them, resolved against the syntax tree, not guessed by name.
- The edges that cross a repo boundary, where single-repo tools go quiet.
koragraph serve: code (cool nodes) and its memory (gold diamonds), one local page.
A memory that knows when the code changed
Everything your agent learns is saved locally, anchored to the exact declaration, not a line
number. Rename the code and the fact follows; delete it and the fact retires. No CLAUDE.md to
maintain, and it survives every upgrade.
- Failures and their fixes. The fix surfaces before you hit the same wall twice.
- Hazards, rules, corrections. Stated once, honoured every session after.
- The "let's push this to Wednesday." Deferrals and half-finished intent, parked against the code and surfaced the moment you're back.
Measurably the most accurate, scored by the compilers
Every graph is graded by an independent compiler front-end (CPython ast, go/parser, Roslyn,
syn, tsc, Ripper, php-ast, ctags, swiftc), never the tool under test. koragraph wins 34 of
39 language×plane cells, and leads precision on all 39.
Call-graph recall, the hardest plane:
| Language | koragraph | CodeGraph | GitNexus | Graphify |
|---|---|---|---|---|
| JavaScript | 87.6 | 39.4 | 41.9 | 45.1 |
| TypeScript | 70.6 | 55.2 | 50.2 | 44.2 |
| Python | 86.1 | 85.1 | 54.6 | 53.3 |
| Go | 89.1 | 85.0 | 63.8 | 65.3 |
| Java | 86.0 | 73.1 | 68.6 | 53.5 |
| C# | 83.6 | 79.8 | 50.5 | 54.4 |
| PHP | 88.9 | 88.0 | 77.1 | 31.7 |
| Ruby | 51.5 | 41.3 | 28.7 | 40.8 |
| Rust | 68.7 | 76.5 | 48.9 | 47.6 |
Reproduces from test/benchmark: pinned corpus, pinned competitor versions,
pinned oracles. Full breakdown in test/benchmark/REPORT.md.
The tools
Nine MCP tools. Every one returns file:line, never pasted source. Exactly one writes.
| Tool | What it's for |
|---|---|
blast_radius | Run before editing. Everything that depends on this, across repos, and what has no test coverage. |
explore | A symbol or plain English gives you ranked declarations, source, callers, callees. |
search_code | Find a name in the graph, not raw text. |
neighbours | Callers and callees of one symbol. |
changes_with | What has historically shipped together with a symbol. |
file_symbols | Declarations in one file. |
overview | Orient on turn one, across every repo. |
recall | A past failure and its fix, a hazard, an open loop. |
remember | Save a durable, code-anchored fact. The only writer. |
Plus a CLI: ingest, serve, status, doctor, diff, trace, hooks, practice, report.
Languages
c · c++ · c# · go · java · javascript · php · python · ruby · rust · swift ·
typescript / tsx, fully resolved, tree-sitter throughout. Plus experimental kotlin · scala ·
elixir · solidity · vue · zig · objective-c · ocaml · rescript.
License
BUSL-1.1. Free to use, including at work. Converts to Apache-2.0 on the change date.
Built by Akhil Katakam · Ethan Faleiro · [email protected]
// faq
What is KoragraphMCP?
The memory layer that gets better as you use it. What broke, why, what depended on what, even the "push this to Wednesday" kind of thing that never makes it into any doc. No one has to write it down. Anchor your context to your code. when the code moves, so does the memory. works on claude code, cursor, codex. Completely local.. It is open-source on GitHub.
Is KoragraphMCP free to use?
KoragraphMCP is open-source under the NOASSERTION license, so it is free to use.
What category does KoragraphMCP belong to?
KoragraphMCP is listed under devtools in the Claudeers registry of Claude-compatible tools.
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