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gograph

by ozgurcdversion 1.7.18i★ –iRuns on your computer
Registry nameio.github.ozgurcd/gograph

Install

Overview

Description from the maker (original English)

Local Go repository call graphs and structural analysis for coding agents over stdio.

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

  • Connection: Runs on your computer
  • Transport: stdio
  • Category: Other

Install

Pick the AI app you use, then copy the settings.

Before you install

  • Basic checks: 1 of 1 passed
  • Runs on your computer with your user’s permissions (files, network, apps).
  • The registry lists no key to fill in.

Which app do you use?

Pick your app above. We remember it, so next time the button says “Install in …”.

Download the maker’s .mcpb file

The link goes to the maker’s own file; we do not host or repackage it. Open the file and Claude Desktop installs it.

Run this in your terminal

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.

Your choice stays on this device in a cookie; no account needed.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account ozgurcd, which owns the repo

  • … Not checked yet

    Still maintained

    We have not read this repo from GitHub yet

  • … Not checked yet

    Has a licence

    We have not read this repo from GitHub yet

  • – Not applicable

    Endpoint responds

    This one runs on your computer; there is no internet endpoint

  • – Not applicable

    Sign-in with OAuth

    Runs on your computer and uses local settings instead

  • … Not checked yet

    No hidden instructions in tool descriptions

    Runs on your computer; we can only read tool lists from internet endpoints

Compared with others in Otheri

  • More stars than 0% of the other 32558 servers in this category
  • Published to the registry more recently than 93% of the other 32558 servers in this category
  • Basic checks equal to or better than 100% of the other 32558 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is gograph safe?

It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).

Is it still maintained?

The GitHub repo last changed –, and the latest version (1.7.18) reached the registry 2 days ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need MCPB on your computer.

What can I use instead?

In the same category: Spec Driven Development, Remote Desktop Commander, FactLot

Alternatives

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Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

Spec Driven Development

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MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.

Runs on your computer★ 440MITUpdated 14 months ago
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Remote Desktop Commander

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Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.

Runs in the cloud★ 211Updated yesterday
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FactLot

by 9mp96ygnbk-alt

Cited CRE facts and deterministic calculators for agents: rent, CAM, debt sizing, IRR, parcel IDs.

Computer or cloudUpdated today
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README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

gograph

Symbol queries accept path/to/file.go:Name, including path/to/file.go:Receiver.Method, or an import-qualified file path when a short name is ambiguous. source prints exact selectors for ambiguous matches. Supported declaration tools and named exceptions are listed in the selector contract. Queries include struct fields; query --no-tests excludes test-file rows. Precise mutation queries recover the type of fields assigned on returned values. Routes retain constant and unresolved path registrations; precise builds resolve constants across packages, including net/http method patterns. tests --transitive --files-only prints unique file paths, matching the files in the MCP transitive report.

Graph-state output and capabilities expose freshness_context: CLI freshness checks use the querying process's Go context, including GOFLAGS; MCP uses its startup context and explicit tags. A context mismatch remains stale, even when source bytes have not changed. No environment values are printed. Precise indexes include package-level constant references in usages and query, including comparisons, switch cases, composite values, and function arguments. Typed enum-like constants retain their declaration identity; local shadows are excluded. query labels these reference sites as usage rows. AST-only graphs do not claim type-resolved constant usages. review uses the same test attribution as context. Rebuild after upgrading.

review --uncommitted includes deleted declarations from changes --git HEAD and explicitly leaves historical callers, tests and risk unevaluated. Other current-graph traversal commands retain their deletion refusal. Builds explain when an enclosing Git repository ignores the requested directory.

Uncommitted plan/review skip blank-identifier declarations such as var _ I = (*T)(nil) during symbol traversal. Review keeps their declaration evidence and names the limit; changes --git HEAD still lists them.

Session audits list invocation errors separately from operational failures and exclude them from compliance scoring. Composability measures the mix of composed and raw query commands; it does not measure answer correctness or token savings.

Give Go coding agents a compiler-aware map for safer refactors.

gograph builds a local structural graph of your Go repository, with optional type-checked CHA/SSA enrichment. Its CLI and MCP workflows help coding agents trace callers and interface implementations, plan change impact, and enforce architecture without embeddings or a hosted code index.

[Explore the interactive no-install demo](https://gograph.identuum.ai/demo/) · [Review the reproducible benchmark](docs/benchmarking.md)

See CLI/MCP query contracts for bounded result pages, snapshot-bound cursors, exact/possible impact, and change-evaluation status.

Companion projects: Scrinium provides repository-owned, evidence-backed knowledge for coding agents, while Rulefloor protects repository-local invariants by binding them to concrete tests and detecting drift. They are independent, optional tools: Scrinium can keep Gograph structural observations and Rulefloor validation results as separate evidence without treating either as proof of unrelated behavior or global project correctness.

Static analysis; no target-code execution. Default indexing parses Go source locally and does not call application services. Linked directories and linked/special files for extensions recognized by go/build are excluded; unrelated regular-file or dangling links with non-Go extensions are not Go tool inputs and do not block precise analysis. Graph-directed source reads remain confined to regular files beneath the analyzed repository, and linked/non-regular Go tool metadata (go.mod, go.sum, go.work, go.work.sum, and vendor/modules.txt) is rejected before toolchain invocation; an explicitly symlinked repository root remains supported. Applicable go.work use members may be sibling modules beneath the nearest real Git checkout; without that boundary they remain confined beneath the workspace directory. Each member directory, go.mod, and optional go.sum is validated before cmd/go starts. Gograph also reads project metadata such as .gitignore, graph/config JSON, and Git state. Indexing asks the installed Go toolchain for the effective build/module context; precise mode additionally performs package type loading, and doc runs go doc. Those operations follow your configured module/cache/network policy. Before repository package loading or go doc, applicable local module/workspace source trees are preflighted for links that cmd/go may inspect; .git and .gograph subtrees are excluded. Session telemetry is local under .gograph/sessions/; nothing is sent to gograph services.

Quick Start

# Install

brew install --cask ozgurcd/tap/gograph

or: go install github.com/ozgurcd/gograph/cmd/gograph@latest

Confirm which installation will run and detect PATH shadowing

gograph doctor --json

Build a type-enriched precise graph, then verify it

gograph build . --precise gograph stats

Optional CI contract: fail when precise enrichment falls back

gograph build . --precise --strict

Optional: prioritize lower heap use on constrained hosts

gograph build . --precise --memory-mode=low --max-memory=1GiB

Optional: include integration-tagged files and tests in this graph

gograph build . --precise --tags=integration

Optional: omit unrelated broken package directories

gograph build . --precise --strict --exclude-dirs=legacy,examples/broken

Start with repository-wide results that require no guessed symbol

gograph summary gograph hotspot --top 5 gograph flow --no-tests

Homebrew and go install install the normal gograph CLI. MCP clients that support MCP Bundles can instead discover the local stdio server in the official MCP Registry as io.github.ozgurcd/gograph. Registry/MCPB installation is a separate distribution path; it does not install the Homebrew cask or configure the Claude Code marketplace plugin. The Registry is currently in preview. See Official MCP Registry and MCPB installation for client support, target selection, and current limitations.

Choose a real function or method shown by summary, hotspot, or gograph complexity, then substitute its name below:

gograph explore "YourSymbol" --compact # low-token discovery, identity/role, and complete evidence counts

gograph explore "YourSymbol" # standard source + callers/callees + tests + exact identity impact gograph explore "YourSymbol" --deep # standard response + depth-3 exact evidence, package context, explanation gograph context "YourSymbol" # source + callers + callees + tests

For compilable repositories, enrich the graph before a major refactor

gograph build . --precise gograph plan "YourSymbol"

Build artifacts are written under the target .gograph/ directory. gograph adds .gograph/ to the enclosing Git repository root .gitignore when available, falls back to the build target .gitignore outside Git, and exits without replacing artifacts if no Go files are found or no source file parses successfully. The update accepts only an absent or regular .gitignore; a repository-provided link is refused and its target is not modified. Go build constraints, explicit comma-separated --tags (or inherited GOFLAGS when the flag is absent), cmd/go package-directory rules, generated sources, module-mode ignore directives, and Git ignores use the same scanner policy for building, freshness checks, and change detection. Linked .go files, linked directories, and other non-regular recognized Go inputs are reported and excluded. Unrelated regular-file and dangling links with non-Go extensions (for example YAML configuration or TSV fixtures) are ignored by Go-tool preflight; linked/non-regular go.mod, go.sum, go.work, go.work.sum, and vendor/modules.txt entries are rejected before gograph or the Go toolchain reads them. Applicable go.work use members may be sibling modules beneath the nearest real Git checkout. Non-Git layouts retain workspace-directory confinement, nested Git boundaries are not crossed, and every member directory, go.mod, and optional go.sum is validated before cmd/go starts. .gograph itself must be a real directory, and graph.json must be a regular repository-confined file. Graphs with a missing or unsupported confinement policy marker must be rebuilt with the current binary before graph-backed commands use them. Older binaries do not enforce this boundary and should not be used to analyze untrusted repositories.

Each indexed source file stores a SHA-256 content digest. Rebuilds reparse all selected files in a changed package together and reuse parser records for unchanged packages; stats reports reused_files and rebuilt_packages. Precise builds reuse that AST work but still recompute repository-wide type/CHA/SSA enrichment so cross-package dispatch remains correct.

Low-memory mode preserves those graph semantics while using more aggressive garbage collection, reclaiming memory between production and test analysis, and avoiding a full JSON copy of the AST graph. --max-memory accepts integer byte sizes such as 1GB or 1GiB and requires --memory-mode=low. It is a soft Go-runtime memory target—not a hard RSS cap—so memory-mapped files, the executable, and Go toolchain subprocesses can make process memory exceed the requested value. Aggressive GC can increase CPU time, and a target that is too low may make the build much slower or fail; Gograph never silently reduces precision to meet it.

Precise fallback continues to exit zero by default for compatibility and is recorded in graph metadata. Add --strict with --precise when fallback must fail CI; Gograph still publishes or retains the diagnostic artifact before returning non-zero.

For precise builds blocked by unrelated directories, see directory exclusions. Use the same --exclude-dirs selection on gograph mcp startup; imported dependencies must still type-check. For symlinked skills, v1.7.2 supports --exclude-dirs=.claude/skills: directory links beneath that real directory are hidden from Go loading, without following their targets. Linked Go inputs and metadata remain protected. See the Codex MCP setup guide for registration and verification.

Machine-readable structural validation

External consumers can validate one closed structural predicate without parsing human CLI output:

gograph version --json

gograph validate --repo /work/project --binding-json '{"schema_version":"gograph.binding.v1","predicate":"symbol_exists","subject":{"language":"go","kind":"symbol","id":"example.com/project/internal/auth::Authorize"},"required_precision":"ast"}' --json

The version and result schemas are gograph.version.v1 and gograph.validation.v1; bindings use gograph.binding.v1. V1 supports only symbol_exists, package_imports, call_edge_exists, and type_implements. Validation is read-only and ne

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