Code Review Graph
Local knowledge graph for Claude Code. Builds a persistent map of the codebase so Claude reads only what matters. 6.8x fewer tokens on reviews and up to 49x on daily coding tasks. 15,924 GitHub stars and 100 commits on main in the last 30 days.
INSTALL THIS SERVER
{
"mcpServers": {
"code-review-graph": {
"command": "npx",
"args": [
"-y",
"code-review-graph"
]
}
}
}
{
"mcpServers": {
"code-review-graph": {
"command": "npx",
"args": [
"-y",
"code-review-graph"
]
}
}
}
{
"mcpServers": {
"code-review-graph": {
"command": "npx",
"args": [
"-y",
"code-review-graph"
]
}
}
}
{
"mcpServers": {
"code-review-graph": {
"command": "npx",
"args": [
"-y",
"code-review-graph"
]
}
}
}
{
"mcpServers": {
"code-review-graph": {
"command": "npx",
"args": [
"-y",
"code-review-graph"
]
}
}
}
6 SELECTED TOOLS
OUR ASSESSMENT
tirth8205/code-review-graph is a token-efficient code context system. Tool surface covers indexing, relevance query, dependency-chain traversal, incremental updates, token-savings estimation, and graph export. Distinct from Repomix (single-file packing) and CodeGraphContext (graph traversal) by emphasising token-cost reduction as the primary metric.
- 15,924 GitHub stars.
- 100 commits on main in the last 30 days.
- MIT license.
- Token-efficiency-first design (6.8x to 49x reduction claim).
- Incremental update keeps graph fresh without full re-index.
- Token-savings figures are author benchmarks; production results vary by codebase shape.
- First indexing run on large repos can take minutes.
- Community-maintained.
Graph stored locally. Indexing reads any file the host process can access; configure exclusions to skip secrets or .env files.
Long-running coding agents with token-budget constraints; PR review flows where the agent reads only changed-and-related files; multi-day refactors where the graph persists across sessions.
TECHNICAL DETAILS
RECORDED ADOPTION METRICS
Saved directory snapshots. Record last checked MAY 9, 2026. The review date above does not refresh these figures.
// Recorded note15,924 stars on tirth8205/code-review-graph. 100 commits on main in the last 30 days.
// Recorded notePairs with Repomix, Serena, CodeGraphContext, OpenSpec, Claude Code MCP for code-context infrastructure. Code Review Graph emphasises token efficiency as the primary metric.
SOURCES & RECORDED CHECKS
These are the directory listings and check details held in this record. Client compatibility, directory listings and installation testing are separate signals. Recorded client names describe the scope of a check; they do not establish a security assessment or a recurring test schedule.
The same server, 4 different lenses. We reconcile these signals into our editorial score, which is why our number sometimes diverges from a directory-aggregate star count.
| Source | Their rating | Their star count | Their downloads | Last synced |
|---|---|---|---|---|
| AutomationSwitch This page | 4.6editorial | 15,924 | — | MAY 9, 2026 |
| PulseMCP | — unrated | unavailable | unavailable | MAY 9, 2026 |
| MCP.so | — unrated | unavailable | unavailable | MAY 9, 2026 |
| Glama | — unrated | unavailable | unavailable | MAY 9, 2026 |
| Smithery | — unrated | unavailable | unavailable | MAY 9, 2026 |
// Counts are directory-reported; we don't adjust them. Discrepancies usually come from different snapshot times or star-caching.
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