Repository intelligence

jgravelle/jcodemunch-mcp

GitHub

jcodemunch-mcp is the ultimate token-saver for AI-powered code exploration! By leveraging tree-sitter AST parsing, this MCP server lets you dive deep into GitHub repositories without burning through your token budget. Built for developers who want smarter, leaner AI interactions with source code—perfect for code review, refactoring analysis, and understanding unfamiliar codebases fast.

CLOUDM0N decision
Trust FAIL · 25/100
Good fit if

Teams whose requirements match this repository’s core capability.

Watch out for

Review deployment and security evidence before production adoption.

Practical intelligence

What matters before you adopt it

Best for
Teams whose requirements match this repository’s core capability.
Main trade-offs
Review deployment and security evidence before production adoption.
Trust & CVEs

Security evidence without the noise

Trust remains a decision signal; CVEs and scanner evidence explain what is driving the risk.

Security findings
4
CLOUDM0N scanner findings
Critical
1
High
0
Medium
3
Low
0
View trust evidence & security findings
Why this score
No trust rationale was stored for this scan.
CLOUDM0N findings
CRITICAL
Private-key material appears to be committed in executable/config scope. 1 sample match(es) found.
MEDIUM
Dynamic code execution pattern detected. 5 sample match(es) found.
MEDIUM
The project can spawn operating-system processes; review command construction and input handling. 5 sample match(es) found.
MEDIUM
Broad permission or elevated-command pattern detected. 4 sample match(es) found.
Architecture from code15 modules · 0 edges
Structural evidence

Modules and dependency edges extracted from repository code. This is code evidence, not README inference.

Code files
837
Modules
15
Dependency edges
0
Core modules
benchmarks
57 files
cli
1 files
clients
1 files
examples
1 files
mcpb
2 files
munch-bench
13 files
scripts
1 files
speedreview
1 files
src/jcodemunch_mcp
271 files
vscode-extension
2 files
Dependency flow
No dependency edges were extracted.
Detected languages
Python · TypeScript · Go · Rust · PHP · C · C# · C++ · Java · JavaScript · Ruby · Shell
Detected frameworks
LangChain
Architecture evidence details
flowchart TD
    %% jcodemunch-mcp — high-level architecture (DRAFT, refine me)
    n0["benchmarks · 57 files"]
    n1["cli · 1 file"]
    n2["clients · 1 file"]
    n3["examples · examples · 1 file"]
    n4["mcpb · 2 files"]
    n5["munch-bench · 13 files"]
    n6["scripts · scripts · 1 file"]
    n7["speedreview · 1 file"]
    n8["src/jcodemunch_mcp · 271 files"]
    n9["tests · tests · 487 files"]
    n10["vscode-extension · 2 files"]
    class n3 docs
    class n6 infra
    class n9 test
    classDef docs fill:#9d7660,color:#ffffff,stroke:#7c5d4c
    classDef infra fill:#b35c00,color:#ffffff,stroke:#8f4a00
    classDef test fill:#499894,color:#ffffff,stroke:#397975
Agent handoff
Use with any agent
JSON API