50
/ 100
2 days ago
glama

fastcontext-hybrid-mcp

MCP server for context-aware codebase exploration using FastContext model, combining LLM-guided search with fuzzy matching to find relevant code snippets.

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// key findings
⚠️
Tool descriptions don’t match what handlers do
1 tool describes read intent but its handler mutates — list_files (line 349: r = subprocess.run(["rg", "--files", directory, "--glob", pattern], capture_output=True, text=True, )
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
// required environment variables
This server reads these from process.env. You'll be asked to provide them before it can run.
configFASTCONTEXT_WORK_DIR"/path/to/your/project"
configFASTCONTEXT_MODELmodels/FastContext-1.0-4B-RL-Q4_K_M.gguf Model path
configFASTCONTEXT_SERVER"http://127.0.0.1:8080"
configFASTCONTEXT_LLAMA_CPPauto-detected llama-server binary path
configFASTCONTEXT_TRANSPORTstdio MCP transport: stdio, sse, http, streamable-http
configFASTCONTEXT_MCP_HOST0.0.0.0 MCP server bind host (for SSE/HTTP)
configFASTCONTEXT_MCP_PORT8090 MCP server port (for SSE/HTTP)
// full audit trail
The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.
// improvement guidance — verified publishers only
We have 8 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/lyuboslavlyubenov-fastcontext-hybrid-mcp-1e8pw6)](https://m8ven.ai/mcp/lyuboslavlyubenov-fastcontext-hybrid-mcp-1e8pw6)
commit: d5e675982d0810ffce5e7212ff6d533910fb5576
code hash: 5ff44831e3a6853216672cb0038e7e400820c487a67a5115854ceec5e5639801
verified: 6/19/2026, 10:57:02 AM
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