CoexistAI

Item: CoexistAI
Rating: 73
Author: M8ven

A modular research assistant framework that enables web, Reddit, YouTube, map, and codebase exploration via MCP and FastAPI, with support for multiple LLMs and embedders.

→ systemforge05/CoexistAI · listed on glama

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// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

🔐

You'll be asked for 4 credentials: ADMIN_TOKEN, LLM_API_KEY, GOOGLE_API_KEY, EMBED_API_KEY

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

🔐 secretADMIN_TOKEN

configCONFIG_PATH

configPORT_NUM_SEARXNG

configPORT_NUM_APP

configHOST_APP— "": "localhost",

configHOST_SEARXNG— "": "localhost",

🔐 secretLLM_API_KEY

🔐 secretGOOGLE_API_KEY— Edit quick_setup.sh to set your real before running (needed if using google models)

🔐 secretEMBED_API_KEY

configLLM_MODEL_NAME

configLLM_TYPE

configLLM_TEMPERATURE

configLLM_MAX_TOKENS

configLLM_TIMEOUT

configLLM_MAX_RETRIES

configEMBEDDING_MODEL_NAME

configEMBED_MODE

configCROSS_ENCODER_NAME

configINFINITY_EMB_PATH

// 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 1 concrete improvement 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/systemforge05-coexistai-1wzb2b)](https://m8ven.ai/mcp/systemforge05-coexistai-1wzb2b)

commit: f1ebdea56481ae9592c82326e8fd3994a5b5976f

code hash: 37cf916294bdd6b64c07e8b7c463b821d85cfc21ed26ed0e6150f0f56cdc0153

verified: 7/22/2026, 8:41:08 AM

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