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9 days ago

github_topic

pharos

Item: pharos
Rating: 69
Author: M8ven

Pharos — local-first agentic RAG for your team's document library: multi-format ingest, hybrid retrieval, enterprise ACL, dual HTTP + MCP exits.

→ Laurent00TT/pharos · listed on github_topic

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Claim it to get a verified publisher badge, a free copy of our full audit findings, and direct contact for any high-priority issues we find.

Install from

GitHub

M8ven verifies MCPs across every public registry — install directly from whichever one you prefer.

// 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 2 credentials: DEEPSEEK_API_KEY, PHAROS_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.

configPHAROS_EVAL_SRC

configRAG_EVAL_SRC

configPHAROS_EVAL_COLLECTION

configRAG_EVAL_COLLECTION

configPHAROS_EVAL_GEN_MODEL

configPHAROS_LLM_MODEL

configRAG_EVAL_GEN_MODEL

configPHAROS_EVAL_JUDGE_MODEL

configRAG_EVAL_JUDGE_MODEL

🔐 secretDEEPSEEK_API_KEY

configPHAROS_KB_ROOT

configMINERU_REPO

configPHAROS_INFERENCE_URL

configINFERENCE_WARMUP_RETRIES

configINFERENCE_WARMUP_BACKOFF

configINFERENCE_MAX_INFLIGHT

configINFERENCE_HOST

configINFERENCE_PORT

configINFERENCE_VLLM_URL

configINFERENCE_MODEL_PATH

configRERANK_PROXY_URL

configINFERENCE_DEFAULT_INSTRUCTION

configADAPTER_HOST

configADAPTER_PORT

🔐 secretPHAROS_API_KEY— 要在 Claude Code 里用 agentic 模式:把 .mcp.json.example 复制成 .mcp.json(已 gitignore),填上自己的和本机路径,就能拿到 rag 工具(前提是守护进程在跑)。手边没有守护进程时,pharos mcp --direct 也行——它 stdio 直连、自己加载 GPU 模型,不依赖常驻服务。

configPHAROS_KEYS_FILE— keys 设了团队部署(默认) 每个请求凭 X-API-Key 得到独立身份(name + tenant + principals)

configPHAROS_

configRAG_

configPHAROS_INDEX_DIR

configPHAROS_CORPUS_DIR

configPHAROS_DENSE_MODEL_PATH

configPHAROS_RERANK_MODEL_PATH

configPHAROS_GPU_NAME

configPHAROS_HOST— .env 里设 PHAROS_KEYS_FILE=~/pharos.keys.json;要局域网访问再加 =0.0.0.0

configPHAROS_LOG_DIR

configPHAROS_LOG_QUERIES

configPHAROS_SMART_ASK

configPHAROS_LLM_BASE_URL

configPHAROS_LLM_API_KEY_ENV

configPHAROS_URL

configPHAROS_PORT

configPHAROS_MAX_CONTEXT_TOKENS

configRAG_MAX_CONTEXT_TOKENS

// 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 6 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/laurent00tt-pharos-ssu1u2)](https://m8ven.ai/mcp/laurent00tt-pharos-ssu1u2)

commit: 4bbb866905009a7e95f0ab2fa559fd7a1055737e

code hash: fa0a938086e89c83475ad15a27020c6b5cc274bd5118dd7c586f1efc8bb43941

verified: 7/22/2026, 8:40:13 AM

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