RecallForge

Local-first MCP server enabling cross-modal search across text, images, documents, video, and audio transcripts. Provides 26 tools for ingesting, searching, and navigating local file systems with a 3-stage pipeline including reranking.

→ brianmeyer/recallforge · 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.

// required environment variables

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

configRECALLFORGE_BACKEND— auto auto, mlx, torch

configRECALLFORGE_MODE— hybrid embed, hybrid

configRECALLFORGE_MLX_QUANTIZE— 4bit 4bit, bf16

configRECALLFORGE_BENCH_CACHE

configRECALLFORGE_STORAGE

configRECALLFORGE_DISABLE_MLX

configFORCE_QWENVL_VIDEO_READER

configRECALLFORGE_STORE_PATH— ~/.recallforge Storage directory

configRECALLFORGE_OVERFETCH_FACTOR

configRECALLFORGE_MAX_CANDIDATES

configRECALLFORGE_RERANK_TOP_K

configRECALLFORGE_MEDIA_RERANK_MIN_RRF_MARGIN

configRECALLFORGE_TRACE

configRECALLFORGE_MCP_MAX_CONCURRENCY

configRECALLFORGE_MAX_FILE_QUERY_READ_BYTES

configRECALLFORGE_BULK_FLUSH_DOCS

configRECALLFORGE_BULK_FLUSH_EMBEDDINGS

configRECALLFORGE_BM25_FALLBACK_MAX_ROWS

// 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 4 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/brianmeyer-recallforge-s5t0rr)](https://m8ven.ai/mcp/brianmeyer-recallforge-s5t0rr)

commit: 07531be36e761b6e7c17461896b8dabbaa075cf3

code hash: 27fcdea60bbbc577b6b9dacbdc61aa1ffe7fb23c29e8736b233ea4ce85ae2d07

verified: 6/23/2026, 10:42:59 AM

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