RecallForge (brianmeyer/recallforge) is an MCP server listed on the M8ven Trust Index. It scores 73 out of 100, grade C. It declares 26 tools. No publisher has claimed this listing.

C
Limited view
73/100
2 months ago

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.

Limited view. Automated analysis covers part of this stack. Findings reflect what we verified. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

Limited view: static analysis for Python is partially covered.

How we verified

Code Verified⚡ Live Monitored: not connected

Verified is a snapshot. Live keeps it current, and builds your track record.

⚡ Connect GitHub → continuous verification on every pushwhy connect →

Who stands behind it

brianmeyer

Source: Glama

Is this your MCP?

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. Or connect your repo for our deepest verification, Live Monitored: read-only, revoke anytime. What we access →

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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.
// environment variables
To run this server yourself, you supply these values. They go in your own MCP client configuration and stay on your machine. The secret label means the value is sensitive, not that the server mishandles it.
configRECALLFORGE_BACKENDauto auto, mlx, torch
configRECALLFORGE_MODEhybrid embed, hybrid
configRECALLFORGE_MLX_QUANTIZE4bit 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
// quality suggestions

Tool annotations

No tools have read-only/destructive annotations

Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.

All four hints declared on every tool

26/26 tools missing one or more hints — search (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); search_fts (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); search_vec (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +23 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.

For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.

Tests exist

No test files found

Add tests that exercise each declared tool.

Shell command execution

3 child_process calls — runs shell commands

Prefer library functions over shell-outs. If you must shell out, ensure all inputs are properly escaped.

Claim the listing to review these findings one by one and send us a correction where you disagree, straight to the team. Claiming also means we tell you when the grade moves, and reach you first if we find anything urgent.

// full audit trail
The findings above are the summary. The full trail, every check we ran, each deduction, the network hosts observed and the dependency advisories, goes to verified publishers, along with an alert whenever a new one lands. Verified publishers can also review each finding and dispute it in one click. Publisher corrections have sharpened several of our checks this month, because the maintainer knows the codebase better than any scanner.
// 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)
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commit: 07531be36e761b6e7c17461896b8dabbaa075cf3
code hash: 27fcdea60bbbc577b6b9dacbdc61aa1ffe7fb23c29e8736b233ea4ce85ae2d07
verified: 6/23/2026, 10:42:59 AM
view raw JSON →
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