C
Emerging
74/100
14 days ago

Gigabrain

A local-first memory control plane for AI agents, providing auditable recall via MCP with provenance and contradiction handling.

Emerging. No concerning findings. Grades remain capped until the project builds reputation through adoption. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

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

legendaryvibecoder

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.
🔐
You'll be asked for 1 credential: GB_UI_TOKEN
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// 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.
configCODEX_HOME
configGB_ALLOW_NO_AUTH
configGB_SQLITE_BUSY_TIMEOUT_MS
🔐 secretGB_UI_TOKEN
configGIGABRAIN_CONFIG
configGIGABRAIN_CONFIG_PATH
configGIGABRAIN_MEMORY_ROOT
configGIGABRAIN_MODE
configGIGABRAIN_WORKSPACE_ROOT
configGITHUB_REPOSITORY
configHERMES_HOME
configOPENCLAW_CONFIG
configOPENCLAW_WORKSPACE
configOPENCLAW_WORKSPACE_ROOT
configGB_REGISTRY_PATH
configGB_OPENCLAW_CONFIG
configGB_DOCS_PATH
configGB_DOC_INDEX_AGENT
configGB_DOC_INDEX_DEBOUNCE
configGB_DOC_INDEX_TIMEOUT
configGB_DOC_INDEX_LOCK
configGB_GRAPH_PATH
configGB_OUTPUT_DIR
configGB_SURFACE_SUMMARY_PATH
configGB_RECALL_EXPLAIN_URL
configGB_ALLOW_PRIVATE_URLS
configGB_ENABLE_URL_IMPORT
configGB_URL_IMPORT_ALLOWLIST
configGB_ENABLE_API_DOCS
configGB_MAX_PDF_PAGES
configGB_MAX_EXTRACTED_CHARS
configGB_MAX_JSON_BODY_BYTES
configGB_MAX_MULTIPART_BODY_BYTES
configGB_API_RATE_LIMIT_PER_MIN
configGB_API_MAX_RATE_BUCKETS
configGB_UI_SCOPE_TOKENS
// 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

16/16 tools missing one or more hints — gigabrain_recall (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); gigabrain_remember (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); gigabrain_checkpoint (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +13 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.

Tool handlers catch errors

Only 0/16 tool handlers wrap calls in try/catch (0%)

Wrap each tool handler body in try/catch and return a structured error response.

Tests exist

No test files found

Add tests that exercise each declared tool.

Shell command execution

123 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 5 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/legendaryvibecoder-gigabrain-fap135)](https://m8ven.ai/mcp/legendaryvibecoder-gigabrain-fap135)
Shows your grade and updates automatically. Prefer no grade? Append ?variant=verified to the badge URL.
commit: c5a35ae26c180effd6d7ffef1bde4723ef4856aa
code hash: 3c4c91d1bf8f195eb5dca927db5dc7df16bbd8fb39a953ae636a38e11b2723e6
verified: 8/7/2026, 7:46:06 AM
view raw JSON →
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