learn-agent-engineering-from-production (whereissam/learn-agent-engineering-from-production) is an MCP server listed on the M8ven Trust Index. It scores 74 out of 100, grade C. It declares 4 tools. No publisher has claimed this listing.

Emerging

74/100

learn-agent-engineering-from-production

Item: learn-agent-engineering-from-production
Rating: 74
Author: M8ven

Learn agent engineering by reading twelve production agent codebases line by line, rebuilding each mechanism small enough to switch off, and measuring what breaks.

→ whereissam/learn-agent-engineering-from-production · listed on github_repo_search

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

⚡ Live Monitored: not connected

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

⚡ Connect GitHub → continuous verification on every push why connect →

Who stands behind it

whereissam

Source: github_repo_search

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 →

⚡ Connect GitHub for Live Monitored

Install from

GitHub

The grade above is for the source repository. Registries can serve a different version, so we mark the ones we were not able to read.

// 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: GEMINI_API_KEY, OPENAI_API_KEY

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

// tools this server exposes6 tools · 2 behind config

These names and descriptions are the publisher's own, read from the source code. We print them as written. Our assessment is the findings above, not this list.

list_robots

List robots in the fleet, optionally filtered by status.

get_robot

Get one robot's current telemetry snapshot.

schedule_maintenance

Schedule a maintenance window for a robot. Notifies the on-site team.

send_report

Send a report to an internal destination.

create_incident_reportbehind config

Create a full incident report for a robot event.

create_incident_summarybehind config

Create a one-paragraph summary of a robot event.

// 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.

configAFTER_DELTAS

configAGREE

configANSWER

configAUTO_APPROVE

configBLOCK

configBLOCKMOVES

configCAPTURE

configCLEANUP

configCOLLIDE

configCOMPACT_AT

configCOMPAT

configCRASH_AT

configCRASH_BEFORE_JOURNAL

configDEFENCE

configDEMOTE

configDENY_HINT

configDESC

configDISTRACTORS

configFAIL_MODE

configFAKE_DELAY_MS

configFLAT_LIMIT

configFLOOR

🔐 secretGEMINI_API_KEY

configGUARD

configINPUT

configINTERRUPT

configKEY_MODE

configMANDATORY

configMAX_STEPS

configMAX_TOKENS

configMCP_CALL_TIMEOUT_MS

configMCP_CONNECT_TIMEOUT_MS

configMODE

configMODELoverride with PROVIDER=gemini or =gemini-3.5-flash-lite.

configNAIVE

configNAME

configNO_HONESTY

🔐 secretOPENAI_API_KEY

configOVERLAP

configPAYLOAD

configPRICE_INPUT

configPRICE_OUTPUT

configPROVE

configPROVIDERoverride with =gemini or MODEL=gemini-3.5-flash-lite.

configPROVIDER_MODE

configRESOLVE

configRESOLVE_DELAY_MS

configRETRY

configRUNS

configRUN_ID

configSANDBOX

configSEAL

configSERVER_NAME

configTASK

configTIER

configTIGHTEN

configTODAY

Deployment configuration, supplied by whoever hosts the server. Users are not asked for these.

deployPORT

// 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

6/6 tools missing one or more hints — list_robots (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); get_robot (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); schedule_maintenance (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +3 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 test coverage

2/6 tools referenced in tests (33%)

Write tests that reference each tool by name so every tool has at least one test.

Secrets not logged

7 secret values sent to log

Redact or omit secret values from log output.

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/whereissam/learn-agent-engineering-from-production)](https://m8ven.ai/mcp/whereissam/learn-agent-engineering-from-production)

Shows your grade and updates automatically. Prefer no grade? Append ?variant=verified to the badge URL.

commit: 23fdc6b8b4189c1031e11db205eb6d72cd5729c0

code hash: e90d3c713a22fc19bf1ea37857cdb2af69d89dc88559ca7634a45375a7034cb4

view raw JSON →

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