Mmcp.market

HumanMirror Forge MCP server

by humanmirror.fr·fr.humanmirror/forge·v1.0.0

Five deterministic micro-tools for AI-agent data pipelines: clean, dedupe, normalize, score, detect.

C67/100grade C
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Safety scan
C67/100

full report

Adoption
New

Little public usage data yet

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If you have run it, two minutes of your experience saves the next person an afternoon.

HumanMirror Forge tools (5, 1 write)

write = sends, deletes, buys or posts
  • clean_jsonFree

    Normalize JSON deterministically: trim strings, normalize object keys, optionally remove empty values, and sort keys for stable downstream processing. One successful call consumes 1 HumanMirror Forge credit.

  • dedupe_recordswrite actionFree

    Remove duplicate JSON records using exact canonical matching or selected key fields. One successful call consumes 1 HumanMirror Forge credit.

  • detect_anomalyFree

    Detect numeric outliers using IQR and robust summary statistics, returning machine-readable anomaly positions. One successful call consumes 1 HumanMirror Forge credit.

  • normalize_entityFree

    Normalize entity names, domains, URLs and emails into stable machine-readable canonical values. One successful call consumes 1 HumanMirror Forge credit.

  • score_data_qualityFree

    Score record-array data quality using completeness, duplicate rate and field type consistency. One successful call consumes 1 HumanMirror Forge credit.

Public scan report

scanner v0.1.9 · 2026-09-20 · same rubric, same numbers if you re-run it

1 low
  • Code scanremote-only server, no package to scann/a
  • Live reliabilityremote reachable in 1036ms20/20
  • Tool poisoning5 tool descriptions checked15/15
  • Auth qualityAPI key sent as a header8/15
  • Maintenanceno repository listed3/15
  • Maintainer identityverified namespace with website, no repo4/10

Findings (1)

  • lowNo source repository listedmaint.no-repo
Overall 67/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

Install directly

claude mcp add --transport http forge https://humanmirror.fr/api/forge/mcp/
Add to Cursor

HumanMirror Forge: common questions

Is HumanMirror Forge MCP server safe?
With care: it is graded C, so read the findings first (67/100). Read the HumanMirror Forge safety report
How do I install HumanMirror Forge?
It runs remotely at humanmirror.fr. Add it to Claude Code, Claude Desktop or Cursor with the snippets above, or call it through the mcp.market gateway without installing anything.
Does HumanMirror Forge need an API key?
Yes. The registry entry asks for Authorization.
Is HumanMirror Forge maintained?
The latest release is v1.0.0.
Is HumanMirror Forge up?
100% of our last 7 checks got an answer. We check remote servers about four times a day.
What can I use instead of HumanMirror Forge?
Servers from other publishers that do the same job: Dvalincode MCP server, DataSinking MCP server and adrkit decision memory MCP server. Compare all HumanMirror Forge alternatives.

Alternatives to HumanMirror Forge

Same job from other publishers: the closest match first, then the best rated.

All HumanMirror Forge alternatives →
  • Dvalincode
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  • DataSinking
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  • adrkit decision memory
    Deterministic, offline, read-only ADR decision memory for coding agents. No model or network calls.
    A
  • Claudinho
    Live 2026 World Cup scores, fixtures & standings for your AI agent. No keys. Unofficial fan project.
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  • SkillTotal
    Deterministic security scan of MCP servers, agent skills and npm/PyPI packages. Runs locally.
    B

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