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HumanMirror Forge

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

Connector by humanmirror.frOfficial · Domain verified by the MCP Registry

IndexedLicense unknownRemote (HTTP)
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Install

Works with Claude Code, VS Code, Cursor, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install connector/humanmirror-fr-forge

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

Remote endpoint

  • https://humanmirror.fr/api/forge/mcp/ Remote (HTTP)

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About

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

Reviews

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No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Permissions

What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.

Tools
2 read · 0 write · 1 delete · 2 not yet classified
Secrets
1 (API keys, tokens or passwords)
Install scripts
Nothing to install (hosted)
Runs as
Hosted (remote endpoint)

Tools by what they do 5

From the running server's own tool list (tools/list) on Oct 25, 2026.

Read 2 · Look things up without changing anything.

  • detect_anomaly
  • score_data_quality

Delete 1 · Delete, drop, revoke or wipe things.

  • dedupe_records

Not yet classified 2 · We could not tell from the name and description.

  • clean_json
  • normalize_entity

Secrets and settings it asks for

Secrets: values you paste in that let it act as you.

  • Authorization

Network hosts it talks to 1

  • humanmirror.fr · found in remote endpoint, install command

Tools (5)

As the server listed them on Oct 25, 2026. Descriptions are the server’s own words; hidden characters are shown as [U+…].

  • clean_json

    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_records

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

  • detect_anomaly

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

  • normalize_entity

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

  • score_data_quality

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

Compare and alternatives

    Featured in

    Signals

    Last release
    Oct 9, 2026 (19 days ago)
    Repository
    Not found on GitHub (deleted or private)

    Details

    Registry name
    fr.humanmirror/forge
    Version
    1.0.1
    Auth
    Bearer token
    License
    License unknown
    Repository
    github.com/VibeMirror-coder/humanmirror
    Website
    humanmirror.fr/forge/
    First seen
    Oct 24, 2026
    Last checked
    Oct 24, 2026
    Source
    Official MCP Registry

    More from humanmirror.fr

    Cite this page

    HumanMirror Forge MCP server. Agent Mart. https://agentmart.dev/connectors/humanmirror-fr-forge (last updated 2026-10-24)