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HumanMirror Forge

R1· needs a key

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

v1.0.1 · active · repository · website · descriptor JSON · versions

An agent can connect on its own if it already holds FORGE_TOKEN.Remote endpoint behind a static API key or header. The registry never sees the value; the agent fills the placeholder.
Quality79good
Trust92of 100
Uptime, 30 days99%
Latency p50302 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "forge": {
      "type": "http",
      "url": "https://humanmirror.fr/api/forge/mcp/",
      "headers": {
        "Authorization": "Bearer ${FORGE_TOKEN}"
      }
    }
  }
}
claude mcp add --transport http forge https://humanmirror.fr/api/forge/mcp/ --header "Authorization: Bearer ${FORGE_TOKEN}"
[mcp_servers.forge]
url = "https://humanmirror.fr/api/forge/mcp/"
bearer_token_env_var = "FORGE_TOKEN"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "forge": {
      "type": "remote",
      "url": "https://humanmirror.fr/api/forge/mcp/",
      "enabled": true,
      "headers": {
        "Authorization": "Bearer {env:FORGE_TOKEN}"
      }
    }
  }
}
{
  "mcpServers": {
    "forge": {
      "type": "http",
      "url": "https://humanmirror.fr/api/forge/mcp/",
      "headers": {
        "Authorization": "Bearer ${FORGE_TOKEN}"
      }
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=forge&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vaHVtYW5taXJyb3IuZnIvYXBpL2ZvcmdlL21jcC8iLCJoZWFkZXJzIjp7IkF1dGhvcml6YXRpb24iOiJCZWFyZXIgJHtGT1JHRV9UT0tFTn0ifX0%3D"
}
{
  "servers": {
    "forge": {
      "type": "http",
      "url": "https://humanmirror.fr/api/forge/mcp/",
      "headers": {
        "Authorization": "Bearer ${FORGE_TOKEN}"
      }
    }
  }
}
{
  "mcpServers": {
    "forge": {
      "httpUrl": "https://humanmirror.fr/api/forge/mcp/",
      "headers": {
        "Authorization": "Bearer ${FORGE_TOKEN}"
      }
    }
  }
}
extensions:
  "forge":
    enabled: true
    name: "forge"
    type: streamable_http
    uri: "https://humanmirror.fr/api/forge/mcp/"
    headers:
      "Authorization": "Bearer ${FORGE_TOKEN}"
    timeout: 300

Placeholders to fill from your own secret store: ${FORGE_TOKEN}. The registry never accepts secret values.

Quality 79 / 100good

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-06-18; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene71 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • fail
    tools.annotationsno tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: clean_json (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); dedupe_records (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); normalize_entity (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
  • pass
    tools.token_costabout 521 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability100 · weight 15
  • pass
    stability.changesno tool changes in 30 days
  • pass
    stability.rug_pullno tool changed its meaning under the same name
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

5 tools, about 521 tokens to load them all · tool set 9af8512da244 · checked 2026-10-20 10:03 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 92 / 100

duplicate-repo
provenance85
liveness100
freshness100
hygiene80

+repository +dns-namespace +website +reachable +uptime-99% +updated-11d-ago -duplicate-repo(8 names)

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://humanmirror.fr/api/forge/mcp/ streamable-httpapi_key ${FORGE_TOKEN}yes99%302 ms2025-06-182026-10-20

Tools (5)

clean_jsonNormalize 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_recordsRemove duplicate JSON records using exact canonical matching or selected key fields. One successful call consumes 1 HumanMirror Forge credit.
detect_anomalyDetect numeric outliers using IQR and robust summary statistics, returning machine-readable anomaly positions. One successful call consumes 1 HumanMirror Forge credit.
normalize_entityNormalize entity names, domains, URLs and emails into stable machine-readable canonical values. One successful call consumes 1 HumanMirror Forge credit.
score_data_qualityScore record-array data quality using completeness, duplicate rate and field type consistency. One successful call consumes 1 HumanMirror Forge credit.

Schemas: list_tools.

Also listed as

7 other active names share this repository: fr.humanmirror/flow, fr.humanmirror/nexus, fr.humanmirror/omnidome, fr.humanmirror/one, fr.humanmirror/oracle, fr.humanmirror/outcome, fr.humanmirror/x402

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Official server.json
{
  "name": "fr.humanmirror/forge",
  "title": "HumanMirror Forge",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://humanmirror.fr/api/forge/mcp/",
      "type": "streamable-http",
      "headers": [
        {
          "name": "Authorization",
          "isSecret": true,
          "isRequired": true,
          "description": "HumanMirror Forge API key. Use: Bearer hm_forge_…"
        }
      ]
    }
  ],
  "version": "1.0.1",
  "repository": {
    "url": "https://github.com/VibeMirror-coder/humanmirror",
    "source": "github"
  },
  "websiteUrl": "https://humanmirror.fr/forge/",
  "description": "Five deterministic micro-tools for AI-agent data pipelines: clean, dedupe, normalize, score, detect."
}