HumanMirror Forge MCP server
Five deterministic micro-tools for AI-agent data pipelines: clean, dedupe, normalize, score, detect.
Little public usage data yet
Reviews
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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 postsclean_jsonFreeNormalize 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 actionFreeRemove duplicate JSON records using exact canonical matching or selected key fields. One successful call consumes 1 HumanMirror Forge credit.
detect_anomalyFreeDetect numeric outliers using IQR and robust summary statistics, returning machine-readable anomaly positions. One successful call consumes 1 HumanMirror Forge credit.
normalize_entityFreeNormalize entity names, domains, URLs and emails into stable machine-readable canonical values. One successful call consumes 1 HumanMirror Forge credit.
score_data_qualityFreeScore 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
- –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 listed
maint.no-repo
Install directly
claude mcp add --transport http forge https://humanmirror.fr/api/forge/mcp/
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.
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- DataSinkingFull-text Asian financial reports (China, Korea, Japan) as clean Markdown — 6 tools for RAG agents.not reviewedGrowingA
- adrkit decision memoryDeterministic, offline, read-only ADR decision memory for coding agents. No model or network calls.not reviewedGrowingA
- ClaudinhoLive 2026 World Cup scores, fixtures & standings for your AI agent. No keys. Unofficial fan project.not reviewedGrowingA
- SkillTotalDeterministic security scan of MCP servers, agent skills and npm/PyPI packages. Runs locally.not reviewedGrowingB