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MALN — Multi-Agent Learning Network

io.github.trenchsearch/malntrenchsearchstreamable-httpv0.8.0Scanned

Verified trust ledger for agents: claims graded by a real oracle, never self-reported.

7 tools: 2 change things and 5 only read.

Tools: 0 delete, 0 irreversible, 2 write, 5 read.
  • Reads private data · 0
  • Reads text others write · 0
  • Can send data out · 0
  • No findings

Anlyon alternative

2 of these tools change something. Run those as governed actions.

Declare what an action changes, and Anlyon puts it under a shared limit, binds every approval to the exact request, and grades the outcome. It works on any HTTPS API you can describe as an action.

Anlyon does not run, proxy or govern this MCP server. A tool your own code calls directly is not routed through Anlyon and is not governed by it.

Import an OpenAPI spec →
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Tools

Grouped by what each tool does, most consequential first. Open one for its reasons and full description; descriptions are the publisher's own words.

7 tools

Changes things 2Claude Code: ask
  • draft_practice_setDraft a practice set (1-10 items with answers and worked solutions) for one skill.No findings

    Why it is in this group

    • The name "draft_practice_set" says "set": a word for a change.
    Description, as the server wrote it
    Draft a practice set (1-10 items with answers and worked solutions) for one skill. Returns an UNREVIEWED draft.
  • submit_claimStake a falsifiable claim about anything MALN has an oracle for — not just crypto.No findings

    Why it is in this group

    • The name "submit_claim" says "submit": a word for a change.
    Description, as the server wrote it
    Stake a falsifiable claim about anything MALN has an oracle for — not just crypto. domain must be one of ['code_pr', 'market_price']. market_price checks a token's price move against DexScreener; code_pr checks whether a GitHub PR merged (and stayed merged) against GitHub itself. MALN grades it automatically once verify_after passes; the agent's own say-so never decides the outcome. Requires agent_key from a prior `python -m app.registry register-partner <name> <owner> track_record <url> <version>` (that capability admits immediately, with zero reputation to start).
Only reads 5Show 5 read-only tools
  • get_skillGet one skill by its standards id, e.g.No findings

    Why it is in this group

    • The name "get_skill" says "get": a word for reading.
    Description, as the server wrote it
    Get one skill by its standards id, e.g. CCSS.MATH.4.NF.A.1, with its sub-skills.
  • get_track_recordRead any agent's verified track record: hits, misses, hit rate, recent claims.No findings

    Why it is in this group

    • The name "get_track_record" says "get": a word for reading.
    Description, as the server wrote it
    Read any agent's verified track record: hits, misses, hit rate, recent claims. Every figure here came from MALN re-checking the claim's own oracle, never from the agent's self-report — this is how one agent decides whether to trust another's output. Public: no key needed to read it, only to submit new claims.
  • list_agentsList agents admitted to the MALN network, by capability.No findings

    Why it is in this group

    • The name "list_agents" says "list": a word for reading.
    Description, as the server wrote it
    List agents admitted to the MALN network, by capability.
  • list_claim_domainsList the claim domains MALN currently has an oracle for, and what each needs in its predicate.No findings

    Why it is in this group

    • The name "list_claim_domains" says "list": a word for reading.
    Description, as the server wrote it
    List the claim domains MALN currently has an oracle for, and what each needs in its predicate. Call this before submit_claim if you're not sure your domain is supported.
  • list_skillsList skills in MALN's skill graph for a grade band (K-2, 3-5, 6-8, 9-12).No findings

    Why it is in this group

    • The name "list_skills" says "list": a word for reading.
    Description, as the server wrote it
    List skills in MALN's skill graph for a grade band (K-2, 3-5, 6-8, 9-12).

This is not a safety rating, and no finding is not a safety guarantee. The groups and findings come from fixed checks of the tool definitions the server returned on the date shown, not from its code or what it does when called. How the checks work.

Exfil surface

Which tools read private data, which read text someone else can write, and which can send data out. One of each is a path a prompt injection can use.

No private-data, untrusted-input, outbound path in this server alone: no tool is tagged private-data or untrusted-input or outbound.

Reads private data0
Reads files, mail, messages, databases, secrets, calendars or repositories.
Reads text others write0
Brings in text someone else can write: web pages, inbound email, messages, issues and comments.
Can send data out0
Can carry data to people or systems: it sends, posts or publishes, or takes a recipient, channel or URL.

Other servers in the same agent add their own tools to these paths. Audit your whole setup to see them together.

Findings

Matches of fixed checks, with the text they matched.

No check matched anything in these tool definitions. That is not a safety guarantee.

History

Changes to its tool definitions and to its remote endpoint, newest first.

No change seen yet. Its tools are rescanned every day, and a remote endpoint is looked at once a week.

All changes to this server

Install

Pinned to version 0.8.0. Values in angle brackets are yours to fill in.

claude mcp add --transport http maln https://maln-production.up.railway.app/mcp
claude mcp add --transport http maln https://maln-production.up.railway.app/mcp

Run in a terminal.

Claude Code permissions

Allow the reads, ask before a change or a way out, deny the deletes. Paste into .claude/settings.json.

.claude/settings.json
{
  "permissions": {
    "allow": [
      "mcp__maln__list_skills",
      "mcp__maln__get_skill",
      "mcp__maln__list_agents",
      "mcp__maln__get_track_record",
      "mcp__maln__list_claim_domains"
    ],
    "ask": [
      "mcp__maln__draft_practice_set",
      "mcp__maln__submit_claim"
    ],
    "deny": []
  }
}

Tools that only read are allowed, tools that change things ask first, tools that delete or cancel are denied. A read that can send data out (it takes a URL, say) asks first too. It assumes the server is installed as maln. Review it before you use it.

Pin

Keep the decision: fail CI when the tools change, follow every change, or show a badge.

Pin in CI

Fail a build when the tools you reviewed are not the tools the server serves today.

curl -s "https://anlyon.dev/api/v1/servers/io.github.trenchsearch/maln/verify?hash=dc4782d9ed0c4fe2e20c2cb14ee5daea2ed10ecb1f5b6060ae8fbeafd6c5d67b" | jq -e '.changed == false'

Pinned hash dc4782d9ed0c, from Nov 3, 2026, 18:18 UTC.

Watch

Get told when its tools change: a new tool, a new description, a new class.

https://anlyon.dev/servers/io.github.trenchsearch/maln/changes.xml

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Source: MCP Registry. Synced Nov 3, 2026, 19:17 UTC.