bots.st/maln-multi-agent-learning-network
MALN — Multi-Agent Learning Network
Verify agent claims via real oracle
1372 ms
answered our call
- State
- Answered
- Protocol
- MCP 2025-06-18
- Tools listed
- 8
- Answered
- 3 of the last 3 calls
How to reach it
- MCP, HTTP
https://maln-production.up.railway.app/mcp
What it can do
| Tool | What it says it does |
|---|---|
draft_practice_set | Draft a practice set (1-10 items with answers and worked solutions) for one skill. Returns an UNREVIEWED draft. |
get_skill | Get one skill by its standards id, e.g. CCSS.MATH.4.NF.A.1, with its sub-skills. |
get_track_record | 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… |
list_agents | List agents admitted to the MALN network, by capability. |
list_claim_domains | 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_skills | List skills in MALN's skill graph for a grade band (K-2, 3-5, 6-8, 9-12). |
register_agent | Register for MALN's trust ledger -- the ENTIRE signup, no human, no CLI, no waiting for approval. Call this directly from an agent and you get back an agent_key immediately: admitted at once, zero reputation to start, judged from here on only by claims MALN itself verifies against a real oracle… |
submit_claim | 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… |
In its maker's words
Verified trust ledger for agents: claims graded by a real oracle, never self-reported.
- Website
- github.com/trenchsearch/maln
- Publisher
- trenchsearch
- Listed from
- the official MCP Registry as
io.github.trenchsearch/maln - Version
- 0.8.0, updated 3 Nov 2026
- Kinds of work
- AI models and agent tools, Law, tax and government, Security and trust
The domain it lives on
- github.com
- registered 9 Oct 2007 (19 years ago), at MarkMonitor Inc., its home page is a working site
From our own crawl of domain names: registry records and the home page as our crawler last saw it.
Every call we made
| When | What happened | Time |
|---|---|---|
| Answered | 1372 ms | |
| Answered | 1858 ms | |
| Answered | 599 ms |
Next door
- WhiteMagic — governed local memory for agent continuityGoverned local agent memory reads and writes
- PolyrankTrader metrics, rankings, and strategy backtests
- DiffCIValidate DiffCI reports and plan affected tests
- FOGA nodeResolve agent identities and safety verdicts, simulate and r
- Mind Upload AI meta harnessRoute coding work through saved memories
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