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title: Mithril
emoji: ๐ก๏ธ
colorFrom: indigo
colorTo: gray
sdk: static
pinned: false
Mithril โ com-kotobalabs
Empower those who protect. / ๅฎใไบบใซใๅใใ
Open-weight models of Mithril โ specialized LLM inference for verified white-hat researchers.
Mithril (formerly Kotoba Cloud) is operated by Kotoba Labs Inc. The handle com-kotobalabs is unchanged, so existing model IDs keep working.
ใใฎใใผใธใฏ Mithril๏ผๆง Kotoba Cloud๏ผใฎใชใผใใณใฆใงใคใใขใใซใๅ ฌ้ใใ organization ใงใใ้ๅถใฏ Kotoba Labs Inc. ใงใใ
Purpose
- Defensive by intent. Models help auditors and white-hat researchers review code, validate vulnerabilities, and prepare fixes.
- Honest, reproducible builds. Every model documents what changed, the method, the base model, and the serving footprint.
- Hardware-real optimization. Weights are quantized to what the target GPU actually runs โ e.g. NVFP4 for NVIDIA RTX PRO 6000.
Mithril research platform
mithril.fund is where these weights are put to work. Identity-verified researchers walk a fixed workflow โ INVESTIGATE โ VALIDATE โ REMEDIATE โ from reviewing authorized code to a responsible-disclosure fix.
- Access: Passkey + post-quantum (ML-DSA-65) auth, Stripe Identity eKYC, AML/CTF screening, per-engagement scope confirmation.
- Free research allowance: 1,000 requests/day, up to 32,768 output tokens per request. Beyond it: plans from $20/mo or prepaid AI credits from $10.
- Supply chain: signed releases (Ed25519 + ML-DSA-65), distributed over content-addressed IPFS/CID.
๐ Open data โ knowledge.mithril.fund
A free public catalog of security datasets, served from the edge. No account, no key. Every file is CORS-open and supports HTTP Range, so duckdb and pandas read it directly.
- NVD CVE 2.0 full history (1999โtoday) as yearly Parquet, with CVSS 4.0/3.1/3.0/2.0, CWE and CPE counts โ daily.
- CISA KEV and FIRST EPSS exploit-probability scores โ daily.
- MITRE CWE (weekly) and MITRE ATT&CK Enterprise STIX bundle (weekly).
- Row counts, byte sizes and sha256 are published in index.json and per-dataset
manifest.json.
SELECT id, cvss31_sev
FROM read_parquet(
'https://knowledge.mithril.fund/nvd/parquet/nvd_cve_*.parquet')
WHERE cvss31_score >= 9.0;
๐๏ธ Graph & Ontology database โ graph.mithril.fund
The Knowledge Graph & Ontology database of Mithril (formerly the Kotobase graph plane). Tenant-isolated graphs of datoms over immutable IPLD snapshots; content identity is a CID.
- Query languages: Datalog (Datomic-shaped EDN), Cypher, SPARQL, Gremlin bytecode, and bounded read-only SQL.
- Ontology: every entity is tagged with an ontology type; the workbench inspects observed attributes and types.
- For agents: an MCP server at
graph.mithril.fund/mcp, and an HTTP API atapi.mithril.fund/v1/database. Writes need an explicit Biscuit capability, not just a session cookie. - Start free, no credit card: create a workspace and open a database right away.
๐งช App Studio โ app.mithril.fund
Build and deploy bounded ontology applications: author a typed Mithril Form, then run one finite agent loop โ OWL inference โ SPARQL selection โ SHACL validation โ compile โ conformance test โ content-addressed deploy.
Links
- ๐ Platform: mithril.fund
- ๐ Docs: docs.mithril.fund
- ๐ Open data: knowledge.mithril.fund
- ๐๏ธ Graph DB: graph.mithril.fund
- ๐งช App studio: app.mithril.fund
- ๐ฐ Blog: blog.mithril.fund
- ๐งฉ Language: kotoba-lang.org
- โ๏ธ Support: support.mithril.fund ยท support@mithril.fund
Use of Mithril and these models is restricted to authorized security research on in-scope targets. Operator: Kotoba Labs Inc.