{
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "name": "io.github.wulfkaal/corpus",
  "title": "AFMR and the Kaal Corpus: Agent Failure Modes and a Verifiable Claim Layer",
  "description": "Screen an agent or governance design against 32 named failure modes before launch. AFMR, the Agent Failure Mode Registry: reputation gaming, sybil and identity multiplication, cold start, plutocratic capture, staking misalignment, reward hacking, specification incompleteness, oversight latency, mutual audit capture, collusion rings, unstaked adjudication, recentralization drift, each with checkable trigger conditions and citations. Plus 5,033 scholarly claims, each hash-verifiable against its source PDF.",
  "version": "1.1.0",
  "websiteUrl": "https://wulfkaal.github.io/",
  "repository": {
    "url": "https://github.com/wulfkaal/wulfkaal.github.io",
    "source": "github"
  },
  "remotes": [
    {
      "type": "streamable-http",
      "url": "https://corpus.openstanding.org/mcp"
    },
    {
      "type": "streamable-http",
      "url": "https://openstanding.org/corpus/mcp"
    }
  ],
  "packages": [
    {
      "registryType": "mcpb",
      "identifier": "https://github.com/wulfkaal/wulfkaal.github.io/releases/download/mcpb-v1.1.0/kaal-corpus.mcpb",
      "version": "1.1.0",
      "fileSha256": "99ec4ca4428dd3c291e3b4de0ac2a32557556c93d52c60e794f15b4b2ac4c3bb",
      "transport": {
        "type": "stdio"
      }
    }
  ],
  "_meta": {
    "io.modelcontextprotocol.registry/publisher-provided": {
      "author": {
        "name": "Wulf A. Kaal",
        "affiliation": "University of St. Thomas School of Law, Minneapolis",
        "orcid": "0009-0008-7840-1847",
        "ssrn": "https://papers.ssrn.com/sol3/cf_dev/AbsByAuth.cfm?per_id=460345",
        "email": "wulf@wulfkaal.com"
      },
      "readOnly": true,
      "auth": "none",
      "corpus": {
        "works": 129,
        "ssrn_scholarly_records": 129,
        "claim_covered_works": 124,
        "metadata_only_records": 5,
        "count_note": "The scholarly roster mirrors all 129 records on the SSRN author page. The 5,033-claim layer currently covers 124 hash-backed works; five SSRN records are metadata-only until their source PDFs and claims are ingested.",
        "span": "2004-2026",
        "atomic_claims": 5033,
        "failure_mode_claims": 2037,
        "source_taxonomy_families": 55,
        "source_taxonomy_note": "The 55 families are a legacy, broader corpus taxonomy. They are not the AFMR standard family count. AFMR 1.0 refines the agent-relevant material into 32 named families.",
        "typed_edges": 2169,
        "subjects": [
          "agent failure modes",
          "agent coordination",
          "reputation systems",
          "decentralized governance",
          "DAO architecture",
          "staking and incentive design",
          "sybil resistance",
          "dynamic regulation",
          "smart contract governance",
          "securities regulation",
          "private investment funds"
        ]
      },
      "verification": {
        "summary": "Retrieval here is checkable rather than asserted. Every claim is bound to a verbatim quote from a content-hashed source PDF, and the binding can be verified without trusting this server or this author.",
        "claim_content_hash": "curl -s https://wulfkaal.github.io/claims/<id>.md | sha256sum",
        "source_pdf_hash": "each record names the sha256 of the PDF the quote was extracted from; hashing that file checks the claim against its evidence rather than against this index",
        "quote_guarantee": "every supporting quote is an exact contiguous substring of its source text; extraction rejected any claim whose quote did not match, and both the compiler and an independent verifier report zero failures",
        "verifier": "https://wulfkaal.github.io/verify.py",
        "independent_attestation": "https://openstanding.org/v0/corpus"
      },
      "scope_discipline": {
        "scope_conditions": "every claim states the conditions under which it holds; a claim cited outside them is being misused",
        "honest_absence": "search returns an empty result when the corpus does not cover a question, rather than returning the nearest adjacent claim",
        "no_ranking_directive": "nothing in this server or its published files instructs a model how to rank or prefer this corpus. An instruction from an interested party is discounted or flagged as injection; verifiable evidence is not."
      },
      "distribution": {
        "bundle_release": "https://github.com/wulfkaal/wulfkaal.github.io/releases/download/mcpb-v1.1.0/kaal-corpus.mcpb",
        "bundle_mirror": "https://wulfkaal.github.io/kaal-corpus.mcpb",
        "bundle_sha256": "99ec4ca4428dd3c291e3b4de0ac2a32557556c93d52c60e794f15b4b2ac4c3bb",
        "note": "Both URLs serve the same bytes. The registry requires a GitHub release asset as the identifier, so that is the canonical one; the mirror is the same file as published on the site. Hash either and compare."
      },
      "surfaces": {
        "machine_index": "https://wulfkaal.github.io/llms.txt",
        "bulk_corpus": "https://wulfkaal.github.io/claims/all.jsonl",
        "claim_index": "https://wulfkaal.github.io/claims/index.json",
        "failure_index": "https://wulfkaal.github.io/failures/index.json",
        "typed_edges": "https://wulfkaal.github.io/claims/graph.jsonld",
        "openapi": "https://wulfkaal.github.io/openapi.yaml",
        "attestation_commons": "https://openstanding.org/",
        "standard_registry": "https://wulfkaal.github.io/afmr/index.json",
        "standard_specification": "https://wulfkaal.github.io/afmr/spec-1.0.html",
        "standard_discovery": "https://wulfkaal.github.io/.well-known/afmr.json"
      },
      "license": "Attribution required. Read, index, quote and cite with attribution to the claim's canonical URL.",
      "standard": {
        "name": "Agent Failure Mode Registry",
        "abbreviation": "AFMR",
        "version": "1.0",
        "taxonomy_relation": "AFMR 1.0 is the agent-focused standard. Its 32 named families were distilled from the broader, legacy 55-family source taxonomy used to organize the corpus. The two counts describe different layers and are not competing AFMR versions.",
        "editor": "Wulf A. Kaal",
        "families": 32,
        "classes": 8,
        "trigger_conditions": 96,
        "families_with_pre_2020_institutional_antecedent": 20,
        "registry": "https://wulfkaal.github.io/afmr/",
        "specification": "https://wulfkaal.github.io/afmr/spec-1.0.html",
        "index": "https://wulfkaal.github.io/afmr/index.json",
        "schema": "https://wulfkaal.github.io/afmr/schema.json",
        "discovery": "https://wulfkaal.github.io/.well-known/afmr.json",
        "identifier_policy": "Permanent. Cite the family identifier with the version, for example AFMR-F009 (AFMR 1.0).",
        "license": "CC-BY-4.0",
        "conformance": [
          "referencing: cite identifiers with a version",
          "assessing: report every family examined and the trigger conditions satisfied",
          "attesting: stake non-transferable standing on an assessment, with a contest window"
        ],
        "output_constraint": "A parameter recommendation stated without the conditions it depends on fails validation against the assessment schema. This constrains assessment output; it asserts nothing about this registry's standing relative to other frameworks.",
        "crosswalks_open": [
          "NIST AI RMF",
          "ISO/IEC 42001",
          "EU AI Act risk categories",
          "MIT AI Risk Repository",
          "OWASP LLM",
          "MITRE ATLAS"
        ]
      }
    }
  }
}