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Glama

Exploit Lookup

exploit_lookup
Read-onlyIdempotent

Search public exploits/PoC for a specific CVE across three sources: (1) GitHub Advisory Database (sources.github.advisories[]), (2) Shodan CVEDB references (sources.shodan_refs.results[] — packetstorm/seclists/vendor URLs cited by Shodan; results capped at SHODAN_REFS_LIMIT default 200, truncated=true when capped, count is the honest upstream total), (3) ExploitDB CSV mirror (exploits[] array, with edb_id + author + verified flag — these are the actual ExploitDB entries). Use to assess if a vulnerability has weaponized exploits in the wild; run after cve_lookup to evaluate real-world risk. When the CVE is also in CISA KEV (kev.in_kev=true on cve_lookup), pair with kev_detail for federal patch deadline; pair with cwe_lookup on cwe_id for the underlying weakness category and mitigations. Response carries next_calls — single cve_lookup pivot for full context (KEV status, CWE chain, CVSS, EPSS); cve_lookup's own next_calls then surface kev_detail and cwe_lookup automatically (this endpoint has no in_kev/cwe_id schema, so blind emission of those pivots is intentionally avoided). Free: 30/hr, Pro: 500/hr. Returns {cve_id, exploits_found, has_public_exploit, sources: {github, shodan_refs: {found, count, truncated, results}}, exploits: [{edb_id, cve_id, date_published, author, type, platform, url, verified, description}], summary, verdict, next_calls}.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
cve_idYesCVE identifier in format CVE-YYYY-NNNNN (e.g. 'CVE-2024-3094', 'CVE-2023-44487')

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. Changed2 schema fields changed
    • changedOutput schema / properties / result / properties / next_calls / type
      Previous value: -"array"New value: +[
      +  "array",
      +  "null"
      +]
    • changedOutput schema / properties / result / properties / verdict / type
      Previous value: -"object"New value: +[
      +  "object",
      +  "null"
      +]
  2. Changed1 schema field changed
    • changedOutput schema / properties / result / properties / next_calls / type
      Previous value: -"object"New value: +"array"
  3. Changed1 schema field changed
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
      +  "properties": {
      +    "result": {
      +      "properties": {
      +        "cve_id": {
      +          "type": "string"
      +        },
      +        "exploits": {
      +          "type": "array"
      +        },
      +        "exploits_found": {
      +          "type": "integer"
      +        },
      +        "has_public_exploit": {
      +          "type": "boolean"
      +        },
      +        "next_calls": {
      +          "type": "object"
      +        },
      +        "sources": {
      +          "type": "object"
      +        },
      +        "summary": {
      +          "type": "string"
      +        },
      +        "verdict": {
      +          "type": "object"
      +        }
      +      },
      +      "required": [
      +        "cve_id"
      +      ],
      +      "type": "object"
      +    }
      +  },
      +  "required": [
      +    "result"
      +  ],
      +  "type": "object"
      +}
  4. Changed1 schema field changed
    • changedOutput schema / (root)
      Previous value: -{
      -  "$defs": {
      -    "ErrorDetail": {
      -      "properties": {
      -        "code": {
      -          "enum": [
      -            "invalid_argument",
      -            "not_found",
      -            "rate_limit_exceeded",
      -            "auth_required",
      -            "tier_limit",
      -            "upstream_timeout",
      -            "upstream_error",
      -            "internal_error"
      -          ],
      -          "type": "string"
      -        },
      -        "docs_url": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ]
      -        },
      -        "message": {
      -          "maxLength": 500,
      -          "type": "string"
      -        },
      -        "retry_after_seconds": {
      -          "anyOf": [
      -            {
      -              "type": "integer"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ]
      -        },
      -        "upgrade_url": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ]
      -        }
      -      },
      -      "required": [
      -        "code",
      -        "message"
      -      ],
      -      "type": "object"
      -    },
      -    "ErrorResponse": {
      -      "properties": {
      -        "error": {
      -          "$ref": "#/$defs/ErrorDetail"
      -        }
      -      },
      -      "required": [
      -        "error"
      -      ],
      -      "type": "object"
      -    },
      -    "Exploit": {
      -      "properties": {
      -        "author": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ]
      -        },
      -        "cve_id": {
      -          "type": "string"
      -        },
      -        "date_published": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ]
      -        },
      -        "description": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ]
      -        },
      -        "edb_id": {
      -          "type": "integer"
      -        },
      -        "platform": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ]
      -        },
      -        "type": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ]
      -        },
      -        "url": {
      -          "type": "string"
      -        },
      -        "verified": {
      -          "type": "boolean"
      -        }
      -      },
      -      "required": [
      -        "edb_id",
      -        "cve_id",
      -        "url"
      -      ],
      -      "type": "object"
      -    },
      -    "ExploitResponse": {
      -      "properties": {
      -        "cve_id": {
      -          "type": "string"
      -        },
      -        "exploits": {
      -          "items": {
      -            "$ref": "#/$defs/Exploit"
      -          },
      -          "type": "array"
      -        },
      -        "exploits_found": {
      -          "type": "integer"
      -        },
      -        "has_public_exploit": {
      -          "type": "boolean"
      -        },
      -        "next_calls": {
      -          "anyOf": [
      -            {
      -              "items": {
      -                "$ref": "#/$defs/PivotHint"
      -              },
      -              "type": "array"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ]
      -        },
      -        "sources": {
      -          "$ref": "#/$defs/ExploitSources"
      -        },
      -        "summary": {
      -          "type": "string"
      -        },
      -        "verdict": {
      -          "anyOf": [
      -            {
      -              "$ref": "#/$defs/Verdict"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ]
      -        }
      -      },
      -      "required": [
      -        "cve_id"
      -      ],
      -      "type": "object"
      -    },
      -    "ExploitSources": {
      -      "properties": {
      -        "github": {
      -          "$ref": "#/$defs/GithubExploitSource"
      -        },
      -        "shodan_refs": {
      -          "$ref": "#/$defs/ShodanRefSource"
      -        }
      -      },
      -      "type": "object"
      -    },
      -    "GhsaAdvisory": {
      -      "properties": {
      -        "ghsa_id": {
      -          "type": "string"
      -        },
      -        "published_at": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ]
      -        },
      -        "references": {
      -          "items": {
      -            "type": "string"
      -          },
      -          "type": "array"
      -        },
      -        "severity": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ]
      -        },
      -        "summary": {
      -          "type": "string"
      -        }
      -      },
      -      "type": "object"
      -    },
      -    "GithubExploitSource": {
      -      "properties": {
      -        "advisories": {
      -          "items": {
      -            "$ref": "#/$defs/GhsaAdvisory"
      -          },
      -          "type": "array"
      -        },
      -        "count": {
      -          "type": "integer"
      -        },
      -        "error": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ]
      -        },
      -        "found": {
      -          "type": "boolean"
      -        }
      -      },
      -      "type": "object"
      -    },
      -    "PivotHint": {
      -      "additionalProperties": true,
      -      "properties": {
      -        "input": {
      -          "type": "string"
      -        },
      -        "params": {
      -          "anyOf": [
      -            {
      -              "additionalProperties": {
      -                "type": "string"
      -              },
      -              "type": "object"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ]
      -        },
      -        "reason": {
      -          "type": "string"
      -        },
      -        "tool": {
      -          "enum": [
      -            "cve_lookup",
      -            "cve_search",
      -            "cve_leading",
      -            "bulk_cve_lookup",
      -            "calculate_risk_score",
      -            "get_cvss_details",
      -            "exploit_lookup",
      -            "kev_detail",
      -            "cwe_lookup",
      -            "subdomain_enum",
      -            "ssl_check",
      -            "tech_fingerprint",
      -            "asn_lookup",
      -            "ip_lookup",
      -            "ioc_lookup",
      -            "bulk_ioc_lookup",
      -            "hash_lookup",
      -            "threat_intel",
      -            "threat_report",
      -            "audit_domain",
      -            "domain_report",
      -            "dns_lookup",
      -            "whois_lookup",
      -            "wayback_lookup",
      -            "scan_headers",
      -            "check_headers",
      -            "check_secrets",
      -            "check_injection",
      -            "check_dependencies",
      -            "email_mx",
      -            "email_security_posture",
      -            "email_disposable",
      -            "email_verify",
      -            "robots_txt",
      -            "redirect_chain",
      -            "brand_assets",
      -            "seo_audit",
      -            "phone_lookup",
      -            "username_lookup",
      -            "password_check",
      -            "phishing_check",
      -            "atlas_technique_lookup",
      -            "atlas_technique_search",
      -            "bulk_atlas_technique_lookup",
      -            "atlas_case_study_lookup",
      -            "atlas_case_study_search",
      -            "d3fend_defense_lookup",
      -            "d3fend_defense_search",
      -            "d3fend_defense_for_attack",
      -            "d3fend_attack_coverage",
      -            "sigma_rule_lookup",
      -            "bulk_sigma_rule_lookup",
      -            "tech_stack_cve_audit"
      -          ],
      -          "type": "string"
      -        }
      -      },
      -      "required": [
      -        "tool",
      -        "input",
      -        "reason"
      -      ],
      -      "type": "object"
      -    },
      -    "ShodanRefItem": {
      -      "properties": {
      -        "description": {
      -          "type": "string"
      -        },
      -        "id": {
      -          "type": "string"
      -        },
      -        "source": {
      -          "type": "string"
      -        }
      -      },
      -      "type": "object"
      -    },
      -    "ShodanRefSource": {
      -      "properties": {
      -        "count": {
      -          "type": "integer"
      -        },
      -        "error": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ]
      -        },
      -        "found": {
      -          "type": "boolean"
      -        },
      -        "results": {
      -          "items": {
      -            "$ref": "#/$defs/ShodanRefItem"
      -          },
      -          "type": "array"
      -        },
      -        "truncated": {
      -          "type": "boolean"
      -        }
      -      },
      -      "type": "object"
      -    },
      -    "Verdict": {
      -      "properties": {
      -        "completeness": {
      -          "enum": [
      -            "complete",
      -            "partial",
      -            "minimal"
      -          ],
      -          "type": "string"
      -        },
      -        "data_age_seconds": {
      -          "anyOf": [
      -            {
      -              "type": "integer"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ]
      -        },
      -        "deterministic": {
      -          "type": "boolean"
      -        },
      -        "falsifiable_fields": {
      -          "items": {
      -            "type": "string"
      -          },
      -          "type": "array"
      -        },
      -        "sources_queried": {
      -          "items": {
      -            "type": "string"
      -          },
      -          "type": "array"
      -        },
      -        "sources_unavailable": {
      -          "items": {
      -            "type": "string"
      -          },
      -          "type": "array"
      -        }
      -      },
      -      "required": [
      -        "deterministic"
      -      ],
      -      "type": "object"
      -    }
      -  },
      -  "properties": {
      -    "result": {
      -      "anyOf": [
      -        {
      -          "$ref": "#/$defs/ExploitResponse"
      -        },
      -        {
      -          "$ref": "#/$defs/ErrorResponse"
      -        }
      -      ]
      -    }
      -  },
      -  "required": [
      -    "result"
      -  ],
      -  "type": "object"
      -}New value: +null
  5. Changed111 schema fields changed
    • removedOutput schema / $defs / ErrorDetail / description
      Removed value: -"Structured failure body. Codes mirror app/exceptions.AppException\nsubclasses; agent retry / upgrade decisions key off `code`, not `message`."
    • removedOutput schema / $defs / ErrorDetail / properties / code / description
      Removed value: -"Stable machine-readable failure category. Agents key retry/upgrade decisions off this."
    • removedOutput schema / $defs / ErrorDetail / properties / code / title
      Removed value: -"Code"
    • removedOutput schema / $defs / ErrorDetail / properties / docs_url / default
      Removed value: -null
    • removedOutput schema / $defs / ErrorDetail / properties / docs_url / description
      Removed value: -"Documentation pointer (e.g. tool input contract) when code='invalid_argument'."
    • removedOutput schema / $defs / ErrorDetail / properties / docs_url / title
      Removed value: -"Docs Url"
    • removedOutput schema / $defs / ErrorDetail / properties / message / description
      Removed value: -"Human-readable detail. Free text — never parse. Capped at 500 chars to prevent oversized upstream errors from bloating responses."
    • removedOutput schema / $defs / ErrorDetail / properties / message / title
      Removed value: -"Message"
    • removedOutput schema / $defs / ErrorDetail / properties / retry_after_seconds / default
      Removed value: -null
    • removedOutput schema / $defs / ErrorDetail / properties / retry_after_seconds / description
      Removed value: -"When code='rate_limit_exceeded', the minimum seconds to wait before retrying."
    • removedOutput schema / $defs / ErrorDetail / properties / retry_after_seconds / title
      Removed value: -"Retry After Seconds"
    • removedOutput schema / $defs / ErrorDetail / properties / upgrade_url / default
      Removed value: -null
    • removedOutput schema / $defs / ErrorDetail / properties / upgrade_url / description
      Removed value: -"Pricing/upgrade URL when code='tier_limit' or 'rate_limit_exceeded' on the Free tier."
    • removedOutput schema / $defs / ErrorDetail / properties / upgrade_url / title
      Removed value: -"Upgrade Url"
    • removedOutput schema / $defs / ErrorDetail / title
      Removed value: -"ErrorDetail"
    • removedOutput schema / $defs / ErrorResponse / description
      Removed value: -"MCP error envelope. Tool return type is always\n`SpecificResponse | ErrorResponse` — Union flag tells the agent which arm\narrived without parsing the inner body."
    • removedOutput schema / $defs / ErrorResponse / title
      Removed value: -"ErrorResponse"
    • removedOutput schema / $defs / Exploit / properties / author / default
      Removed value: -null
    • removedOutput schema / $defs / Exploit / properties / author / title
      Removed value: -"Author"
    • removedOutput schema / $defs / Exploit / properties / cve_id / title
      Removed value: -"Cve Id"
    • removedOutput schema / $defs / Exploit / properties / date_published / default
      Removed value: -null
    • removedOutput schema / $defs / Exploit / properties / date_published / title
      Removed value: -"Date Published"
    • removedOutput schema / $defs / Exploit / properties / description / default
      Removed value: -null
    • removedOutput schema / $defs / Exploit / properties / description / title
      Removed value: -"Description"
    • removedOutput schema / $defs / Exploit / properties / edb_id / title
      Removed value: -"Edb Id"
    • removedOutput schema / $defs / Exploit / properties / platform / default
      Removed value: -null
    • removedOutput schema / $defs / Exploit / properties / platform / title
      Removed value: -"Platform"
    • removedOutput schema / $defs / Exploit / properties / type / default
      Removed value: -null
    • removedOutput schema / $defs / Exploit / properties / type / title
      Removed value: -"Type"
    • removedOutput schema / $defs / Exploit / properties / url / title
      Removed value: -"Url"
    • removedOutput schema / $defs / Exploit / properties / verified / default
      Removed value: -false
    • removedOutput schema / $defs / Exploit / properties / verified / title
      Removed value: -"Verified"
    • removedOutput schema / $defs / Exploit / title
      Removed value: -"Exploit"
    • removedOutput schema / $defs / ExploitResponse / properties / cve_id / title
      Removed value: -"Cve Id"
    • removedOutput schema / $defs / ExploitResponse / properties / exploits / title
      Removed value: -"Exploits"
    • removedOutput schema / $defs / ExploitResponse / properties / exploits_found / default
      Removed value: -0
    • removedOutput schema / $defs / ExploitResponse / properties / exploits_found / title
      Removed value: -"Exploits Found"
    • removedOutput schema / $defs / ExploitResponse / properties / has_public_exploit / default
      Removed value: -false
    • removedOutput schema / $defs / ExploitResponse / properties / has_public_exploit / title
      Removed value: -"Has Public Exploit"
    • removedOutput schema / $defs / ExploitResponse / properties / next_calls / default
      Removed value: -null
    • removedOutput schema / $defs / ExploitResponse / properties / next_calls / description
      Removed value: -"Suggested follow-up MCP tool calls. Ordered by relevance; agents should chain these without re-prompting the user."
    • removedOutput schema / $defs / ExploitResponse / properties / next_calls / title
      Removed value: -"Next Calls"
    • removedOutput schema / $defs / ExploitResponse / properties / summary / default
      Removed value: -""
    • removedOutput schema / $defs / ExploitResponse / properties / summary / title
      Removed value: -"Summary"
    • removedOutput schema / $defs / ExploitResponse / properties / verdict / default
      Removed value: -null
    • removedOutput schema / $defs / ExploitResponse / properties / verdict / description
      Removed value: -"Falsifiability metadata: sources_queried, sources_unavailable, completeness, deterministic flag. Lets agents distinguish 'no data' from 'source failed' without re-running the call."
    • removedOutput schema / $defs / ExploitResponse / title
      Removed value: -"ExploitResponse"
    • removedOutput schema / $defs / ExploitSources / title
      Removed value: -"ExploitSources"
    • removedOutput schema / $defs / GhsaAdvisory / properties / ghsa_id / default
      Removed value: -""
    • removedOutput schema / $defs / GhsaAdvisory / properties / ghsa_id / title
      Removed value: -"Ghsa Id"
    • removedOutput schema / $defs / GhsaAdvisory / properties / published_at / default
      Removed value: -null
    • removedOutput schema / $defs / GhsaAdvisory / properties / published_at / title
      Removed value: -"Published At"
    • removedOutput schema / $defs / GhsaAdvisory / properties / references / title
      Removed value: -"References"
    • removedOutput schema / $defs / GhsaAdvisory / properties / severity / default
      Removed value: -null
    • removedOutput schema / $defs / GhsaAdvisory / properties / severity / title
      Removed value: -"Severity"
    • removedOutput schema / $defs / GhsaAdvisory / properties / summary / default
      Removed value: -""
    • removedOutput schema / $defs / GhsaAdvisory / properties / summary / title
      Removed value: -"Summary"
    • removedOutput schema / $defs / GhsaAdvisory / title
      Removed value: -"GhsaAdvisory"
    • removedOutput schema / $defs / GithubExploitSource / properties / advisories / title
      Removed value: -"Advisories"
    • removedOutput schema / $defs / GithubExploitSource / properties / count / default
      Removed value: -0
    • removedOutput schema / $defs / GithubExploitSource / properties / count / title
      Removed value: -"Count"
    • removedOutput schema / $defs / GithubExploitSource / properties / error / default
      Removed value: -null
    • removedOutput schema / $defs / GithubExploitSource / properties / error / title
      Removed value: -"Error"
    • removedOutput schema / $defs / GithubExploitSource / properties / found / default
      Removed value: -false
    • removedOutput schema / $defs / GithubExploitSource / properties / found / title
      Removed value: -"Found"
    • removedOutput schema / $defs / GithubExploitSource / title
      Removed value: -"GithubExploitSource"
    • removedOutput schema / $defs / PivotHint / description
      Removed value: -"A suggested follow-up MCP tool call. Surfaced inside response.next_calls so\nLLM agents can chain related lookups without manual prompting. Each hint names\nthe tool, the input value to pass, and a short reason explaining why this\npivot adds value in the current context."
    • removedOutput schema / $defs / PivotHint / properties / input / description
      Removed value: -"Suggested input value to pass to the tool — typically a CVE ID, CWE ID, domain, or IP. Pre-populated from the current response so the agent can call the next tool without re-deriving the argument."
    • removedOutput schema / $defs / PivotHint / properties / input / title
      Removed value: -"Input"
    • removedOutput schema / $defs / PivotHint / properties / params / default
      Removed value: -null
    • removedOutput schema / $defs / PivotHint / properties / params / description
      Removed value: -"Optional extra kwargs to pass alongside `input`. Used by pivot generators when the next call benefits from a secondary parameter, e.g. {'exclude_id': 'AML.T0051'} to skip the originating technique from a sibling-tactic search. Omitted when no extra args are needed."
    • removedOutput schema / $defs / PivotHint / properties / params / title
      Removed value: -"Params"
    • removedOutput schema / $defs / PivotHint / properties / reason / description
      Removed value: -"Short rationale (one sentence) for why this follow-up call adds value, e.g. 'Federal patch deadline + ransomware association', 'Public exploits / PoC availability'."
    • removedOutput schema / $defs / PivotHint / properties / reason / title
      Removed value: -"Reason"
    • removedOutput schema / $defs / PivotHint / properties / tool / description
      Removed value: -"Canonical MCP tool name to call next. Constrained to known operation_ids in tools/list — adding a new tool here requires expanding the Literal."
    • removedOutput schema / $defs / PivotHint / properties / tool / title
      Removed value: -"Tool"
    • removedOutput schema / $defs / PivotHint / title
      Removed value: -"PivotHint"
    • removedOutput schema / $defs / ShodanRefItem / properties / description / default
      Removed value: -""
    • removedOutput schema / $defs / ShodanRefItem / properties / description / title
      Removed value: -"Description"
    • removedOutput schema / $defs / ShodanRefItem / properties / id / default
      Removed value: -""
    • removedOutput schema / $defs / ShodanRefItem / properties / id / title
      Removed value: -"Id"
    • removedOutput schema / $defs / ShodanRefItem / properties / source / default
      Removed value: -""
    • removedOutput schema / $defs / ShodanRefItem / properties / source / title
      Removed value: -"Source"
    • removedOutput schema / $defs / ShodanRefItem / title
      Removed value: -"ShodanRefItem"
    • removedOutput schema / $defs / ShodanRefSource / properties / count / default
      Removed value: -0
    • removedOutput schema / $defs / ShodanRefSource / properties / count / title
      Removed value: -"Count"
    • removedOutput schema / $defs / ShodanRefSource / properties / error / default
      Removed value: -null
    • removedOutput schema / $defs / ShodanRefSource / properties / error / title
      Removed value: -"Error"
    • removedOutput schema / $defs / ShodanRefSource / properties / found / default
      Removed value: -false
    • removedOutput schema / $defs / ShodanRefSource / properties / found / title
      Removed value: -"Found"
    • removedOutput schema / $defs / ShodanRefSource / properties / results / title
      Removed value: -"Results"
    • removedOutput schema / $defs / ShodanRefSource / properties / truncated / default
      Removed value: -false
    • removedOutput schema / $defs / ShodanRefSource / properties / truncated / title
      Removed value: -"Truncated"
    • removedOutput schema / $defs / ShodanRefSource / title
      Removed value: -"ShodanRefSource"
    • removedOutput schema / $defs / Verdict / properties / completeness / default
      Removed value: -"complete"
    • removedOutput schema / $defs / Verdict / properties / completeness / description
      Removed value: -"'complete' = every planned source returned data; 'partial' = at least one source in sources_unavailable failed or was skipped; 'minimal' = only the primary/required source returned, optional enrichment missing."
    • removedOutput schema / $defs / Verdict / properties / completeness / title
      Removed value: -"Completeness"
    • removedOutput schema / $defs / Verdict / properties / data_age_seconds / default
      Removed value: -null
    • removedOutput schema / $defs / Verdict / properties / data_age_seconds / description
      Removed value: -"Seconds elapsed since the oldest cached source was fetched, or null when every source was queried live for this request. Use to judge freshness."
    • removedOutput schema / $defs / Verdict / properties / data_age_seconds / title
      Removed value: -"Data Age Seconds"
    • removedOutput schema / $defs / Verdict / properties / deterministic / description
      Removed value: -"True when the response is fully reproducible from the listed sources for the same input at the same moment (no randomness, no model inference). False for endpoints that include probabilistic scoring or LLM output."
    • removedOutput schema / $defs / Verdict / properties / deterministic / title
      Removed value: -"Deterministic"
    • removedOutput schema / $defs / Verdict / properties / falsifiable_fields / description
      Removed value: -"Top-level response fields whose values a caller can independently re-derive from the named upstream sources (e.g. 'dns', 'ssl', 'whois'). Fields not in this list are derived/computed and cannot be directly re-verified."
    • removedOutput schema / $defs / Verdict / properties / falsifiable_fields / title
      Removed value: -"Falsifiable Fields"
    • removedOutput schema / $defs / Verdict / properties / sources_queried / description
      Removed value: -"Canonical source identifiers successfully consulted for this response (e.g. 'ripe_stat', 'shodan_internetdb', 'firehol'). Agent-readable list, order not significant."
    • removedOutput schema / $defs / Verdict / properties / sources_queried / title
      Removed value: -"Sources Queried"
    • removedOutput schema / $defs / Verdict / properties / sources_unavailable / description
      Removed value: -"Sources that were expected but not returned — either intentionally skipped (lite mode, tier gating) or failed (quota, timeout, upstream down). Empty list means every planned source produced data."
    • removedOutput schema / $defs / Verdict / properties / sources_unavailable / title
      Removed value: -"Sources Unavailable"
    • removedOutput schema / $defs / Verdict / title
      Removed value: -"Verdict"
    • removedOutput schema / properties / result / title
      Removed value: -"Result"
    • removedOutput schema / title
      Removed value: -"exploit_lookupOutput"
  6. Changed1 schema field changed
    • changedOutput schema / $defs / PivotHint / properties / tool / enum
      Previous value: -[
      -  "cve_lookup",
      -  "cve_search",
      -  "cve_leading",
      -  "bulk_cve_lookup",
      -  "calculate_risk_score",
      -  "get_cvss_details",
      -  "exploit_lookup",
      -  "kev_detail",
      -  "cwe_lookup",
      -  "subdomain_enum",
      -  "ssl_check",
      -  "tech_fingerprint",
      -  "asn_lookup",
      -  "ip_lookup",
      -  "ioc_lookup",
      -  "bulk_ioc_lookup",
      -  "hash_lookup",
      -  "threat_intel",
      -  "threat_report",
      -  "audit_domain",
      -  "domain_report",
      -  "dns_lookup",
      -  "whois_lookup",
      -  "wayback_lookup",
      -  "scan_headers",
      -  "check_headers",
      -  "check_secrets",
      -  "check_injection",
      -  "check_dependencies",
      -  "email_mx",
      -  "email_security_posture",
      -  "email_disposable",
      -  "email_verify",
      -  "robots_txt",
      -  "redirect_chain",
      -  "brand_assets",
      -  "seo_audit",
      -  "phone_lookup",
      -  "username_lookup",
      -  "password_check",
      -  "phishing_check",
      -  "atlas_technique_lookup",
      -  "atlas_technique_search",
      -  "bulk_atlas_technique_lookup",
      -  "atlas_case_study_lookup",
      -  "atlas_case_study_search",
      -  "d3fend_defense_lookup",
      -  "d3fend_defense_search",
      -  "d3fend_defense_for_attack",
      -  "d3fend_attack_coverage",
      -  "sigma_rule_lookup",
      -  "bulk_sigma_rule_lookup"
      -]New value: +[
      +  "cve_lookup",
      +  "cve_search",
      +  "cve_leading",
      +  "bulk_cve_lookup",
      +  "calculate_risk_score",
      +  "get_cvss_details",
      +  "exploit_lookup",
      +  "kev_detail",
      +  "cwe_lookup",
      +  "subdomain_enum",
      +  "ssl_check",
      +  "tech_fingerprint",
      +  "asn_lookup",
      +  "ip_lookup",
      +  "ioc_lookup",
      +  "bulk_ioc_lookup",
      +  "hash_lookup",
      +  "threat_intel",
      +  "threat_report",
      +  "audit_domain",
      +  "domain_report",
      +  "dns_lookup",
      +  "whois_lookup",
      +  "wayback_lookup",
      +  "scan_headers",
      +  "check_headers",
      +  "check_secrets",
      +  "check_injection",
      +  "check_dependencies",
      +  "email_mx",
      +  "email_security_posture",
      +  "email_disposable",
      +  "email_verify",
      +  "robots_txt",
      +  "redirect_chain",
      +  "brand_assets",
      +  "seo_audit",
      +  "phone_lookup",
      +  "username_lookup",
      +  "password_check",
      +  "phishing_check",
      +  "atlas_technique_lookup",
      +  "atlas_technique_search",
      +  "bulk_atlas_technique_lookup",
      +  "atlas_case_study_lookup",
      +  "atlas_case_study_search",
      +  "d3fend_defense_lookup",
      +  "d3fend_defense_search",
      +  "d3fend_defense_for_attack",
      +  "d3fend_attack_coverage",
      +  "sigma_rule_lookup",
      +  "bulk_sigma_rule_lookup",
      +  "tech_stack_cve_audit"
      +]
  7. Changed1 schema field changed
    • changedOutput schema / $defs / PivotHint / properties / tool / enum
      Previous value: -[
      -  "cve_lookup",
      -  "cve_search",
      -  "cve_leading",
      -  "bulk_cve_lookup",
      -  "calculate_risk_score",
      -  "get_cvss_details",
      -  "exploit_lookup",
      -  "kev_detail",
      -  "cwe_lookup",
      -  "subdomain_enum",
      -  "ssl_check",
      -  "tech_fingerprint",
      -  "asn_lookup",
      -  "ip_lookup",
      -  "ioc_lookup",
      -  "bulk_ioc_lookup",
      -  "hash_lookup",
      -  "threat_intel",
      -  "threat_report",
      -  "audit_domain",
      -  "domain_report",
      -  "dns_lookup",
      -  "whois_lookup",
      -  "wayback_lookup",
      -  "scan_headers",
      -  "check_headers",
      -  "check_secrets",
      -  "check_injection",
      -  "check_dependencies",
      -  "email_mx",
      -  "email_security_posture",
      -  "email_disposable",
      -  "email_verify",
      -  "robots_txt",
      -  "redirect_chain",
      -  "brand_assets",
      -  "seo_audit",
      -  "phone_lookup",
      -  "username_lookup",
      -  "password_check",
      -  "phishing_check",
      -  "atlas_technique_lookup",
      -  "atlas_technique_search",
      -  "bulk_atlas_technique_lookup",
      -  "atlas_case_study_lookup",
      -  "atlas_case_study_search",
      -  "d3fend_defense_lookup",
      -  "d3fend_defense_search",
      -  "d3fend_defense_for_attack",
      -  "d3fend_attack_coverage"
      -]New value: +[
      +  "cve_lookup",
      +  "cve_search",
      +  "cve_leading",
      +  "bulk_cve_lookup",
      +  "calculate_risk_score",
      +  "get_cvss_details",
      +  "exploit_lookup",
      +  "kev_detail",
      +  "cwe_lookup",
      +  "subdomain_enum",
      +  "ssl_check",
      +  "tech_fingerprint",
      +  "asn_lookup",
      +  "ip_lookup",
      +  "ioc_lookup",
      +  "bulk_ioc_lookup",
      +  "hash_lookup",
      +  "threat_intel",
      +  "threat_report",
      +  "audit_domain",
      +  "domain_report",
      +  "dns_lookup",
      +  "whois_lookup",
      +  "wayback_lookup",
      +  "scan_headers",
      +  "check_headers",
      +  "check_secrets",
      +  "check_injection",
      +  "check_dependencies",
      +  "email_mx",
      +  "email_security_posture",
      +  "email_disposable",
      +  "email_verify",
      +  "robots_txt",
      +  "redirect_chain",
      +  "brand_assets",
      +  "seo_audit",
      +  "phone_lookup",
      +  "username_lookup",
      +  "password_check",
      +  "phishing_check",
      +  "atlas_technique_lookup",
      +  "atlas_technique_search",
      +  "bulk_atlas_technique_lookup",
      +  "atlas_case_study_lookup",
      +  "atlas_case_study_search",
      +  "d3fend_defense_lookup",
      +  "d3fend_defense_search",
      +  "d3fend_defense_for_attack",
      +  "d3fend_attack_coverage",
      +  "sigma_rule_lookup",
      +  "bulk_sigma_rule_lookup"
      +]
  8. Changed1 schema field changed
    • changedOutput schema / $defs / PivotHint / properties / tool / enum
      Previous value: -[
      -  "cve_lookup",
      -  "cve_search",
      -  "cve_leading",
      -  "bulk_cve_lookup",
      -  "calculate_risk_score",
      -  "get_cvss_details",
      -  "exploit_lookup",
      -  "kev_detail",
      -  "cwe_lookup",
      -  "subdomain_enum",
      -  "ssl_check",
      -  "tech_fingerprint",
      -  "asn_lookup",
      -  "ip_lookup",
      -  "ioc_lookup",
      -  "bulk_ioc_lookup",
      -  "hash_lookup",
      -  "threat_intel",
      -  "threat_report",
      -  "audit_domain",
      -  "domain_report",
      -  "dns_lookup",
      -  "whois_lookup",
      -  "wayback_lookup",
      -  "scan_headers",
      -  "check_headers",
      -  "check_secrets",
      -  "check_injection",
      -  "check_dependencies",
      -  "email_mx",
      -  "email_disposable",
      -  "email_verify",
      -  "robots_txt",
      -  "redirect_chain",
      -  "brand_assets",
      -  "seo_audit",
      -  "phone_lookup",
      -  "username_lookup",
      -  "password_check",
      -  "phishing_check",
      -  "atlas_technique_lookup",
      -  "atlas_technique_search",
      -  "bulk_atlas_technique_lookup",
      -  "atlas_case_study_lookup",
      -  "atlas_case_study_search",
      -  "d3fend_defense_lookup",
      -  "d3fend_defense_search",
      -  "d3fend_defense_for_attack",
      -  "d3fend_attack_coverage"
      -]New value: +[
      +  "cve_lookup",
      +  "cve_search",
      +  "cve_leading",
      +  "bulk_cve_lookup",
      +  "calculate_risk_score",
      +  "get_cvss_details",
      +  "exploit_lookup",
      +  "kev_detail",
      +  "cwe_lookup",
      +  "subdomain_enum",
      +  "ssl_check",
      +  "tech_fingerprint",
      +  "asn_lookup",
      +  "ip_lookup",
      +  "ioc_lookup",
      +  "bulk_ioc_lookup",
      +  "hash_lookup",
      +  "threat_intel",
      +  "threat_report",
      +  "audit_domain",
      +  "domain_report",
      +  "dns_lookup",
      +  "whois_lookup",
      +  "wayback_lookup",
      +  "scan_headers",
      +  "check_headers",
      +  "check_secrets",
      +  "check_injection",
      +  "check_dependencies",
      +  "email_mx",
      +  "email_security_posture",
      +  "email_disposable",
      +  "email_verify",
      +  "robots_txt",
      +  "redirect_chain",
      +  "brand_assets",
      +  "seo_audit",
      +  "phone_lookup",
      +  "username_lookup",
      +  "password_check",
      +  "phishing_check",
      +  "atlas_technique_lookup",
      +  "atlas_technique_search",
      +  "bulk_atlas_technique_lookup",
      +  "atlas_case_study_lookup",
      +  "atlas_case_study_search",
      +  "d3fend_defense_lookup",
      +  "d3fend_defense_search",
      +  "d3fend_defense_for_attack",
      +  "d3fend_attack_coverage"
      +]
  9. Changed1 schema field changed
    • changedOutput schema / $defs / PivotHint / properties / tool / enum
      Previous value: -[
      -  "cve_lookup",
      -  "cve_search",
      -  "cve_leading",
      -  "bulk_cve_lookup",
      -  "exploit_lookup",
      -  "kev_detail",
      -  "cwe_lookup",
      -  "subdomain_enum",
      -  "ssl_check",
      -  "tech_fingerprint",
      -  "asn_lookup",
      -  "ip_lookup",
      -  "ioc_lookup",
      -  "bulk_ioc_lookup",
      -  "hash_lookup",
      -  "threat_intel",
      -  "threat_report",
      -  "audit_domain",
      -  "domain_report",
      -  "dns_lookup",
      -  "whois_lookup",
      -  "wayback_lookup",
      -  "scan_headers",
      -  "check_headers",
      -  "check_secrets",
      -  "check_injection",
      -  "check_dependencies",
      -  "email_mx",
      -  "email_disposable",
      -  "email_verify",
      -  "robots_txt",
      -  "redirect_chain",
      -  "brand_assets",
      -  "seo_audit",
      -  "phone_lookup",
      -  "username_lookup",
      -  "password_check",
      -  "phishing_check",
      -  "atlas_technique_lookup",
      -  "atlas_technique_search",
      -  "bulk_atlas_technique_lookup",
      -  "atlas_case_study_lookup",
      -  "atlas_case_study_search",
      -  "d3fend_defense_lookup",
      -  "d3fend_defense_search",
      -  "d3fend_defense_for_attack",
      -  "d3fend_attack_coverage"
      -]New value: +[
      +  "cve_lookup",
      +  "cve_search",
      +  "cve_leading",
      +  "bulk_cve_lookup",
      +  "calculate_risk_score",
      +  "get_cvss_details",
      +  "exploit_lookup",
      +  "kev_detail",
      +  "cwe_lookup",
      +  "subdomain_enum",
      +  "ssl_check",
      +  "tech_fingerprint",
      +  "asn_lookup",
      +  "ip_lookup",
      +  "ioc_lookup",
      +  "bulk_ioc_lookup",
      +  "hash_lookup",
      +  "threat_intel",
      +  "threat_report",
      +  "audit_domain",
      +  "domain_report",
      +  "dns_lookup",
      +  "whois_lookup",
      +  "wayback_lookup",
      +  "scan_headers",
      +  "check_headers",
      +  "check_secrets",
      +  "check_injection",
      +  "check_dependencies",
      +  "email_mx",
      +  "email_disposable",
      +  "email_verify",
      +  "robots_txt",
      +  "redirect_chain",
      +  "brand_assets",
      +  "seo_audit",
      +  "phone_lookup",
      +  "username_lookup",
      +  "password_check",
      +  "phishing_check",
      +  "atlas_technique_lookup",
      +  "atlas_technique_search",
      +  "bulk_atlas_technique_lookup",
      +  "atlas_case_study_lookup",
      +  "atlas_case_study_search",
      +  "d3fend_defense_lookup",
      +  "d3fend_defense_search",
      +  "d3fend_defense_for_attack",
      +  "d3fend_attack_coverage"
      +]
  10. Changed1 schema field changed
    • addedOutput schema / $defs / ShodanRefSource / properties / truncated
      Added value: +{
      +  "default": false,
      +  "title": "Truncated",
      +  "type": "boolean"
      +}
  11. Changed1 schema field changed
    • changedOutput schema / $defs / PivotHint / properties / tool / enum
      Previous value: -[
      -  "cve_lookup",
      -  "cve_search",
      -  "cve_leading",
      -  "bulk_cve_lookup",
      -  "exploit_lookup",
      -  "kev_detail",
      -  "cwe_lookup",
      -  "subdomain_enum",
      -  "ssl_check",
      -  "tech_fingerprint",
      -  "asn_lookup",
      -  "ip_lookup",
      -  "ioc_lookup",
      -  "bulk_ioc_lookup",
      -  "hash_lookup",
      -  "threat_intel",
      -  "threat_report",
      -  "audit_domain",
      -  "domain_report",
      -  "dns_lookup",
      -  "whois_lookup",
      -  "wayback_lookup",
      -  "scan_headers",
      -  "check_headers",
      -  "check_secrets",
      -  "check_injection",
      -  "check_dependencies",
      -  "email_mx",
      -  "email_disposable",
      -  "phone_lookup",
      -  "username_lookup",
      -  "password_check",
      -  "phishing_check",
      -  "atlas_technique_lookup",
      -  "atlas_technique_search",
      -  "bulk_atlas_technique_lookup",
      -  "atlas_case_study_lookup",
      -  "atlas_case_study_search",
      -  "d3fend_defense_lookup",
      -  "d3fend_defense_search",
      -  "d3fend_defense_for_attack",
      -  "d3fend_attack_coverage"
      -]New value: +[
      +  "cve_lookup",
      +  "cve_search",
      +  "cve_leading",
      +  "bulk_cve_lookup",
      +  "exploit_lookup",
      +  "kev_detail",
      +  "cwe_lookup",
      +  "subdomain_enum",
      +  "ssl_check",
      +  "tech_fingerprint",
      +  "asn_lookup",
      +  "ip_lookup",
      +  "ioc_lookup",
      +  "bulk_ioc_lookup",
      +  "hash_lookup",
      +  "threat_intel",
      +  "threat_report",
      +  "audit_domain",
      +  "domain_report",
      +  "dns_lookup",
      +  "whois_lookup",
      +  "wayback_lookup",
      +  "scan_headers",
      +  "check_headers",
      +  "check_secrets",
      +  "check_injection",
      +  "check_dependencies",
      +  "email_mx",
      +  "email_disposable",
      +  "email_verify",
      +  "robots_txt",
      +  "redirect_chain",
      +  "brand_assets",
      +  "seo_audit",
      +  "phone_lookup",
      +  "username_lookup",
      +  "password_check",
      +  "phishing_check",
      +  "atlas_technique_lookup",
      +  "atlas_technique_search",
      +  "bulk_atlas_technique_lookup",
      +  "atlas_case_study_lookup",
      +  "atlas_case_study_search",
      +  "d3fend_defense_lookup",
      +  "d3fend_defense_search",
      +  "d3fend_defense_for_attack",
      +  "d3fend_attack_coverage"
      +]
  12. Changed3 schema fields changed
    • addedOutput schema / $defs
      Added value: +{
      +  "ErrorDetail": {
      +    "description": "Structured failure body. Codes mirror app/exceptions.AppException\nsubclasses; agent retry / upgrade decisions key off `code`, not `message`.",
      +    "properties": {
      +      "code": {
      +        "description": "Stable machine-readable failure category. Agents key retry/upgrade decisions off this.",
      +        "enum": [
      +          "invalid_argument",
      +          "not_found",
      +          "rate_limit_exceeded",
      +          "auth_required",
      +          "tier_limit",
      +          "upstream_timeout",
      +          "upstream_error",
      +          "internal_error"
      +        ],
      +        "title": "Code",
      +        "type": "string"
      +      },
      +      "docs_url": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "default": null,
      +        "description": "Documentation pointer (e.g. tool input contract) when code='invalid_argument'.",
      +        "title": "Docs Url"
      +      },
      +      "message": {
      +        "description": "Human-readable detail. Free text — never parse. Capped at 500 chars to prevent oversized upstream errors from bloating responses.",
      +        "maxLength": 500,
      +        "title": "Message",
      +        "type": "string"
      +      },
      +      "retry_after_seconds": {
      +        "anyOf": [
      +          {
      +            "type": "integer"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "default": null,
      +        "description": "When code='rate_limit_exceeded', the minimum seconds to wait before retrying.",
      +        "title": "Retry After Seconds"
      +      },
      +      "upgrade_url": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "default": null,
      +        "description": "Pricing/upgrade URL when code='tier_limit' or 'rate_limit_exceeded' on the Free tier.",
      +        "title": "Upgrade Url"
      +      }
      +    },
      +    "required": [
      +      "code",
      +      "message"
      +    ],
      +    "title": "ErrorDetail",
      +    "type": "object"
      +  },
      +  "ErrorResponse": {
      +    "description": "MCP error envelope. Tool return type is always\n`SpecificResponse | ErrorResponse` — Union flag tells the agent which arm\narrived without parsing the inner body.",
      +    "properties": {
      +      "error": {
      +        "$ref": "#/$defs/ErrorDetail"
      +      }
      +    },
      +    "required": [
      +      "error"
      +    ],
      +    "title": "ErrorResponse",
      +    "type": "object"
      +  },
      +  "Exploit": {
      +    "properties": {
      +      "author": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "default": null,
      +        "title": "Author"
      +      },
      +      "cve_id": {
      +        "title": "Cve Id",
      +        "type": "string"
      +      },
      +      "date_published": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "default": null,
      +        "title": "Date Published"
      +      },
      +      "description": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "default": null,
      +        "title": "Description"
      +      },
      +      "edb_id": {
      +        "title": "Edb Id",
      +        "type": "integer"
      +      },
      +      "platform": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "default": null,
      +        "title": "Platform"
      +      },
      +      "type": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "default": null,
      +        "title": "Type"
      +      },
      +      "url": {
      +        "title": "Url",
      +        "type": "string"
      +      },
      +      "verified": {
      +        "default": false,
      +        "title": "Verified",
      +        "type": "boolean"
      +      }
      +    },
      +    "required": [
      +      "edb_id",
      +      "cve_id",
      +      "url"
      +    ],
      +    "title": "Exploit",
      +    "type": "object"
      +  },
      +  "ExploitResponse": {
      +    "properties": {
      +      "cve_id": {
      +        "title": "Cve Id",
      +        "type": "string"
      +      },
      +      "exploits": {
      +        "items": {
      +          "$ref": "#/$defs/Exploit"
      +        },
      +        "title": "Exploits",
      +        "type": "array"
      +      },
      +      "exploits_found": {
      +        "default": 0,
      +        "title": "Exploits Found",
      +        "type": "integer"
      +      },
      +      "has_public_exploit": {
      +        "default": false,
      +        "title": "Has Public Exploit",
      +        "type": "boolean"
      +      },
      +      "next_calls": {
      +        "anyOf": [
      +          {
      +            "items": {
      +              "$ref": "#/$defs/PivotHint"
      +            },
      +            "type": "array"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "default": null,
      +        "description": "Suggested follow-up MCP tool calls. Ordered by relevance; agents should chain these without re-prompting the user.",
      +        "title": "Next Calls"
      +      },
      +      "sources": {
      +        "$ref": "#/$defs/ExploitSources"
      +      },
      +      "summary": {
      +        "default": "",
      +        "title": "Summary",
      +        "type": "string"
      +      },
      +      "verdict": {
      +        "anyOf": [
      +          {
      +            "$ref": "#/$defs/Verdict"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "default": null,
      +        "description": "Falsifiability metadata: sources_queried, sources_unavailable, completeness, deterministic flag. Lets agents distinguish 'no data' from 'source failed' without re-running the call."
      +      }
      +    },
      +    "required": [
      +      "cve_id"
      +    ],
      +    "title": "ExploitResponse",
      +    "type": "object"
      +  },
      +  "ExploitSources": {
      +    "properties": {
      +      "github": {
      +        "$ref": "#/$defs/GithubExploitSource"
      +      },
      +      "shodan_refs": {
      +        "$ref": "#/$defs/ShodanRefSource"
      +      }
      +    },
      +    "title": "ExploitSources",
      +    "type": "object"
      +  },
      +  "GhsaAdvisory": {
      +    "properties": {
      +      "ghsa_id": {
      +        "default": "",
      +        "title": "Ghsa Id",
      +        "type": "string"
      +      },
      +      "published_at": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "default": null,
      +        "title": "Published At"
      +      },
      +      "references": {
      +        "items": {
      +          "type": "string"
      +        },
      +        "title": "References",
      +        "type": "array"
      +      },
      +      "severity": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "default": null,
      +        "title": "Severity"
      +      },
      +      "summary": {
      +        "default": "",
      +        "title": "Summary",
      +        "type": "string"
      +      }
      +    },
      +    "title": "GhsaAdvisory",
      +    "type": "object"
      +  },
      +  "GithubExploitSource": {
      +    "properties": {
      +      "advisories": {
      +        "items": {
      +          "$ref": "#/$defs/GhsaAdvisory"
      +        },
      +        "title": "Advisories",
      +        "type": "array"
      +      },
      +      "count": {
      +        "default": 0,
      +        "title": "Count",
      +        "type": "integer"
      +      },
      +      "error": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "default": null,
      +        "title": "Error"
      +      },
      +      "found": {
      +        "default": false,
      +        "title": "Found",
      +        "type": "boolean"
      +      }
      +    },
      +    "title": "GithubExploitSource",
      +    "type": "object"
      +  },
      +  "PivotHint": {
      +    "additionalProperties": true,
      +    "description": "A suggested follow-up MCP tool call. Surfaced inside response.next_calls so\nLLM agents can chain related lookups without manual prompting. Each hint names\nthe tool, the input value to pass, and a short reason explaining why this\npivot adds value in the current context.",
      +    "properties": {
      +      "input": {
      +        "description": "Suggested input value to pass to the tool — typically a CVE ID, CWE ID, domain, or IP. Pre-populated from the current response so the agent can call the next tool without re-deriving the argument.",
      +        "title": "Input",
      +        "type": "string"
      +      },
      +      "params": {
      +        "anyOf": [
      +          {
      +            "additionalProperties": {
      +              "type": "string"
      +            },
      +            "type": "object"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "default": null,
      +        "description": "Optional extra kwargs to pass alongside `input`. Used by pivot generators when the next call benefits from a secondary parameter, e.g. {'exclude_id': 'AML.T0051'} to skip the originating technique from a sibling-tactic search. Omitted when no extra args are needed.",
      +        "title": "Params"
      +      },
      +      "reason": {
      +        "description": "Short rationale (one sentence) for why this follow-up call adds value, e.g. 'Federal patch deadline + ransomware association', 'Public exploits / PoC availability'.",
      +        "title": "Reason",
      +        "type": "string"
      +      },
      +      "tool": {
      +        "description": "Canonical MCP tool name to call next. Constrained to known operation_ids in tools/list — adding a new tool here requires expanding the Literal.",
      +        "enum": [
      +          "cve_lookup",
      +          "cve_search",
      +          "cve_leading",
      +          "bulk_cve_lookup",
      +          "exploit_lookup",
      +          "kev_detail",
      +          "cwe_lookup",
      +          "subdomain_enum",
      +          "ssl_check",
      +          "tech_fingerprint",
      +          "asn_lookup",
      +          "ip_lookup",
      +          "ioc_lookup",
      +          "bulk_ioc_lookup",
      +          "hash_lookup",
      +          "threat_intel",
      +          "threat_report",
      +          "audit_domain",
      +          "domain_report",
      +          "dns_lookup",
      +          "whois_lookup",
      +          "wayback_lookup",
      +          "scan_headers",
      +          "check_headers",
      +          "check_secrets",
      +          "check_injection",
      +          "check_dependencies",
      +          "email_mx",
      +          "email_disposable",
      +          "phone_lookup",
      +          "username_lookup",
      +          "password_check",
      +          "phishing_check",
      +          "atlas_technique_lookup",
      +          "atlas_technique_search",
      +          "bulk_atlas_technique_lookup",
      +          "atlas_case_study_lookup",
      +          "atlas_case_study_search",
      +          "d3fend_defense_lookup",
      +          "d3fend_defense_search",
      +          "d3fend_defense_for_attack",
      +          "d3fend_attack_coverage"
      +        ],
      +        "title": "Tool",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "tool",
      +      "input",
      +      "reason"
      +    ],
      +    "title": "PivotHint",
      +    "type": "object"
      +  },
      +  "ShodanRefItem": {
      +    "properties": {
      +      "description": {
      +        "default": "",
      +        "title": "Description",
      +        "type": "string"
      +      },
      +      "id": {
      +        "default": "",
      +        "title": "Id",
      +        "type": "string"
      +      },
      +      "source": {
      +        "default": "",
      +        "title": "Source",
      +        "type": "string"
      +      }
      +    },
      +    "title": "ShodanRefItem",
      +    "type": "object"
      +  },
      +  "ShodanRefSource": {
      +    "properties": {
      +      "count": {
      +        "default": 0,
      +        "title": "Count",
      +        "type": "integer"
      +      },
      +      "error": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "default": null,
      +        "title": "Error"
      +      },
      +      "found": {
      +        "default": false,
      +        "title": "Found",
      +        "type": "boolean"
      +      },
      +      "results": {
      +        "items": {
      +          "$ref": "#/$defs/ShodanRefItem"
      +        },
      +        "title": "Results",
      +        "type": "array"
      +      }
      +    },
      +    "title": "ShodanRefSource",
      +    "type": "object"
      +  },
      +  "Verdict": {
      +    "properties": {
      +      "completeness": {
      +        "default": "complete",
      +        "description": "'complete' = every planned source returned data; 'partial' = at least one source in sources_unavailable failed or was skipped; 'minimal' = only the primary/required source returned, optional enrichment missing.",
      +        "enum": [
      +          "complete",
      +          "partial",
      +          "minimal"
      +        ],
      +        "title": "Completeness",
      +        "type": "string"
      +      },
      +      "data_age_seconds": {
      +        "anyOf": [
      +          {
      +            "type": "integer"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "default": null,
      +        "description": "Seconds elapsed since the oldest cached source was fetched, or null when every source was queried live for this request. Use to judge freshness.",
      +        "title": "Data Age Seconds"
      +      },
      +      "deterministic": {
      +        "description": "True when the response is fully reproducible from the listed sources for the same input at the same moment (no randomness, no model inference). False for endpoints that include probabilistic scoring or LLM output.",
      +        "title": "Deterministic",
      +        "type": "boolean"
      +      },
      +      "falsifiable_fields": {
      +        "description": "Top-level response fields whose values a caller can independently re-derive from the named upstream sources (e.g. 'dns', 'ssl', 'whois'). Fields not in this list are derived/computed and cannot be directly re-verified.",
      +        "items": {
      +          "type": "string"
      +        },
      +        "title": "Falsifiable Fields",
      +        "type": "array"
      +      },
      +      "sources_queried": {
      +        "description": "Canonical source identifiers successfully consulted for this response (e.g. 'ripe_stat', 'shodan_internetdb', 'firehol'). Agent-readable list, order not significant.",
      +        "items": {
      +          "type": "string"
      +        },
      +        "title": "Sources Queried",
      +        "type": "array"
      +      },
      +      "sources_unavailable": {
      +        "description": "Sources that were expected but not returned — either intentionally skipped (lite mode, tier gating) or failed (quota, timeout, upstream down). Empty list means every planned source produced data.",
      +        "items": {
      +          "type": "string"
      +        },
      +        "title": "Sources Unavailable",
      +        "type": "array"
      +      }
      +    },
      +    "required": [
      +      "deterministic"
      +    ],
      +    "title": "Verdict",
      +    "type": "object"
      +  }
      +}
    • addedOutput schema / properties / result / anyOf
      Added value: +[
      +  {
      +    "$ref": "#/$defs/ExploitResponse"
      +  },
      +  {
      +    "$ref": "#/$defs/ErrorResponse"
      +  }
      +]
    • removedOutput schema / properties / result / type
      Removed value: -"string"
  13. First observed

TDQS

A4.6/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Beyond the readOnly/idempotent/destructive annotations, the description discloses critical behaviors: result capping (SHODAN_REFS_LIMIT default 200), the truncated flag, the honest upstream count, and deliberate avoidance of blind emission of pivots that lack schema support. This adds substantial value and does not contradict annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is longer than average but every sentence contributes functional information: source composition, usage context, caveats, next_calls behavior, and return structure. It is front-loaded with the core purpose and remains structured, though it could be slightly tightened without loss.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool's complexity—three data sources with differing behaviors, a truncation mechanism, and next_calls integration—the description addresses all essential aspects: return fields, limit semantics, pivot logic, and caveats about missing schema fields. It is fully self-sufficient for an agent to select and invoke correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The input schema already provides a full description for cve_id with format examples, so schema coverage is 100%. The tool description does not add any new parameter-level meaning beyond what the schema states, but it does not need to; the baseline of 3 is appropriate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description opens with a specific verb ('Search') and resource ('public exploits/PoC for a specific CVE') and immediately distinguishes itself from siblings by enumerating three distinct data sources. It clearly states the tool computes exploit availability, differentiating it from cve_lookup, cwe_lookup, and kev_detail.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Explicit usage guidance is provided: 'Use to assess if a vulnerability has weaponized exploits in the wild; run after cve_lookup to evaluate real-world risk.' It also names alternative/complementary tools (kev_detail, cwe_lookup) and describes their pairing conditions, plus rate limits for free and Pro tiers.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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TDQS

A4.5/5.0
Disambiguation4/5

Most tools have clearly distinct purposes, with differences between lookup/search/scan/audit for each domain. However, some overlap exists (e.g., email_mx vs email_security_posture, scan_headers vs contrast_scan) which could cause occasional confusion. Overall, boundaries are well-defined.

Naming Consistency5/5

Tool names follow a consistent verb_noun pattern (e.g., cve_lookup, check_headers, bulk_cve_lookup) with all lowercase underscores. Variations like kev_detail or ssl_check are minor and still predictable. No chaotic mixing of conventions.

Tool Count4/5

54 tools is high but justified by the broad cybersecurity scope (CVE, ATLAS, D3FEND, Sigma, domain, email, IOC, scanning). Some redundancy exists (e.g., three email-related tools), but the count is not excessive given the API's comprehensive feature set.

Completeness5/5

The tool set thoroughly covers the threat intelligence and domain investigation lifecycle: CVE/KEV/exploit/CWE, ATLAS/D3FEND/Sigma, DNS/WHOIS/SSL/subdomains, email security, IOC enrichment, and active scanning. No significant gaps are apparent for the stated cybersecurity purpose.