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FoundRole — AI Job Search & Application Tracker MCP for Claude & ChatGPT

Recommend jobs for my profile

jobs_recommendations
Idempotent

Returns the authenticated user's personalized job recommendations built from their resume, skills, target roles, and preferred location. Results are ranked by fit, may include related roles, and carry the same salary, match, H-1B, and job-trust insight payload used by job search, with those FoundRole figures attributed once per response in figureSources (source, basis per kind of figure and methodologyUrl); a false h1bSponsor or eVerify means no record was found, not that the employer does not sponsor. The search filters and sort parameters apply to this personalized feed too. One call returns one answer: there is no next page, and the response links to the same feed on the FoundRole website. An explicit query for a different or unrecognized profession uses the same general job search as jobs_search, preserving the query and filters instead of substituting the profile's target roles. Without a location the feed covers the place saved on the account. It covers that place's whole country instead when the country holds more jobs of the account's role than the place does, or when the role has no job in the place or the country and few jobs of any kind are posted near the place; the latter shows related roles. The response names the place the feed shows as searchedPlace. A named location is never widened. coverage carries the counts of the role's jobs near the account's place and posted in its country. Its remoteOpenToCountry counts the role's jobs the feed holds with no posting near the place, whether remote, country-wide or regional, so that count does not mean they are remote.

A processing status means the personalized feed is still being prepared; a later call returns the completed feed.

Tool call template

This tool declares no required parameters. Add optional parameters from the input schema as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {},
    "name": "jobs_recommendations"
  }
}

Input Schema

NameRequiredDescriptionDefault
sortNoResult order (score, posted_at, match, salary): score is relevance to the query and the order of every request that sets no sort; posted_at orders by posting date and does not rank by fit to the query; salary is highest pay first; match is best personal fit first and needs a resume. Ordering by salary or match is an advanced option.
queryNoThe full job title or skill (e.g., "Ruby Developer", NOT just "Ruby")
radiusNoSearch radius in miles around a city location (default 40); not used for state, country or remote searches.
remoteNoAdvanced filter: only remote-eligible jobs, matched across the whole country of the requested location rather than its radius.
companyNoThe official company name, or the domain of one employer
benefitsNoAdvanced filter: benefit names such as "health insurance", "401k" or "parental leave"; a job qualifies only when it states every listed benefit. Names that match no known benefit are ignored.
locationNoGeographic location (e.g., 'Boston, MA')
companiesNoFilter: official company names; a job from any of them qualifies, across every job board each employer posts on. More than one company makes it an advanced filter. Next to company, a job has to match both; hiring_brand narrows company only.
educationNoFilter: jobs whose posting requires one of these education levels (no_requirements, high_school, associate_degree, bachelor_degree, professional_certificate, postgraduate_degree); bachelor_degree means the posting asks for a bachelor degree, not that it suits someone holding one.
min_matchNoAdvanced filter: lowest personal FoundRole match grade to keep, the same letter each job shows in insights.match.grade. A and A- are rare even for a strong resume; B keeps good and strong matches; C+ also keeps fair ones. Needs a resume on the account.
work_modesNoAdvanced filter: jobs in any of these work modes (on_site, remote, hybrid). remote is matched across the whole country of the location, the others within the radius. ["remote"] is the same search as remote: true.
bonuses_onlyNoAdvanced filter: only jobs that state a bonus (sign-on, performance, referral, commission and the like).
hiring_brandNoFilter: one brand inside the company, for example company "Google" with hiring_brand "YouTube"; used only together with company.
salary_floorNoAdvanced filter: minimum annualized salary in USD; a posting qualifies when the lower bound of its pay band reaches the floor. Jobs without a USD salary are dropped.
posted_days_agoNoPosting window in days (1-365): every job posted earlier than that many days ago is removed from the answer, so a narrow window can leave the answer empty.
employment_typesNoFilter: jobs offered as any of these employment types (full_time, part_time, contractor, temporary, intern, volunteer, per_diem, other).
exclude_companiesNoAdvanced filter: official company names whose jobs are removed from the results, across every job board each employer posts on.
experience_levelsNoFilter: jobs at any of these experience levels (entry_level, mid_level, senior_level, executive, level_not_stated). The level comes from the years of experience the posting asks for and the seniority in its title, the higher of the two; entry_level never includes a posting asking for more than two years. level_not_stated selects jobs whose level cannot be derived; it can be selected alone or alongside other levels.
h1b_sponsors_onlyNoAdvanced filter: only companies known to sponsor H1B visas.

Output Schema

NameRequiredDescriptionDefault
jobsNo
guideNo
previewNo
coverageNo
feedKindNo
wideningNo
savedRoleNo
feedStatusNo
totalCountNo
continueUrlNo
jobSearchIdNo
resultSetIdNo
statusOrderNo
revalidatingNo
figureSourcesNo
resultBatchIdNo
searchedPlaceNo
trackerWebUrlNo
profileSetupUrlNo
appliedConditionsNo
profileSetupStateNo
lowRelevanceNoticeNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed4 schema fields changed
    • addedOutput schema / properties / appliedConditions
      Added value: +{
      +  "items": {
      +    "properties": {
      +      "condition": {
      +        "enum": [
      +          "query",
      +          "location",
      +          "company",
      +          "career_area",
      +          "specialty",
      +          "radius",
      +          "sort",
      +          "posted_days_ago",
      +          "career_profile",
      +          "career_specialization",
      +          "min_match",
      +          "sponsors_only",
      +          "hide_ghost_risk",
      +          "salary_floor",
      +          "remote_only",
      +          "strict_remote_only",
      +          "confirmed_work_from_only",
      +          "hiring_brand",
      +          "facets",
      +          "employment_types",
      +          "work_location_types",
      +          "education_requirements",
      +          "experience_levels",
      +          "benefits",
      +          "bonuses_only",
      +          "companies",
      +          "exclude_companies"
      +        ],
      +        "type": "string"
      +      },
      +      "value": {
      +        "type": "string"
      +      }
      +    },
      +    "type": "object"
      +  },
      +  "type": "array"
      +}
    • addedOutput schema / properties / widening / properties / conditions
      Added value: +{
      +  "items": {
      +    "properties": {
      +      "added": {
      +        "type": "integer"
      +      },
      +      "asked": {
      +        "type": [
      +          "string",
      +          "null"
      +        ]
      +      },
      +      "condition": {
      +        "enum": [
      +          "posted_days_ago",
      +          "radius",
      +          "work_location_types"
      +        ],
      +        "type": "string"
      +      },
      +      "reason": {
      +        "enum": [
      +          "empty",
      +          "short"
      +        ],
      +        "type": "string"
      +      },
      +      "used": {
      +        "type": [
      +          "string",
      +          "null"
      +        ]
      +      }
      +    },
      +    "type": "object"
      +  },
      +  "type": "array"
      +}
    • addedOutput schema / properties / widening / properties / leftOut
      Added value: +{
      +  "type": "integer"
      +}
    • addedOutput schema / properties / widening / properties / reason
      Added value: +{
      +  "enum": [
      +    "empty",
      +    "short"
      +  ],
      +  "type": "string"
      +}
  2. Changed2 schema fields changed
    • addedOutput schema / properties / jobs / items / properties / widened
      Added value: +{
      +  "enum": [
      +    "window",
      +    "radius",
      +    "hybrid",
      +    null
      +  ],
      +  "type": [
      +    "string",
      +    "null"
      +  ]
      +}
    • addedOutput schema / properties / widening
      Added value: +{
      +  "properties": {
      +    "askedCount": {
      +      "type": "integer"
      +    },
      +    "hiddenCount": {
      +      "type": "integer"
      +    },
      +    "shown": {
      +      "type": "integer"
      +    },
      +    "steps": {
      +      "items": {
      +        "properties": {
      +          "added": {
      +            "type": "integer"
      +          },
      +          "from": {
      +            "type": [
      +              "integer",
      +              "string",
      +              "null"
      +            ]
      +          },
      +          "step": {
      +            "enum": [
      +              "window",
      +              "radius",
      +              "hybrid"
      +            ],
      +            "type": "string"
      +          },
      +          "to": {
      +            "type": [
      +              "integer",
      +              "string",
      +              "null"
      +            ]
      +          }
      +        },
      +        "type": "object"
      +      },
      +      "type": "array"
      +    }
      +  },
      +  "type": [
      +    "object",
      +    "null"
      +  ]
      +}
  3. Changed4 schema fields changed
    • addedOutput schema / properties / jobs / items / properties / coverLetterSubject
      Added value: +{
      +  "type": [
      +    "string",
      +    "null"
      +  ]
      +}
    • addedOutput schema / properties / jobs / items / properties / coverLetterUrl
      Added value: +{
      +  "type": [
      +    "string",
      +    "null"
      +  ]
      +}
    • addedOutput schema / properties / jobs / items / properties / tailoringSubject
      Added value: +{
      +  "type": [
      +    "string",
      +    "null"
      +  ]
      +}
    • addedOutput schema / properties / jobs / items / properties / tailoringUrl
      Added value: +{
      +  "type": [
      +    "string",
      +    "null"
      +  ]
      +}
  4. Changed2 schema fields changed
    • changedInput schema / properties / posted_days_ago / description
      Previous value: -"Number of days ago to search for jobs (1-365)"New value: +"Posting window in days (1-365): every job posted earlier than that many days ago is removed from the answer, so a narrow window can leave the answer empty."
    • changedInput schema / properties / sort / description
      Previous value: -"Result order (score, posted_at, match, salary): score is relevance and the default, posted_at is newest first, salary is highest pay first, match is best personal fit first and needs a resume. Ordering by salary or match is an advanced option."New value: +"Result order (score, posted_at, match, salary): score is relevance to the query and the order of every request that sets no sort; posted_at orders by posting date and does not rank by fit to the query; salary is highest pay first; match is best personal fit first and needs a resume. Ordering by salary or match is an advanced option."
  5. Changed3 schema fields changed
    • addedOutput schema / properties / figureSources
      Added value: +{
      +  "properties": {
      +    "estimatedSalary": {
      +      "properties": {
      +        "basis": {
      +          "type": "string"
      +        },
      +        "methodologyUrl": {
      +          "type": "string"
      +        }
      +      },
      +      "type": "object"
      +    },
      +    "ghostScore": {
      +      "properties": {
      +        "basis": {
      +          "type": "string"
      +        },
      +        "methodologyUrl": {
      +          "type": "string"
      +        }
      +      },
      +      "type": "object"
      +    },
      +    "methodologyUrl": {
      +      "type": "string"
      +    },
      +    "source": {
      +      "enum": [
      +        "FoundRole"
      +      ],
      +      "type": "string"
      +    },
      +    "visaRecords": {
      +      "properties": {
      +        "basis": {
      +          "type": "string"
      +        },
      +        "falseMeans": {
      +          "type": "string"
      +        },
      +        "methodologyUrl": {
      +          "type": "string"
      +        }
      +      },
      +      "type": "object"
      +    }
      +  },
      +  "type": [
      +    "object",
      +    "null"
      +  ]
      +}
    • addedOutput schema / properties / jobs / items / properties / estimatedSalary / properties / basedOn
      Added value: +{
      +  "type": [
      +    "string",
      +    "null"
      +  ]
      +}
    • removedOutput schema / properties / jobs / items / properties / insights / properties / ghostScore / properties / reasons
      Removed value: -{
      -  "items": {
      -    "properties": {
      -      "code": {
      -        "type": "string"
      -      },
      -      "params": {
      -        "type": [
      -          "object",
      -          "null"
      -        ]
      -      },
      -      "severity": {
      -        "type": "string"
      -      }
      -    },
      -    "type": "object"
      -  },
      -  "type": "array"
      -}
  6. Changed1 schema field changed
    • addedOutput schema / properties / coverage
      Added value: +{
      +  "properties": {
      +    "countryName": {
      +      "type": [
      +        "string",
      +        "null"
      +      ]
      +    },
      +    "exactInCountry": {
      +      "type": [
      +        "integer",
      +        "null"
      +      ]
      +    },
      +    "exactNearby": {
      +      "type": "integer"
      +    },
      +    "placeName": {
      +      "type": "string"
      +    },
      +    "remoteOpenToCountry": {
      +      "type": "integer"
      +    },
      +    "roleName": {
      +      "type": [
      +        "string",
      +        "null"
      +      ]
      +    },
      +    "state": {
      +      "enum": [
      +        "enough",
      +        "few_nearby",
      +        "related_only",
      +        "related_off_empty",
      +        "none_in_country",
      +        "filtered_out"
      +      ],
      +      "type": "string"
      +    },
      +    "withoutFilters": {
      +      "type": [
      +        "integer",
      +        "null"
      +      ]
      +    }
      +  },
      +  "type": [
      +    "object",
      +    "null"
      +  ]
      +}
  7. Changed1 schema field changed
    • removedOutput schema / properties / system_instruction
      Removed value: -{
      -  "type": "string"
      -}
  8. Changed1 schema field changed
    • addedOutput schema / properties / searchedPlace
      Added value: +{
      +  "properties": {
      +    "name": {
      +      "type": "string"
      +    },
      +    "source": {
      +      "enum": [
      +        "account",
      +        "current",
      +        "default"
      +      ],
      +      "type": "string"
      +    }
      +  },
      +  "type": [
      +    "object",
      +    "null"
      +  ]
      +}
  9. Changed4 schema fields changed
    • addedOutput schema / properties / guide
      Added value: +{
      +  "properties": {
      +    "otherLabel": {
      +      "type": "string"
      +    },
      +    "otherPrompt": {
      +      "type": "string"
      +    },
      +    "steps": {
      +      "items": {
      +        "type": "object"
      +      },
      +      "type": "array"
      +    }
      +  },
      +  "type": [
      +    "object",
      +    "null"
      +  ]
      +}
    • addedOutput schema / properties / jobs / items / properties / lastSeenAt
      Added value: +{
      +  "type": [
      +    "string",
      +    "null"
      +  ]
      +}
    • addedOutput schema / properties / jobs / items / properties / source
      Added value: +{
      +  "enum": [
      +    "external",
      +    "foundrole"
      +  ],
      +  "type": "string"
      +}
    • addedOutput schema / properties / savedRole
      Added value: +{
      +  "properties": {
      +    "careerProfileId": {
      +      "type": "integer"
      +    },
      +    "name": {
      +      "type": "string"
      +    },
      +    "usedForThisSearch": {
      +      "type": "boolean"
      +    }
      +  },
      +  "type": [
      +    "object",
      +    "null"
      +  ]
      +}
  10. Changed3 schema fields changed
    • changedInput schema / properties / company / description
      Previous value: -"The official company name"New value: +"The official company name, or the domain of one employer"
    • removedInput schema / properties / confirmed_work_from
      Removed value: -{
      -  "description": "Advanced filter: with strict_remote, also leaves out postings that do not say where the work can be done from.",
      -  "type": "boolean"
      -}
    • removedInput schema / properties / strict_remote
      Removed value: -{
      -  "description": "Advanced filter: only postings checked as fully remote that can be worked from the requested location: the posting names that area, allows anywhere, or does not say where. Stricter than remote; work_modes other than remote do not apply with it.",
      -  "type": "boolean"
      -}
  11. Changed1 schema field changed
    • addedOutput schema / properties / jobs / items / properties / insights / properties / employerFilingHistory
      Added value: +{
      +  "properties": {
      +    "attribution": {
      +      "enum": [
      +        "FILED_BY"
      +      ],
      +      "type": "string"
      +    },
      +    "availability": {
      +      "enum": [
      +        "AVAILABLE",
      +        "NO_FILINGS",
      +        "UNRESOLVED_EMPLOYER",
      +        "NOT_READY"
      +      ],
      +      "type": "string"
      +    },
      +    "bindingStatus": {
      +      "enum": [
      +        "LEGACY_UNREVIEWED",
      +        "UNRESOLVED"
      +      ],
      +      "type": "string"
      +    },
      +    "coverage": {
      +      "items": {
      +        "properties": {
      +          "fiscalYear": {
      +            "type": "integer"
      +          },
      +          "id": {
      +            "type": "string"
      +          },
      +          "quarter": {
      +            "type": "integer"
      +          }
      +        },
      +        "type": "object"
      +      },
      +      "type": "array"
      +    },
      +    "current": {
      +      "properties": {
      +        "filings": {
      +          "type": "integer"
      +        },
      +        "id": {
      +          "type": "string"
      +        },
      +        "workerPositions": {
      +          "type": "integer"
      +        }
      +      },
      +      "type": [
      +        "object",
      +        "null"
      +      ]
      +    },
      +    "currentPeriod": {
      +      "properties": {
      +        "complete": {
      +          "type": "boolean"
      +        },
      +        "coveredQuarters": {
      +          "items": {
      +            "properties": {
      +              "fiscalYear": {
      +                "type": "integer"
      +              },
      +              "id": {
      +                "type": "string"
      +              },
      +              "quarter": {
      +                "type": "integer"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "type": "array"
      +        },
      +        "endFiscalYear": {
      +          "type": "integer"
      +        },
      +        "endQuarter": {
      +          "type": "integer"
      +        },
      +        "id": {
      +          "type": "string"
      +        },
      +        "label": {
      +          "type": "string"
      +        },
      +        "startFiscalYear": {
      +          "type": "integer"
      +        },
      +        "startQuarter": {
      +          "type": "integer"
      +        }
      +      },
      +      "type": [
      +        "object",
      +        "null"
      +      ]
      +    },
      +    "history": {
      +      "properties": {
      +        "access": {
      +          "enum": [
      +            "AVAILABLE",
      +            "RESTRICTED",
      +            "UNAVAILABLE"
      +          ],
      +          "type": "string"
      +        },
      +        "id": {
      +          "type": "string"
      +        },
      +        "points": {
      +          "items": {
      +            "properties": {
      +              "filings": {
      +                "type": "integer"
      +              },
      +              "id": {
      +                "type": "string"
      +              },
      +              "period": {
      +                "properties": {
      +                  "complete": {
      +                    "type": "boolean"
      +                  },
      +                  "coveredQuarters": {
      +                    "items": {
      +                      "properties": {
      +                        "fiscalYear": {
      +                          "type": "integer"
      +                        },
      +                        "id": {
      +                          "type": "string"
      +                        },
      +                        "quarter": {
      +                          "type": "integer"
      +                        }
      +                      },
      +                      "type": "object"
      +                    },
      +                    "type": "array"
      +                  },
      +                  "endFiscalYear": {
      +                    "type": "integer"
      +                  },
      +                  "endQuarter": {
      +                    "type": "integer"
      +                  },
      +                  "id": {
      +                    "type": "string"
      +                  },
      +                  "label": {
      +                    "type": "string"
      +                  },
      +                  "startFiscalYear": {
      +                    "type": "integer"
      +                  },
      +                  "startQuarter": {
      +                    "type": "integer"
      +                  }
      +                },
      +                "type": [
      +                  "object",
      +                  "null"
      +                ]
      +              },
      +              "workerPositions": {
      +                "type": "integer"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "type": [
      +            "array",
      +            "null"
      +          ]
      +        }
      +      },
      +      "type": "object"
      +    },
      +    "id": {
      +      "type": "string"
      +    },
      +    "subject": {
      +      "properties": {
      +        "domain": {
      +          "type": "string"
      +        },
      +        "domainDictionaryId": {
      +          "type": "string"
      +        },
      +        "id": {
      +          "type": "string"
      +        },
      +        "name": {
      +          "type": "string"
      +        }
      +      },
      +      "type": [
      +        "object",
      +        "null"
      +      ]
      +    },
      +    "wageLevel": {
      +      "properties": {
      +        "availability": {
      +          "enum": [
      +            "AVAILABLE",
      +            "NO_FILINGS",
      +            "INSUFFICIENT_SAMPLE",
      +            "NOT_STATED",
      +            "NOT_READY",
      +            "UNRESOLVED_EMPLOYER"
      +          ],
      +          "type": "string"
      +        },
      +        "breakdown": {
      +          "properties": {
      +            "level1Pct": {
      +              "type": [
      +                "number",
      +                "null"
      +              ]
      +            },
      +            "level2Pct": {
      +              "type": [
      +                "number",
      +                "null"
      +              ]
      +            },
      +            "level3Pct": {
      +              "type": [
      +                "number",
      +                "null"
      +              ]
      +            },
      +            "level4Pct": {
      +              "type": [
      +                "number",
      +                "null"
      +              ]
      +            },
      +            "notStatedPct": {
      +              "type": [
      +                "number",
      +                "null"
      +              ]
      +            }
      +          },
      +          "type": [
      +            "object",
      +            "null"
      +          ]
      +        },
      +        "id": {
      +          "type": "string"
      +        },
      +        "period": {
      +          "properties": {
      +            "complete": {
      +              "type": "boolean"
      +            },
      +            "coveredQuarters": {
      +              "items": {
      +                "properties": {
      +                  "fiscalYear": {
      +                    "type": "integer"
      +                  },
      +                  "id": {
      +                    "type": "string"
      +                  },
      +                  "quarter": {
      +                    "type": "integer"
      +                  }
      +                },
      +                "type": "object"
      +              },
      +              "type": "array"
      +            },
      +            "endFiscalYear": {
      +              "type": "integer"
      +            },
      +            "endQuarter": {
      +              "type": "integer"
      +            },
      +            "id": {
      +              "type": "string"
      +            },
      +            "label": {
      +              "type": "string"
      +            },
      +            "startFiscalYear": {
      +              "type": "integer"
      +            },
      +            "startQuarter": {
      +              "type": "integer"
      +            }
      +          },
      +          "type": [
      +            "object",
      +            "null"
      +          ]
      +        },
      +        "sampleSize": {
      +          "type": "integer"
      +        }
      +      },
      +      "type": "object"
      +    }
      +  },
      +  "type": [
      +    "object",
      +    "null"
      +  ]
      +}
  12. Changed34 schema fields changed
    • addedInput schema / properties / benefits
      Added value: +{
      +  "description": "Advanced filter: benefit names such as \"health insurance\", \"401k\" or \"parental leave\"; a job qualifies only when it states every listed benefit. Names that match no known benefit are ignored.",
      +  "items": {
      +    "type": "string"
      +  },
      +  "maxItems": 10,
      +  "type": "array"
      +}
    • addedInput schema / properties / bonuses_only
      Added value: +{
      +  "description": "Advanced filter: only jobs that state a bonus (sign-on, performance, referral, commission and the like).",
      +  "type": "boolean"
      +}
    • addedInput schema / properties / companies
      Added value: +{
      +  "description": "Filter: official company names; a job from any of them qualifies, across every job board each employer posts on. More than one company makes it an advanced filter. Next to company, a job has to match both; hiring_brand narrows company only.",
      +  "items": {
      +    "type": "string"
      +  },
      +  "maxItems": 20,
      +  "type": "array"
      +}
    • addedInput schema / properties / company
      Added value: +{
      +  "description": "The official company name",
      +  "type": "string"
      +}
    • addedInput schema / properties / confirmed_work_from
      Added value: +{
      +  "description": "Advanced filter: with strict_remote, also leaves out postings that do not say where the work can be done from.",
      +  "type": "boolean"
      +}
    • addedInput schema / properties / education
      Added value: +{
      +  "description": "Filter: jobs whose posting requires one of these education levels (no_requirements, high_school, associate_degree, bachelor_degree, professional_certificate, postgraduate_degree); bachelor_degree means the posting asks for a bachelor degree, not that it suits someone holding one.",
      +  "items": {
      +    "enum": [
      +      "no_requirements",
      +      "high_school",
      +      "associate_degree",
      +      "bachelor_degree",
      +      "professional_certificate",
      +      "postgraduate_degree"
      +    ],
      +    "type": "string"
      +  },
      +  "type": "array"
      +}
    • addedInput schema / properties / employment_types
      Added value: +{
      +  "description": "Filter: jobs offered as any of these employment types (full_time, part_time, contractor, temporary, intern, volunteer, per_diem, other).",
      +  "items": {
      +    "enum": [
      +      "full_time",
      +      "part_time",
      +      "contractor",
      +      "temporary",
      +      "intern",
      +      "volunteer",
      +      "per_diem",
      +      "other"
      +    ],
      +    "type": "string"
      +  },
      +  "type": "array"
      +}
    • addedInput schema / properties / exclude_companies
      Added value: +{
      +  "description": "Advanced filter: official company names whose jobs are removed from the results, across every job board each employer posts on.",
      +  "items": {
      +    "type": "string"
      +  },
      +  "maxItems": 20,
      +  "type": "array"
      +}
    • addedInput schema / properties / experience_levels
      Added value: +{
      +  "description": "Filter: jobs at any of these experience levels (entry_level, mid_level, senior_level, executive, level_not_stated). The level comes from the years of experience the posting asks for and the seniority in its title, the higher of the two; entry_level never includes a posting asking for more than two years. level_not_stated selects jobs whose level cannot be derived; it can be selected alone or alongside other levels.",
      +  "items": {
      +    "enum": [
      +      "entry_level",
      +      "mid_level",
      +      "senior_level",
      +      "executive",
      +      "level_not_stated"
      +    ],
      +    "type": "string"
      +  },
      +  "type": "array"
      +}
    • addedInput schema / properties / h1b_sponsors_only
      Added value: +{
      +  "description": "Advanced filter: only companies known to sponsor H1B visas.",
      +  "type": "boolean"
      +}
    • addedInput schema / properties / hiring_brand
      Added value: +{
      +  "description": "Filter: one brand inside the company, for example company \"Google\" with hiring_brand \"YouTube\"; used only together with company.",
      +  "type": "string"
      +}
    • changedInput schema / properties / location / description
      Previous value: -"Optional preferred location name or slug"New value: +"Geographic location (e.g., 'Boston, MA')"
    • addedInput schema / properties / min_match
      Added value: +{
      +  "description": "Advanced filter: lowest personal FoundRole match grade to keep, the same letter each job shows in insights.match.grade. A and A- are rare even for a strong resume; B keeps good and strong matches; C+ also keeps fair ones. Needs a resume on the account.",
      +  "enum": [
      +    "A",
      +    "A-",
      +    "B+",
      +    "B",
      +    "B-",
      +    "C+",
      +    "C"
      +  ],
      +  "type": "string"
      +}
    • removedInput schema / properties / page
      Removed value: -{
      -  "description": "Recommendation page number",
      -  "minimum": 1,
      -  "type": "integer"
      -}
    • addedInput schema / properties / posted_days_ago
      Added value: +{
      +  "description": "Number of days ago to search for jobs (1-365)",
      +  "maximum": 365,
      +  "minimum": 1,
      +  "type": "integer"
      +}
    • addedInput schema / properties / query
      Added value: +{
      +  "description": "The full job title or skill (e.g., \"Ruby Developer\", NOT just \"Ruby\")",
      +  "type": "string"
      +}
    • addedInput schema / properties / radius
      Added value: +{
      +  "description": "Search radius in miles around a city location (default 40); not used for state, country or remote searches.",
      +  "maximum": 100,
      +  "minimum": 5,
      +  "type": "integer"
      +}
    • addedInput schema / properties / remote
      Added value: +{
      +  "description": "Advanced filter: only remote-eligible jobs, matched across the whole country of the requested location rather than its radius.",
      +  "type": "boolean"
      +}
    • addedInput schema / properties / salary_floor
      Added value: +{
      +  "description": "Advanced filter: minimum annualized salary in USD; a posting qualifies when the lower bound of its pay band reaches the floor. Jobs without a USD salary are dropped.",
      +  "minimum": 0,
      +  "type": "integer"
      +}
    • addedInput schema / properties / sort
      Added value: +{
      +  "description": "Result order (score, posted_at, match, salary): score is relevance and the default, posted_at is newest first, salary is highest pay first, match is best personal fit first and needs a resume. Ordering by salary or match is an advanced option.",
      +  "enum": [
      +    "score",
      +    "posted_at",
      +    "match",
      +    "salary"
      +  ],
      +  "type": "string"
      +}
    • addedInput schema / properties / strict_remote
      Added value: +{
      +  "description": "Advanced filter: only postings checked as fully remote that can be worked from the requested location: the posting names that area, allows anywhere, or does not say where. Stricter than remote; work_modes other than remote do not apply with it.",
      +  "type": "boolean"
      +}
    • addedInput schema / properties / work_modes
      Added value: +{
      +  "description": "Advanced filter: jobs in any of these work modes (on_site, remote, hybrid). remote is matched across the whole country of the location, the others within the radius. [\"remote\"] is the same search as remote: true.",
      +  "items": {
      +    "enum": [
      +      "on_site",
      +      "remote",
      +      "hybrid"
      +    ],
      +    "type": "string"
      +  },
      +  "type": "array"
      +}
    • addedOutput schema / properties / continueUrl
      Added value: +{
      +  "type": "string"
      +}
    • changedOutput schema / properties / feedStatus / type
      Previous value: -"string"New value: +[
      +  "string",
      +  "null"
      +]
    • removedOutput schema / properties / jobs / items / properties / companyRating
      Removed value: -{
      -  "type": [
      -    "number",
      -    "null"
      -  ]
      -}
    • removedOutput schema / properties / jobs / items / properties / estimatedSalary / properties / basedOn
      Removed value: -{
      -  "type": [
      -    "string",
      -    "null"
      -  ]
      -}
    • addedOutput schema / properties / jobs / items / properties / related
      Added value: +{
      +  "type": "boolean"
      +}
    • addedOutput schema / properties / jobs / items / properties / resultItemId
      Added value: +{
      +  "type": [
      +    "string",
      +    "null"
      +  ]
      +}
    • addedOutput schema / properties / lowRelevanceNotice
      Added value: +{
      +  "type": [
      +    "string",
      +    "null"
      +  ]
      +}
    • removedOutput schema / properties / nextPage
      Removed value: -{
      -  "type": [
      -    "integer",
      -    "null"
      -  ]
      -}
    • addedOutput schema / properties / preview
      Added value: +{
      +  "properties": {
      +    "continueUrl": {
      +      "type": [
      +        "string",
      +        "null"
      +      ]
      +    },
      +    "hidden": {
      +      "type": "integer"
      +    },
      +    "hiddenAtLeast": {
      +      "type": "boolean"
      +    },
      +    "shown": {
      +      "type": "integer"
      +    }
      +  },
      +  "type": [
      +    "object",
      +    "null"
      +  ]
      +}
    • addedOutput schema / properties / resultBatchId
      Added value: +{
      +  "type": [
      +    "string",
      +    "null"
      +  ]
      +}
    • addedOutput schema / properties / resultSetId
      Added value: +{
      +  "type": [
      +    "string",
      +    "null"
      +  ]
      +}
    • addedOutput schema / properties / system_instruction
      Added value: +{
      +  "type": "string"
      +}
  13. Changed1 schema field changed
    • addedOutput schema / properties / jobs / items / properties / estimatedSalary / properties / currency
      Added value: +{
      +  "type": [
      +    "string",
      +    "null"
      +  ]
      +}
  14. Changed4 schema fields changed
    • addedOutput schema / properties / jobs / items / properties / insights / properties / match / properties / breakdown / properties / alignmentKind
      Added value: +{
      +  "type": [
      +    "string",
      +    "null"
      +  ]
      +}
    • addedOutput schema / properties / jobs / items / properties / insights / properties / match / properties / breakdown / properties / alignmentMultiplier
      Added value: +{
      +  "type": [
      +    "number",
      +    "null"
      +  ]
      +}
    • addedOutput schema / properties / jobs / items / properties / insights / properties / match / properties / breakdown / properties / jobCareerProfileId
      Added value: +{
      +  "type": [
      +    "integer",
      +    "null"
      +  ]
      +}
    • addedOutput schema / properties / jobs / items / properties / insights / properties / match / properties / breakdown / properties / jobCareerSpecializationId
      Added value: +{
      +  "type": [
      +    "integer",
      +    "null"
      +  ]
      +}
  15. Changed3 schema fields changed
    • addedOutput schema / properties / jobs / items / properties / insights / properties / match / properties / grade
      Added value: +{
      +  "type": [
      +    "string",
      +    "null"
      +  ]
      +}
    • addedOutput schema / properties / jobs / items / properties / insights / properties / match / properties / gradeConfidence
      Added value: +{
      +  "type": [
      +    "string",
      +    "null"
      +  ]
      +}
    • addedOutput schema / properties / jobs / items / properties / insights / properties / match / properties / gradeReasons
      Added value: +{
      +  "items": {
      +    "properties": {
      +      "code": {
      +        "type": "string"
      +      },
      +      "params": {
      +        "type": [
      +          "object",
      +          "null"
      +        ]
      +      },
      +      "severity": {
      +        "type": "string"
      +      }
      +    },
      +    "type": "object"
      +  },
      +  "type": "array"
      +}
  16. Changed1 schema field changed
    • addedOutput schema / properties / jobSearchId
      Added value: +{
      +  "type": [
      +    "string",
      +    "null"
      +  ]
      +}
  17. Changed3 schema fields changed
    • addedInput schema / $schema
      Added value: +"https://json-schema.org/draft/2020-12/schema"
    • addedInput schema / additionalProperties
      Added value: +false
    • addedOutput schema / $schema
      Added value: +"https://json-schema.org/draft/2020-12/schema"
  18. Added

TDQS

A4.4/5.0
Behavior5/5

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

Adds far more than the annotations do: results are ranked by fit, may include related roles, there is no next page, a processing status means the feed is still being prepared, and h1bSponsor/eVerify false means no record found rather than no sponsorship. It also documents that figures are attributed once per response in figureSources with source/basis/methodologyUrl, which is behavior no annotation conveys.

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?

Purpose and scope are front-loaded, and every paragraph adds real information. However, the middle section is a dense run-on covering location widening, coverage counts, and remoteOpenToCountry in one block, which makes it harder to scan than its content warrants.

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?

For a 19-parameter tool with an output schema and annotations, it covers the gaps that matter: ranking, no pagination, processing status, location widening rules, and the meaning of the coverage counters. An agent can call it and interpret the response without further assumptions.

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?

Schema description coverage is 100%, so each of the 19 parameters is already documented in detail, and the description only adds that the search filters and sort parameters apply to this personalized feed as well. That is useful framing but adds no per-parameter meaning beyond the schema, so the baseline of 3 applies.

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?

Names a specific verb and resource (returns the authenticated user's personalized job recommendations) and states exactly what the recommendations are built from: resume, skills, target roles, and preferred location. It also draws a clear line against jobs_search by explaining that an explicit query for a different or unrecognized profession falls through to the general job search.

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

Usage Guidelines4/5

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

Gives substantial routing context: the feed applies without a query, search filters/sort still apply, a named location is never widened, and an unrecognized profession query is handled by the general search rather than substituted profile roles. It stops short of an explicit 'use jobs_search when you want X instead' statement, so the boundary is inferable rather than declared.

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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