Server definition

Hash: sha256:2bc0f5ac9868cf24f0029e767d6166e740a76ecb392fb749a6654b3f12a63a94
What it is: What a remote MCP server returned when asked what it offers: 13 tools

The blob, as servednamed by its sha256

{
  "instructions": "Every tool call on this server is metered and billed in credits. Prices are in each tool description. Check the balance any time with the account_balance tool. On insufficient_credits, stop and tell the user to top up rather than retrying.",
  "tools": [
    {
      "description": "Free. Returns the credits left on this API key. Call it before a long run of billed calls.",
      "inputSchema": {
        "additionalProperties": false,
        "properties": {},
        "type": "object"
      },
      "name": "account_balance",
      "outputSchema": null
    },
    {
      "description": "Explain what a family is likely to see across a list of schools and why, in plain language. An explanation for a counselor to walk a family through, never an official determination, and the output says so.\n\nCost: about 73 credits (~$0.073) per call.",
      "inputSchema": {
        "additionalProperties": false,
        "properties": {
          "context": {
            "description": "Household situation that affects the estimate.",
            "maxLength": 3000,
            "type": "string"
          },
          "fafsaContext": {
            "description": "What is already known from the FAFSA, including the SAI if it has come back.",
            "maxLength": 3000,
            "type": "string"
          },
          "income": {
            "description": "Household income, as the family stated it.",
            "maxLength": 100,
            "type": "string"
          },
          "repayContext": {
            "description": "What the family has said about borrowing and what they can carry.",
            "maxLength": 3000,
            "type": "string"
          },
          "schoolCount": {
            "description": "How many schools are being compared.",
            "maximum": 20,
            "minimum": 1,
            "type": "integer"
          },
          "schoolSummaries": {
            "description": "One line per school: name, cost of attendance, anything already known about the offer.",
            "maxLength": 3000,
            "type": "string"
          },
          "studentName": {
            "description": "The student this is about. Used in the output text.",
            "maxLength": 100,
            "type": "string"
          }
        },
        "required": [],
        "type": "object"
      },
      "name": "aid",
      "outputSchema": null
    },
    {
      "description": "Draft a financial aid appeal letter to a college financial aid office. Call this when a family needs to ask for a review of an award: income dropped, an expense appeared, another school offered more, or the FAFSA was wrong. Returns the letter, not advice on whether to appeal. Runs a 5-step drafting pipeline, so it is the most expensive tool here and the slowest, typically 30 to 60 seconds.\n\nCost: about 353 credits (~$0.353) per call.",
      "inputSchema": {
        "additionalProperties": false,
        "properties": {
          "amountNeeded": {
            "description": "The gap being asked for.",
            "maxLength": 200,
            "type": "string"
          },
          "appealType": {
            "default": "changed_circumstances",
            "description": "What the appeal rests on. changed_circumstances is income loss or a new expense since the FAFSA, competing_offer is a match request, special_circumstances asks for a Professional Judgment review, error_correction fixes bad data on the original filing. financial_hardship is a legacy alias for changed_circumstances.",
            "enum": [
              "changed_circumstances",
              "financial_hardship",
              "competing_offer",
              "special_circumstances",
              "error_correction"
            ],
            "type": "string"
          },
          "competing": {
            "description": "A competing offer to cite, if there is one.",
            "maxLength": 3000,
            "type": "string"
          },
          "counselorName": {
            "description": "Who the letter is from. The counselor stays the author; this tool drafts, it does not sign.",
            "maxLength": 100,
            "type": "string"
          },
          "currentAward": {
            "description": "What the school offered, as written on the award letter.",
            "maxLength": 200,
            "type": "string"
          },
          "keyDetails": {
            "description": "The circumstances, in the counselor or family's own words. This is what the letter is built out of, so specifics beat summaries.",
            "maxLength": 3000,
            "type": "string"
          },
          "length": {
            "default": "standard",
            "description": "Roughly 330, 440 or 560 words.",
            "enum": [
              "short",
              "standard",
              "detailed"
            ],
            "type": "string"
          },
          "naturalness": {
            "default": 3,
            "description": "How plainly the letter should read. 1 is formal institutional, 5 is conversational.",
            "maximum": 5,
            "minimum": 1,
            "type": "integer"
          },
          "schoolName": {
            "description": "The institution the appeal goes to.",
            "maxLength": 200,
            "type": "string"
          },
          "status": {
            "description": "Student circumstances the letter should carry without labeling them. homeless and housing_insecure are the same category.",
            "items": {
              "enum": [
                "first_gen",
                "low_income",
                "undocumented",
                "foster_youth",
                "disability",
                "housing_insecure",
                "homeless",
                "single_parent"
              ],
              "type": "string"
            },
            "maxItems": 8,
            "type": "array"
          },
          "studentName": {
            "description": "The student this is about. Used in the output text.",
            "maxLength": 100,
            "type": "string"
          }
        },
        "required": [
          "keyDetails"
        ],
        "type": "object"
      },
      "name": "appeal",
      "outputSchema": null
    },
    {
      "description": "Break down one to three financial aid award letters: what is grant, what is loan, what is work-study that has to be earned, what the supported net price is, and what renewal conditions are buried in the language. Identifies missing facts and questions for the aid office. With more than one letter it compares them side by side. Read-only.\n\nCost: about 173 credits (~$0.173) per call.",
      "inputSchema": {
        "additionalProperties": false,
        "properties": {
          "letter1": {
            "description": "First award letter, pasted as plain text.",
            "maxLength": 6000,
            "minLength": 20,
            "type": "string"
          },
          "letter2": {
            "description": "Second award letter, to compare against the first.",
            "maxLength": 6000,
            "type": "string"
          },
          "letter3": {
            "description": "Third award letter.",
            "maxLength": 6000,
            "type": "string"
          },
          "scorecardData": {
            "description": "Optional College Scorecard lines to ground the comparison: acceptance rate, graduation rate, average net price. Include the original Letter number and school/campus; unverified caller-supplied context.",
            "items": {
              "maxLength": 500,
              "type": "string"
            },
            "maxItems": 6,
            "type": "array"
          },
          "studentName": {
            "description": "The student this is about. Used in the output text.",
            "maxLength": 100,
            "type": "string"
          }
        },
        "required": [
          "letter1"
        ],
        "type": "object"
      },
      "name": "awardlens",
      "outputSchema": null
    },
    {
      "description": "Produce a FAFSA action checklist for one student, keyed to their grade, dependency status and income band. Answers the process question a family actually has: what do we do, in what order, by when. Does not compute an award.\n\nCost: about 87 credits (~$0.087) per call.",
      "inputSchema": {
        "additionalProperties": false,
        "properties": {
          "dependency": {
            "default": "dependent",
            "description": "Dependency drives whose income is reported. unsure is a valid answer and changes the checklist.",
            "enum": [
              "dependent",
              "independent",
              "unsure"
            ],
            "type": "string"
          },
          "grade": {
            "default": "12",
            "description": "How far out the family is. 12 means act now.",
            "enum": [
              "9",
              "10",
              "11",
              "12",
              "transfer"
            ],
            "type": "string"
          },
          "income": {
            "default": "unknown",
            "description": "Household income band. Drives whether Pell is in play.",
            "enum": [
              "under30",
              "30to60",
              "60to100",
              "over100",
              "unknown"
            ],
            "type": "string"
          },
          "notes": {
            "description": "Anything else that should shape the output.",
            "maxLength": 3000,
            "type": "string"
          },
          "schools": {
            "description": "Schools on the list, if known. Deadlines differ by school.",
            "maxLength": 1000,
            "type": "string"
          },
          "specials": {
            "description": "Situations that change the filing rules: divorced or separated parents, a stepparent, a sibling also in college, undocumented status, foster care, housing instability, disability, a mid-year income change.",
            "items": {
              "enum": [
                "divorced",
                "stepparent",
                "sibling",
                "undocumented",
                "foster",
                "homeless",
                "disability",
                "income_change"
              ],
              "type": "string"
            },
            "maxItems": 8,
            "type": "array"
          },
          "studentName": {
            "description": "The student this is about. Used in the output text.",
            "maxLength": 100,
            "type": "string"
          },
          "timeline": {
            "description": "Where they are in the cycle.",
            "maxLength": 200,
            "type": "string"
          }
        },
        "required": [],
        "type": "object"
      },
      "name": "fafsa",
      "outputSchema": null
    },
    {
      "description": "Rewrite reader-facing prose so it sounds direct, specific, and personal without changing facts or inventing a voice. Use it for outreach, emails, letters, posts, and narrative copy. It preserves quoted text and checks the result against the source. It does not evade or promise to beat AI detectors. Do not use it for code, SQL, JSON, legal text, or technical specifications.\n\nCost: about 413 credits (~$0.413) per call.",
      "inputSchema": {
        "additionalProperties": false,
        "properties": {
          "audience": {
            "default": "general",
            "description": "Who will read the text. This changes vocabulary and formality, not the facts.",
            "enum": [
              "general",
              "cold_outreach",
              "parent",
              "student",
              "counselor",
              "leadership",
              "social"
            ],
            "type": "string"
          },
          "preserveFormatting": {
            "default": true,
            "description": "Keep headings, lists, paragraph breaks, links, and other formatting.",
            "type": "boolean"
          },
          "strength": {
            "default": "standard",
            "description": "light makes surface fixes, standard rewrites AI-sounding sentences, aggressive may rebuild paragraph flow.",
            "enum": [
              "light",
              "standard",
              "aggressive"
            ],
            "type": "string"
          },
          "text": {
            "description": "The reader-facing prose to edit.",
            "maxLength": 12000,
            "minLength": 50,
            "type": "string"
          }
        },
        "required": [
          "text"
        ],
        "type": "object"
      },
      "name": "humanize",
      "outputSchema": null
    },
    {
      "description": "Analyze a finished recommendation letter and return specific fixes: what is vague, what is asserted without evidence, what reads as generated. Read-only and far cheaper than drafting. Use it to critique a draft, not to rewrite one, and use revision to apply the fixes.\n\nCost: about 93 credits (~$0.093) per call.",
      "inputSchema": {
        "additionalProperties": false,
        "properties": {
          "focus": {
            "description": "A specific thing to look hardest at, if there is one.",
            "maxLength": 500,
            "type": "string"
          },
          "letterText": {
            "description": "The letter to review, as plain text.",
            "maxLength": 3000,
            "minLength": 50,
            "type": "string"
          },
          "purpose": {
            "default": "rec_college",
            "description": "What the letter is for. A scholarship letter is read differently from a transfer letter.",
            "enum": [
              "rec_college",
              "rec_scholarship",
              "rec_transfer",
              "rec_professional",
              "rec_employment",
              "rec_program",
              "undergraduate",
              "graduate",
              "scholarship",
              "transfer",
              "internship",
              "other"
            ],
            "type": "string"
          }
        },
        "required": [
          "letterText"
        ],
        "type": "object"
      },
      "name": "letterlens",
      "outputSchema": null
    },
    {
      "description": "Turn raw counselor notes into a structured student profile. Run this first when working one student across several tools: it is cheap, and its output is good input for the relationship, traits and story fields on rec, or keyDetails on appeal.\n\nCost: about 87 credits (~$0.087) per call.",
      "inputSchema": {
        "additionalProperties": false,
        "properties": {
          "academics": {
            "description": "Coursework, GPA, testing, academic trajectory.",
            "maxLength": 3000,
            "type": "string"
          },
          "activities": {
            "maxLength": 3000,
            "type": "string"
          },
          "challenges": {
            "description": "What the student has had to work around.",
            "maxLength": 3000,
            "type": "string"
          },
          "goals": {
            "maxLength": 3000,
            "type": "string"
          },
          "grade": {
            "maxLength": 20,
            "type": "string"
          },
          "major": {
            "maxLength": 200,
            "type": "string"
          },
          "notes": {
            "description": "Anything else that should shape the output.",
            "maxLength": 3000,
            "type": "string"
          },
          "school": {
            "maxLength": 200,
            "type": "string"
          },
          "strengths": {
            "description": "What the counselor has actually observed, not adjectives.",
            "maxLength": 3000,
            "type": "string"
          },
          "studentName": {
            "description": "The student this is about. Used in the output text.",
            "maxLength": 100,
            "type": "string"
          },
          "tags": {
            "description": "Background categories. Same vocabulary the scholarship tool uses, so a profile feeds straight into it.",
            "items": {
              "enum": [
                "first_gen",
                "low_income",
                "undocumented",
                "foster",
                "disability",
                "rural",
                "military",
                "hispanic",
                "black",
                "indigenous",
                "asian_pi",
                "stem",
                "arts",
                "public_service"
              ],
              "type": "string"
            },
            "maxItems": 14,
            "type": "array"
          }
        },
        "required": [],
        "type": "object"
      },
      "name": "profile",
      "outputSchema": null
    },
    {
      "description": "Free. Validates the input for a tool and returns the exact credit hold a real call would take at your price, plus whether your balance covers it. Use it to budget before a billed call or to lint an input for free.",
      "inputSchema": {
        "additionalProperties": false,
        "properties": {
          "input": {
            "description": "The input you intend to send. Optional; omit for the default estimate.",
            "type": "object"
          },
          "tool": {
            "description": "Tool name from tools/list.",
            "type": "string"
          }
        },
        "required": [
          "tool"
        ],
        "type": "object"
      },
      "name": "quote_call",
      "outputSchema": null
    },
    {
      "description": "Draft a letter of recommendation from counselor notes. Call this to WRITE a letter. To critique one that already exists, call letterlens instead, which is much cheaper. Runs the same 5-step pipeline as appeal.\n\nCost: about 369 credits (~$0.369) per call.",
      "inputSchema": {
        "additionalProperties": false,
        "properties": {
          "contribution": {
            "description": "What the student adds to a campus.",
            "maxLength": 3000,
            "type": "string"
          },
          "counselorName": {
            "description": "Who the letter is from. The counselor stays the author; this tool drafts, it does not sign.",
            "maxLength": 100,
            "type": "string"
          },
          "major": {
            "maxLength": 200,
            "type": "string"
          },
          "profType": {
            "description": "Only when purpose is professional: which professional school, since each reads for different things.",
            "enum": [
              "law",
              "medical",
              "mba",
              "dental",
              "pharmacy",
              "pa",
              "nursing",
              "socialwork"
            ],
            "type": "string"
          },
          "purpose": {
            "default": "college_general",
            "description": "What the letter is for. undergraduate, graduate, internship and other are legacy aliases kept working for existing integrations.",
            "enum": [
              "college_general",
              "college_honors",
              "scholarship",
              "transfer",
              "professional",
              "employment",
              "program",
              "undergraduate",
              "graduate",
              "internship",
              "other"
            ],
            "type": "string"
          },
          "recipient": {
            "description": "Who receives it, if named.",
            "maxLength": 200,
            "type": "string"
          },
          "relationship": {
            "description": "How the counselor knows the student, and for how long.",
            "maxLength": 3000,
            "type": "string"
          },
          "resumeText": {
            "description": "Resume or activity list as plain text.",
            "maxLength": 3000,
            "type": "string"
          },
          "sampleText": {
            "description": "A sample of the counselor's own writing, so the letter lands in their voice rather than a generic one.",
            "maxLength": 3000,
            "type": "string"
          },
          "schools": {
            "description": "Target school or program.",
            "maxLength": 500,
            "type": "string"
          },
          "selectivity": {
            "description": "How selective the target is. Shifts how much evidence the letter has to carry.",
            "maxLength": 100,
            "type": "string"
          },
          "story": {
            "description": "A specific moment worth telling. The single highest-value field here.",
            "maxLength": 3000,
            "type": "string"
          },
          "studentName": {
            "description": "The student this is about. Used in the output text.",
            "maxLength": 100,
            "type": "string"
          },
          "traits": {
            "description": "Three standout traits. Send prose, not a list of adjectives: the pipeline turns each one into a scene and needs something to work from.",
            "maxLength": 3000,
            "type": "string"
          }
        },
        "required": [
          "traits"
        ],
        "type": "object"
      },
      "name": "rec",
      "outputSchema": null
    },
    {
      "description": "Apply one instruction to an existing letter and return the revised text. Pair it with letterlens: review to find the problems, revise to fix them. Changes only what the instruction asks for.\n\nCost: about 97 credits (~$0.097) per call.",
      "inputSchema": {
        "additionalProperties": false,
        "properties": {
          "currentText": {
            "description": "The letter as it stands.",
            "maxLength": 3000,
            "minLength": 50,
            "type": "string"
          },
          "instruction": {
            "description": "What to change. One instruction per call gets a cleaner result than a list.",
            "maxLength": 1000,
            "minLength": 3,
            "type": "string"
          }
        },
        "required": [
          "currentText",
          "instruction"
        ],
        "type": "object"
      },
      "name": "revision",
      "outputSchema": null
    },
    {
      "description": "Surface scholarships worth this student's time and the angle their application should take for each. Runs a live web search, so it is slower and costs more than the other analysis tools, and the output carries a verification warning because scholarship programs change year to year. Treat the result as a research starting point.\n\nCost: about 165 credits (~$0.165) per call.",
      "inputSchema": {
        "additionalProperties": false,
        "properties": {
          "activities": {
            "description": "Extracurriculars and leadership.",
            "maxLength": 3000,
            "type": "string"
          },
          "backgrounds": {
            "description": "Eligibility categories that unlock specific award pools.",
            "items": {
              "enum": [
                "first_gen",
                "low_income",
                "undocumented",
                "foster",
                "disability",
                "rural",
                "military",
                "hispanic",
                "black",
                "indigenous",
                "asian_pi",
                "stem",
                "arts",
                "public_service"
              ],
              "type": "string"
            },
            "maxItems": 14,
            "type": "array"
          },
          "gpa": {
            "maxLength": 20,
            "type": "string"
          },
          "grade": {
            "description": "Grade level or transfer status.",
            "maxLength": 20,
            "type": "string"
          },
          "major": {
            "description": "Intended field. Departmental awards are usually the least contested.",
            "maxLength": 200,
            "type": "string"
          },
          "notes": {
            "description": "Anything else that should shape the output.",
            "maxLength": 3000,
            "type": "string"
          },
          "state": {
            "description": "State of residence. State and regional awards have far smaller applicant pools than national ones.",
            "maxLength": 50,
            "type": "string"
          },
          "studentName": {
            "description": "The student this is about. Used in the output text.",
            "maxLength": 100,
            "type": "string"
          }
        },
        "required": [],
        "type": "object"
      },
      "name": "scholarship",
      "outputSchema": null
    },
    {
      "description": "Translate counselor-facing output into a family's language, holding the financial aid terms in English on purpose. FAFSA, Pell, SAI, COA and the loan names stay untranslated so a family can match what the school actually sends them against what they were told. Read-only.\n\nCost: about 173 credits (~$0.173) per call.",
      "inputSchema": {
        "additionalProperties": false,
        "properties": {
          "sourceText": {
            "description": "The text to translate. Usually the output of another tool.",
            "maxLength": 12000,
            "minLength": 10,
            "type": "string"
          },
          "targetLang": {
            "description": "Target language code.",
            "enum": [
              "es",
              "zh",
              "vi",
              "ar",
              "tl",
              "ko",
              "pt",
              "fr",
              "ru",
              "hi"
            ],
            "type": "string"
          }
        },
        "required": [
          "sourceText",
          "targetLang"
        ],
        "type": "object"
      },
      "name": "translate",
      "outputSchema": null
    }
  ]
}

Verify it yourself

curl -s https://api.teppi.xyz/v1/evidence/sha256:2bc0f5ac9868cf24f0029e767d6166e740a76ecb392fb749a6654b3f12a63a94 | sha256sum