{"data":{"name":"ai.prefrosh/prefrosh","title":"prefrosh.ai","description":"College admissions: admit rates by round, your odds, compare colleges, and a mock admissions game.","version":"1.0.1","websiteUrl":"https://prefrosh.ai/connector","repositoryUrl":null,"remotes":[{"type":"streamable-http","url":"https://prefrosh.ai/mcp"}],"packages":[],"status":"active","isLatest":true,"publishedAt":"2026-11-02T18:48:23.526Z","updatedAt":"2026-11-02T18:48:23.526Z","source":"official-registry","verification":"official","confidence":100,"stars":null,"sources":[{"source":"official-registry","sourceId":"ai.prefrosh/prefrosh","verification":"official","confidence":100,"stars":null,"updatedAt":"2026-11-02T18:48:23.526Z","title":"prefrosh.ai","description":"College admissions: admit rates by round, your odds, compare colleges, and a mock admissions game.","websiteUrl":"https://prefrosh.ai/connector","repositoryUrl":null}],"toolIndex":{"tools":[{"serverName":"ai.prefrosh/prefrosh","endpointFingerprint":"ad592b334c56cbffcd1c55b6ff8dd8a1ada3982d430a91519fc9fe2a79cd5d61","name":"admissions_game","title":"The admissions game","description":"Run the student's application past prefrosh.ai's simulated admissions committee for one college and round: five fictional readers (first, second, essay and faculty readers, and a dean who chairs) read it, argue, vote (accept / waitlist or defer / deny), and give the top 3 fixes. It is a simulation, not a prediction. Takes about a minute; the room plays out in the view. Pass the student's own application text exactly as they gave it (essays, activities, grades, scores) in \"application\"; never write, invent or improve content for them. If they have not shared their application, ask them to paste it first.","inputSchema":{"type":"object","properties":{"school":{"type":"string","description":"College name."},"round":{"type":"string","enum":["ED","EDII","EA","REA","RD"],"description":"Application round. Default RD."},"application":{"type":"string","minLength":80,"maxLength":60000,"description":"The student's application as they gave it: essays, activities, grades, scores, notes. Verbatim."},"major":{"type":"string","description":"Intended major, if stated."},"visited_campus":{"type":"string","enum":["none","once","twice"],"description":"Campus visits, if the student said."}},"required":["school","application"],"additionalProperties":false},"annotations":{"title":"The admissions game","readOnlyHint":true,"destructiveHint":false,"idempotentHint":false,"openWorldHint":false},"definitionHash":"ef7a96188297654da9ef69691248aec2bfa438d03f61dfdd1ad8e07ae3c787a2","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-11-03T17:46:37.007Z","metadataTrust":"untrusted"},{"serverName":"ai.prefrosh/prefrosh","endpointFingerprint":"ad592b334c56cbffcd1c55b6ff8dd8a1ada3982d430a91519fc9fe2a79cd5d61","name":"compare","title":"Compare colleges","description":"Compare 2 to 4 colleges side by side: admit rates by round, SAT/ACT ranges, testing policy, sticker cost, average net price, graduation rate, size and setting. If GPA or scores are given, adds the student's estimated odds (same model as prefrosh.ai/chance).","inputSchema":{"type":"object","properties":{"schools":{"type":"array","items":{"type":"string"},"minItems":2,"maxItems":4},"gpa":{"type":"number","minimum":0,"maximum":100,"description":"Unweighted GPA, ideally on a 4.0 scale (a 100-point average also works)."},"sat":{"type":"integer","minimum":400,"maximum":1600,"description":"Best total SAT (superscore is fine)."},"act":{"type":"integer","minimum":1,"maximum":36,"description":"Best ACT composite."},"home_state":{"type":"string","description":"Two-letter US state the student lives in (matters for public universities)."}},"required":["schools"],"additionalProperties":false},"annotations":{"title":"Compare colleges","readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false},"definitionHash":"80318280aaf5bb817db8be2e6809efb944fcdfbdbfd4b4ed06dbfeb8375d578c","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-11-03T17:46:37.007Z","metadataTrust":"untrusted"},{"serverName":"ai.prefrosh/prefrosh","endpointFingerprint":"ad592b334c56cbffcd1c55b6ff8dd8a1ada3982d430a91519fc9fe2a79cd5d61","name":"game_debrief","title":"Admissions game: the fixes","description":"App-only stage of admissions_game, called by the in-chat view after the vote. The committee chair writes the debrief: the three changes that would most help this application, each pointing to the student's own words. Simulation only; it never writes or rewrites essays.","inputSchema":{"type":"object","properties":{"readers":{"type":"object","description":"Every reader's notes from game_read, keyed by reader."},"school":{"type":"string","description":"The college the application is for, as the student named it (e.g. \"Tufts\")."},"round":{"type":"string","description":"Application round: \"ED\", \"ED2\", \"EA\", \"REA\" or \"RD\"."},"application":{"type":"string","maxLength":60000,"description":"The student's own application text (essays, activities, grades) exactly as they supplied it. Used for this run only; never stored."},"major":{"type":"string","description":"Intended major, if the student gave one."},"visits":{"type":"string","description":"Any campus visits or contact with the college the student mentioned."},"run":{"type":"object","description":"The run state returned by admissions_game (seating, readers and ids). Pass it back unchanged."}},"required":["school","application","run","readers"]},"annotations":{"title":"Admissions game: the fixes","readOnlyHint":true,"destructiveHint":false,"idempotentHint":false,"openWorldHint":false},"definitionHash":"b8bbbb8333fc0bebddbd8e9a1261bbc6acd59122a83ba295a080c83bad4791b0","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-11-03T17:46:37.007Z","metadataTrust":"untrusted"},{"serverName":"ai.prefrosh/prefrosh","endpointFingerprint":"ad592b334c56cbffcd1c55b6ff8dd8a1ada3982d430a91519fc9fe2a79cd5d61","name":"game_done","title":"Admissions game: finished","description":"App-only. Called by the in-chat view when an admissions_game run ends, to record that it finished (school, AI token use and duration only; no application text). Returns nothing the user sees.","inputSchema":{"type":"object","properties":{"school":{"type":"string","description":"The college the run was for."},"usage":{"type":"object","description":"AI token counts for the run."},"seconds":{"type":"number","description":"How long the run took."}}},"annotations":{"title":"Admissions game: finished","readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":false},"definitionHash":"de4f9238b08c34b90815ac021e31be90be46966350b1302ae580bf67422a614a","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-11-03T17:46:37.007Z","metadataTrust":"untrusted"},{"serverName":"ai.prefrosh/prefrosh","endpointFingerprint":"ad592b334c56cbffcd1c55b6ff8dd8a1ada3982d430a91519fc9fe2a79cd5d61","name":"game_read","title":"Admissions game: one reader","description":"App-only stage of admissions_game, called by the in-chat view, not by the model. One fictional admissions reader (the kind given) reads the student's application for this school and round and returns short notes: what works, what gave them pause, one fix, and the lines they marked. Simulation only; it never writes or rewrites essays.","inputSchema":{"type":"object","properties":{"kind":{"type":"string","enum":["first","second","essay","faculty"],"description":"Which reader on the committee reads this time."},"school":{"type":"string","description":"The college the application is for, as the student named it (e.g. \"Tufts\")."},"round":{"type":"string","description":"Application round: \"ED\", \"ED2\", \"EA\", \"REA\" or \"RD\"."},"application":{"type":"string","maxLength":60000,"description":"The student's own application text (essays, activities, grades) exactly as they supplied it. Used for this run only; never stored."},"major":{"type":"string","description":"Intended major, if the student gave one."},"visits":{"type":"string","description":"Any campus visits or contact with the college the student mentioned."},"run":{"type":"object","description":"The run state returned by admissions_game (seating, readers and ids). Pass it back unchanged."}},"required":["kind","school","application","run"]},"annotations":{"title":"Admissions game: one reader","readOnlyHint":true,"destructiveHint":false,"idempotentHint":false,"openWorldHint":false},"definitionHash":"697fc971daadbf4c061a461252dfbfe4de1b46e3a71c9ddddc835c09adde4fef","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-11-03T17:46:37.007Z","metadataTrust":"untrusted"},{"serverName":"ai.prefrosh/prefrosh","endpointFingerprint":"ad592b334c56cbffcd1c55b6ff8dd8a1ada3982d430a91519fc9fe2a79cd5d61","name":"game_vote","title":"Admissions game: the meeting and vote","description":"App-only stage of admissions_game, called by the in-chat view after every reader has finished. The fictional committee discusses the readers' notes and votes Accept, Waitlist or Deny under the school's round, and returns the conversation and the vote. Simulation only.","inputSchema":{"type":"object","properties":{"readers":{"type":"object","description":"Every reader's notes from game_read, keyed by reader."},"school":{"type":"string","description":"The college the application is for, as the student named it (e.g. \"Tufts\")."},"round":{"type":"string","description":"Application round: \"ED\", \"ED2\", \"EA\", \"REA\" or \"RD\"."},"application":{"type":"string","maxLength":60000,"description":"The student's own application text (essays, activities, grades) exactly as they supplied it. Used for this run only; never stored."},"major":{"type":"string","description":"Intended major, if the student gave one."},"visits":{"type":"string","description":"Any campus visits or contact with the college the student mentioned."},"run":{"type":"object","description":"The run state returned by admissions_game (seating, readers and ids). Pass it back unchanged."}},"required":["school","application","run","readers"]},"annotations":{"title":"Admissions game: the meeting and vote","readOnlyHint":true,"destructiveHint":false,"idempotentHint":false,"openWorldHint":false},"definitionHash":"069f86fb7e4c5c9ef1588f459697aff1c185a9448bfe19ff48830ce5c7a8f195","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-11-03T17:46:37.007Z","metadataTrust":"untrusted"},{"serverName":"ai.prefrosh/prefrosh","endpointFingerprint":"ad592b334c56cbffcd1c55b6ff8dd8a1ada3982d430a91519fc9fe2a79cd5d61","name":"my_odds","title":"My admission odds","description":"Estimate a student's admission odds at one or more colleges, by round, with a likely range, from GPA and test scores (plus optional class rank, home state, legacy, first-generation, aid). Same model as prefrosh.ai/chance. Always tell the user this is an estimate from grades and scores only; essays, activities and recommendations can move it a lot. Needs at least a GPA or a test score; ask for them if missing rather than guessing.","inputSchema":{"type":"object","properties":{"schools":{"type":"array","items":{"type":"string"},"minItems":1,"maxItems":12,"description":"College names."},"gpa":{"type":"number","minimum":0,"maximum":100,"description":"Unweighted GPA, ideally on a 4.0 scale (a 100-point average also works)."},"sat":{"type":"integer","minimum":400,"maximum":1600,"description":"Best total SAT (superscore is fine)."},"act":{"type":"integer","minimum":1,"maximum":36,"description":"Best ACT composite."},"class_rank":{"type":"string","enum":["top5","top10","top25","top50","below"],"description":"Class rank bucket, if known (percent of class)."},"home_state":{"type":"string","description":"Two-letter US state the student lives in (matters for public universities)."},"legacy":{"type":"boolean","description":"A parent attended this college."},"first_gen":{"type":"boolean","description":"First in family to attend a four-year college."},"needs_aid":{"type":"boolean","description":"Will apply for need-based aid (default true)."}},"required":["schools"],"additionalProperties":false},"annotations":{"title":"My admission odds","readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false},"definitionHash":"201180746f6074bd15d6b9a9ce9d46c7174026ef27da8695b71b9dd9fb032c68","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-11-03T17:46:37.007Z","metadataTrust":"untrusted"},{"serverName":"ai.prefrosh/prefrosh","endpointFingerprint":"ad592b334c56cbffcd1c55b6ff8dd8a1ada3982d430a91519fc9fe2a79cd5d61","name":"school_card","title":"College card","description":"Show one college as a card: photo or campus map, overall admit rate and admit rate by round (Early Decision, Early Action, Regular Decision) with deadlines, SAT/ACT middle 50%, testing policy, sticker cost, average net price, graduation rate, biggest majors, and a link to its prefrosh.ai page. Use for \"tell me about X\", \"how hard is it to get into X\", \"what are X's deadlines\". Data is from the school's Common Data Set and federal data; cite the prefrosh.ai URL in the result.","inputSchema":{"type":"object","properties":{"school":{"type":"string","description":"College name as the user wrote it, e.g. \"Tufts\", \"UNC\", \"Wash U\"."}},"required":["school"],"additionalProperties":false},"annotations":{"title":"College card","readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false},"definitionHash":"ed3e5d7320e8e506ec8f08ff1dc5a87d3e7f109d2d454aaa08ae655487c75d1a","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-11-03T17:46:37.007Z","metadataTrust":"untrusted"}],"endpoints":[{"endpointFingerprint":"ad592b334c56cbffcd1c55b6ff8dd8a1ada3982d430a91519fc9fe2a79cd5d61","protocol":"streamable-http","status":"indexed","toolCount":8,"observedAt":"2026-11-03T17:46:37.007Z"}],"authentication":"unknown"},"connectionConfigurations":{"status":"ready","authentication":"not embedded","clients":{"Claude Desktop":{"mcpServers":{"ai.prefrosh/prefrosh":{"url":"https://prefrosh.ai/mcp"}}},"Cursor":{"mcpServers":{"ai.prefrosh/prefrosh":{"url":"https://prefrosh.ai/mcp"}}},"VS Code":{"servers":{"ai.prefrosh/prefrosh":{"type":"http","url":"https://prefrosh.ai/mcp"}}}}},"resourceType":"mcp-server","callable":true,"runtime":{"callable":true,"protocols":["mcp"]},"interfaces":[{"protocol":"mcp","transport":"streamable-http","url":"https://prefrosh.ai/mcp"}],"profile":{"apiVersion":"1","schemaVersion":"1","id":"mcp-server:ai.prefrosh%2Fprefrosh","resourceType":"mcp-server","canonicalUrl":"https://www.agentsjunction.com/api/v1/servers/ai.prefrosh%2Fprefrosh","name":"ai.prefrosh/prefrosh","description":"College admissions: admit rates by round, your odds, compare colleges, and a mock admissions game.","interfaces":[{"protocol":"mcp","transport":"streamable-http","url":"https://prefrosh.ai/mcp"}],"capabilities":[],"identity":{"source":"official-registry","websiteUrl":"https://prefrosh.ai/connector","repositoryUrl":null,"version":"1.0.1"},"verification":{"state":"official","confidence":100},"operations":{"resourceType":"mcp-server","name":"ai.prefrosh/prefrosh","status":"online","lastCheckedAt":"2026-11-03T19:16:57.307Z","lastSuccessfulCheck":"2026-11-03T19:16:57.307Z","latencyMs":117,"consecutiveFailures":0,"isStale":false,"checks":{"endpointReachable":true,"protocolValid":true,"agentCardValid":null,"mcpHandshakeValid":true},"lastSeen":null,"lastSuccessfulInteraction":null,"lastHealthCheck":"2026-11-03T19:16:57.307Z","source":{"type":"health-check","url":null},"observedAt":"2026-11-03T19:16:57.307Z"},"security":null,"timestamps":{"createdAt":"2026-11-02T18:48:23.526Z","updatedAt":"2026-11-02T18:48:23.526Z","observedAt":"2026-11-03T19:16:57.307Z"},"compatibility":{"serverVersion":"1.0.1","protocolVersions":[{"protocol":"mcp","version":null}]}}}}