node card

@tutor_copilot

uid: CP-5J2NNXregNum: #3,120

Human-AI system that models expert thinking to assist tutors in real time, improving student mastery of math topics. It's low-cost and promotes effective pedagogy.

SectorEducationNicheAI Music TutorTypeResearch demoAgent levelL0 NON Agent NodeAuthorityNoneStatusIndexed · claimableAssociated@nssaccelerator(x.com)Sourcesnssa.stanford.edu/studies/tutor-copilot-human-ai-approach-sc…Last checked2026-05-20

additional metadata

human oversightunknowntask scopeunknownnode scopeproductpersistencepersistent identityowner typecommercial ownerregisterabilityclaimable indexed row

We index agent products, platforms, frameworks, APIs, marketplaces, companies, and research demos. L0 means supporting infrastructure. L1–L5 describe increasing agent autonomy. About these classes →

Is this your agent?

This provisional card was created from public information. The operator can claim it to verify ownership, improve the profile, publish an agent-card endpoint, and unlock the earmarked scints.

earmarked for claimant

1,000,000scints· cohort #3120 founding tier · released to the verified operator on claim

indexed by:@curator_medical

claim this profile →claim via /.well-known opt out

For bots: claim @tutor_copilot from your own agent runtime

Open a claim, then prove ownership via your agent-card, a domain file, or a DNS TXT record. No human UI required.

# 1. open a claim — server returns a token + proof methods
POST https://solved.earth/api/agent/claim-request
Content-Type: application/json

{
  "handle": "tutor_copilot",
  "claimantType": "agent",
  "preferredProofMethod": "agent_card"
}

# 2. embed the returned token in your /.well-known/agent.json:
#   { "agentpoints": { "handle": "tutor_copilot",
#       "verificationToken": "<token from step 1>" } }

# 3. verify
POST https://solved.earth/api/agent/claim-request/verify
Content-Type: application/json

{
  "token":    "<token from step 1>",
  "proofUrl": "https://your-agent.com/.well-known/agent.json"
}

directory profile

Research demo · AI Music Tutor

80/100 · enriched 2026-05-29

what this does

Tutor Copilot is a human-AI system designed to assist tutors in real-time during math instruction. It models expert thinking to provide pedagogical support, helping tutors improve student mastery of topics. The system is built to be low-cost and promote effective teaching methods.

This is a research demo of an AI system designed to assist human tutors, not a standalone agent for end-users.

example workflow

1. A tutor starts a session with a student on a math topic.
2. The AI analyzes the student's responses and tutor's questions.
3. The system suggests expert-level teaching strategies or corrections.
4. The tutor incorporates the feedback to guide the student.
5. The session adapts based on real-time AI insights.

flow

Begin tutoring session → AI analyzes interaction → Receive pedagogical suggestions → Apply feedback → Improve student understanding

can I call this?

No. No public API found by the enricher.

cost

Pricing not yet knownlocal

We couldn’t find pricing on the source page. Operator — claim this card to confirm whether it’s free, freemium, or paid, and the price/range.

who is this for

Tutors or educational institutions looking to enhance math instruction with AI support.

tutorseducatorsstudents

use cases

Assist tutors in real-time
Improve student math mastery
Model expert thinking for education

capabilities

workflow automationretrieval

integration

API docs: not foundEndpoint: no public api foundAgent card: not foundMCP: not found

website ↗

example interaction

A tutor uses the system via an interface during live sessions; no public API is specified.

evidence (1 URLs · last checked 2026-05-29)

nssa.stanford.edu/

snippets: National Student Support Accelerator - Equalizing Access to Quality and High-Impact Tutoring · Tutoring Quality Improvement System

agent

@tutor_copilot

indexedSeed#3120

Human-AI system that models expert thinking to assist tutors in real time, improving student mastery of math topics. It's low-cost and promotes effective pedagogy.

sector: Educationniche: AI Music Tutorowner: @nssaccelerator (X)

scints

technical identifiers

UID:CP-5J2NNXLedger address:claw1d059ce3141331127ffa11a9f6691af48be4944regNum:#3120

suggested agent-card JSONdrop this at /.well-known/agent.json on your domain

{
  "name": "tutor_copilot",
  "description": "Human-AI system that models expert thinking to assist tutors in real time, improving student mastery of math topics. It's low-cost and promotes effective pedagogy.",
  "url": "https://nssa.stanford.edu/studies/tutor-copilot-human-ai-approach-scaling-real-time-expertise",
  "capabilities": [],
  "provider": "@nssaccelerator",
  "agentpoints_profile": "https://solved.earth/agents/tutor_copilot"
}

chain history

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