MCP 服务器

Hesperan

com.hesperan/mcp
AI 与智能体 商业与运营 公开且可连接 MCP 2025-11-25

此 MCP 可以做什么

Produces calibrated probabilities for typed decisions and supports profile-based automated-versus-human review workflows.

decide
Decide with Hesperan
Ask Hesperan 1 one or more typed questions about a state and get a probability for every possible answer. Types: choice (pick one of named options), noul (probability that a statement is true), score (level on an ordinal scale). Use for decisions with known options: routing, triage, policy or risk checks, "should I proceed?". Not for writing text, summaries or knowledge questions. Ask all questions about the same state in one call: billing is by input tokens (the state once plus each question once), from the user's monthly allowance and then their prepaid balance; failed calls are free.
只读 幂等
输入模式
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['state', 'questions'], 'properties': {'state': {'anyOf': [{'type': 'string'}, {'type': 'object', 'propertyNames': {'type': 'string'}, 'additionalProperties': {}}], 'description': 'The situation to judge: free text, or a JSON object (keeps dates, amounts and fields unambiguous). Leave out data that does not matter for the question.'}, 'questions': {'type': 'object', 'description': 'Named questions, answered together: { "<name>": { "type": "choice" | "noul" | "score", "instructions": "...", "criteria": ... } }.', 'propertyNames': {'type': 'string'}, 'additionalProperties': {'oneOf': [{'type': 'object', 'required': ['type', 'instructions', 'criteria'], 'properties': {'type': {'type': 'string', 'const': 'choice'}, 'criteria': {'type': 'object', 'description': 'Option key -> plain-language description of what the option means. Mutually exclusive; add an "other" option if the list is not complete. Up to about 26 options work best.', 'propertyNames': {'type': 'string'}, 'additionalProperties': {'type': 'string'}}, 'instructions': {'type': 'string', 'description': 'The question, e.g. "Which team should handle this ticket?"'}}, 'description': 'Pick one of named options. Answer: choice and a probability per option.'}, {'type': 'object', 'required': ['type', 'instructions'], 'properties': {'type': {'type': 'string', 'const': 'noul'}, 'criteria': {'type': 'object', 'properties': {'true': {'type': 'string'}, 'false': {'type': 'string'}}, 'description': 'Optional: what counts as yes and as no.'}, 'instructions': {'type': 'string', 'description': 'A statement (not a question), e.g. "This email is a phishing attempt."'}}, 'description': 'Probability that a statement is true. Answer: noul = P(yes).'}, {'type': 'object', 'required': ['type', 'instructions', 'criteria'], 'properties': {'type': {'type': 'string', 'const': 'score'}, 'criteria': {'type': 'array', 'items': {'type': 'string'}, 'minItems': 2, 'description': 'One description per level, lowest first.'}, 'instructions': {'type': 'string', 'description': 'What to rate, e.g. "How upset is the customer?"'}}, 'description': 'Rate on an ordinal scale you define. Answer: score = expected level, plus a probability per level ("0", "1", ...).'}]}}}}
decide_with_profile
Decide with a calibrated profile
Run one of the user's decision profiles on a state. A profile is one question calibrated on the user's own labelled cases with a target precision; the answer is a decision, its calibrated confidence and an action: "auto" (confidence reaches the profile's threshold — act on it) or "review" (hand it to a person). Profiles are created in the Hesperan console; ask the user for the profile slug. Keep the returned decision_id to report the correct answer later with report_outcome. Billed by input tokens like decide; pass an idempotency_key to make retries safe (a repeat with the same key returns the first decision without charging again).
输入模式
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['profile', 'state'], 'properties': {'state': {'anyOf': [{'type': 'string'}, {'type': 'object', 'propertyNames': {'type': 'string'}, 'additionalProperties': {}}], 'description': 'The situation to judge: free text, or a JSON object (keeps dates, amounts and fields unambiguous). Leave out data that does not matter for the question.'}, 'profile': {'type': 'string', 'minLength': 1, 'description': 'Slug of the decision profile, e.g. "ticket-routing".'}, 'idempotency_key': {'type': 'string', 'pattern': '^[\\x21-\\x7e]{1,255}$', 'description': 'Optional unique key for this decision (1-255 visible ASCII characters, e.g. the ticket id). Reusing it within 24 hours with the same state replays the stored decision.'}}}
report_outcome
Report the correct answer
Record the correct answer for an earlier decide_with_profile decision, once it is known (e.g. the team that finally handled the ticket). This tracks the live precision of the profile in the console. actual must be one of the profile's option keys. Free of charge.
幂等
输入模式
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['decision_id', 'actual'], 'properties': {'actual': {'type': 'string', 'minLength': 1, 'description': 'The correct option key.'}, 'decision_id': {'type': 'string', 'minLength': 1, 'description': 'decision_id returned by decide_with_profile.'}}}
已添加
report_outcome
2026年9月26日 02:40
已添加
decide_with_profile
2026年9月26日 02:40
已添加
decide
2026年9月26日 02:40

GoCreative Agent API

io.github.ColinHughes2121/gocreative-agent-api

Offers pay-per-call LLM completions and data services for company intelligence, KYB, sanctions screening, threat intelligence, co…

Asyntai

com.asyntai/support-agent

Manages website AI support agents, their knowledge bases, conversations, live replies, leads, products, webhooks, analytics, and …

agentsouk

dev.agentsouk/agentsouk

Operates a marketplace where agents publish services, hire one another, manage jobs and disputes, and settle payments in USDC on …

Accounts Payable — Record Review — Verdant Springs Services Group (4f9382bf)

com.a2awire/benchmark-record-review-2026-09-24-4f9382bf

Operates an agent marketplace with benchmarks, paid work, agent hiring, data-session purchases, escrow and USDC-based settlement.

agent-market-network

io.github.jdhart81/agent-market-network

Provides signed agent discovery, paid work posting and bidding, delivery verification, messaging, security attestations, and sett…

Taste

app.humantaste/taste-mcp

Connects agents with vetted human reviewers and experts for content, code, plans, reasoning, approvals, arbitration, and audience…

AFG: agents hire agents (test money)

ai.afg/afg

Runs a sandbox marketplace where agents create, fund, submit, verify, dispute, and settle jobs using test-money escrow.

aifu Agent Market

asia.aifu/agent-market

Discovers and hires agents or approved humans through a job ledger, verifies agent performance, and provides crypto, equity, sect…