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ai·rete·rag
com.ai-rete-rag/ai-rete-rag-mcp
Qué hace este MCP
Ingests policy text, converts it into editable rules, and produces deterministic, auditable decisions with document-based explanations and citations.
Capacidades
Herramientas
8
herramientas
decide
Make a decision
Make a deterministic, auditable decision in a domain.
The verdict comes from the domain's rule set (Rete engine, never the LLM),
so it is reproducible and compliant. The explanation is generated from the
domain's ingested policy documents.
Without an API key only the shared demo domains are available, and the
response carries `next_step`: how to get a free key for your own rules.
Pass that on to the user rather than dropping it.
Args:
domain: Rule-set domain, e.g. "loan", "fraud", "clinical".
query: Natural-language question or decision request.
facts: Structured facts for working memory, e.g.
{"credit_score": 710, "annual_income": 85000}. Use `list_rules`
to see which fields a domain's rules test.
unstructured_text: Optional free text (an application, a case note);
facts are extracted from it automatically and merged.
response_mode: "verdict_only" (fastest), "verdict_with_explanation",
or "full_audit" (every rule evaluation + retrieved chunks, available
on every plan including the free tier).
rule_firings come back in causal order: a rule that matched a fact
asserted by an earlier firing appears after it, with the derived
facts listed under `asserted_facts`.
filter_retrieval_with_rules: Pattern 01 â run the rules first and let a
fired rule's `retrieval_scope` action narrow which documents the
retrieval searches before it runs.
extract_from_retrieval: Pattern 02 â parse the retrieved documents into
facts and assert them into working memory, so rules fire on what was
actually read (not just the facts you passed).
Esquema de entrada
{'type': 'object', 'title': 'decideArguments', 'required': ['domain', 'query'], 'properties': {'facts': {'anyOf': [{'type': 'object', 'additionalProperties': True}, {'type': 'null'}], 'title': 'Facts', 'default': None}, 'query': {'type': 'string', 'title': 'Query'}, 'domain': {'type': 'string', 'title': 'Domain'}, 'response_mode': {'enum': ['verdict_only', 'verdict_with_explanation', 'full_audit'], 'type': 'string', 'title': 'Response Mode', 'default': 'verdict_with_explanation'}, 'unstructured_text': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'title': 'Unstructured Text', 'default': None}, 'extract_from_retrieval': {'type': 'boolean', 'title': 'Extract From Retrieval', 'default': False}, 'filter_retrieval_with_rules': {'type': 'boolean', 'title': 'Filter Retrieval With Rules', 'default': False}}}
Esquema de salida
{'type': 'object', 'title': 'decideOutput', 'required': ['result'], 'properties': {'result': {'type': 'string', 'title': 'Result'}}}
get_rule_source
Get rule source (YAML)
Fetch a domain's rule set as editable YAML (plus the parsed rules and
whether you may edit it). Use this before `put_rules` to see the current
rules. For a built-in demo domain you get your own copy's rules once you
have edited it, otherwise the shared demo's.
Solo lectura
Esquema de entrada
{'type': 'object', 'title': 'get_rule_sourceArguments', 'required': ['domain'], 'properties': {'domain': {'type': 'string', 'title': 'Domain'}}}
Esquema de salida
{'type': 'object', 'title': 'get_rule_sourceOutput', 'required': ['result'], 'properties': {'result': {'type': 'string', 'title': 'Result'}}}
get_usage
Check usage and quota
Show this account's decision usage, plan, and remaining monthly quota.
Solo lectura
Esquema de entrada
{'type': 'object', 'title': 'get_usageArguments', 'properties': {}}
Esquema de salida
{'type': 'object', 'title': 'get_usageOutput', 'required': ['result'], 'properties': {'result': {'type': 'string', 'title': 'Result'}}}
import_policy_rules
Draft rules from a policy
Convert a written policy document into DRAFT decision rules (LLM-assisted).
Returns validated draft rules (when/action, including chained asserts where
the policy stages its determinations), derived ruleârule edges, and overlap
warnings. Each returned rule carries a `citation` field holding the policy
sentence it encodes (also summarized in the top-level `citations` map).
NOTHING IS SAVED: review the drafts (and show them to the user), then
persist explicitly with `put_rules` â validate first with dry_run=true,
and keep each rule's `citation` in the YAML you save so the audit trail
back to the policy survives.
Args:
domain: Domain the rules are drafted for (an owned domain or a new name).
policy_text: The policy document text (max ~50k characters).
Solo lectura
Esquema de entrada
{'type': 'object', 'title': 'import_policy_rulesArguments', 'required': ['domain', 'policy_text'], 'properties': {'domain': {'type': 'string', 'title': 'Domain'}, 'policy_text': {'type': 'string', 'title': 'Policy Text'}}}
Esquema de salida
{'type': 'object', 'title': 'import_policy_rulesOutput', 'required': ['result'], 'properties': {'result': {'type': 'string', 'title': 'Result'}}}
ingest_text
Ingest policy text
Add policy/reference text to a domain's knowledge base.
The text is chunked and embedded; explanations for future decisions in this
domain will cite it. Creating a new domain claims it for your account
(plan limits apply). Ingesting into a built-in demo domain gives your
account its own copy of that demo (it counts as one of your domains); the
shared demo others see is unchanged. On team plans, only the domain admin (the member
who created the domain, or the subscription owner) can add documents.
Args:
domain: Domain to ingest into (existing or new).
text: The policy or reference text.
source: Optional source name shown in the document list.
Esquema de entrada
{'type': 'object', 'title': 'ingest_textArguments', 'required': ['domain', 'text'], 'properties': {'text': {'type': 'string', 'title': 'Text'}, 'domain': {'type': 'string', 'title': 'Domain'}, 'source': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'title': 'Source', 'default': None}}}
Esquema de salida
{'type': 'object', 'title': 'ingest_textOutput', 'required': ['result'], 'properties': {'result': {'type': 'string', 'title': 'Result'}}}
list_documents
List documents
List the documents ingested into a domain's knowledge base.
Solo lectura
Esquema de entrada
{'type': 'object', 'title': 'list_documentsArguments', 'required': ['domain'], 'properties': {'domain': {'type': 'string', 'title': 'Domain'}}}
Esquema de salida
{'type': 'object', 'title': 'list_documentsOutput', 'required': ['result'], 'properties': {'result': {'type': 'string', 'title': 'Result'}}}
list_rules
List rules
List the decision rules for one domain (or all domains).
Returns each rule's conditions â either a flat AND list (field / operator /
value) or a `when` condition tree (nested all/any/not) â plus its verdict,
salience, and any asserted facts (`action.assert`, the facts a rule
produces for other rules to consume). `edges` lists the derived ruleârule
dependencies: src asserts a fact type that dst's conditions test (forward
chaining). Each rule may also carry `citation` â the policy sentence it
encodes â which is what lets a decision be traced back to the source
clause. Also includes overlap warnings. Use this to learn which fact
fields a domain expects before calling `decide`.
Solo lectura
Esquema de entrada
{'type': 'object', 'title': 'list_rulesArguments', 'properties': {'domain': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'title': 'Domain', 'default': None}}}
Esquema de salida
{'type': 'object', 'title': 'list_rulesOutput', 'required': ['result'], 'properties': {'result': {'type': 'string', 'title': 'Result'}}}
put_rules
Save rules
Create or replace a domain's rule set from YAML (self-serve rule authoring).
The first save to a new domain claims it for your account (plan limits
apply). Saving to a built-in demo domain saves your own copy of it, seeded
from the demo; the shared demo others see is unchanged. Rules are validated before
saving â set dry_run=true to validate without persisting. The response
reports ok/errors, the parsed rules, and any overlap warnings.
YAML format â a list of rules. Flat form (conditions are AND-ed):
- name: "Approve"
salience: 10
conditions:
- type: loan
field: credit_score
op: ">="
value: 700
action:
verdict: "APPROVED"
reason: "Credit score meets threshold"
Tree form â `when:` holds nested all/any/not condition groups, and an
action may assert derived facts that other rules consume (forward
chaining; the rule graph derives from these automatically):
- name: "Sepsis Screen"
salience: 30
when:
all:
- {type: clinical, field: temperature_f, op: ">=", value: 101.5}
- any:
- {type: clinical, field: wbc_count, op: ">", value: 12.0}
- {type: clinical, field: bands_pct, op: ">", value: 10}
action:
verdict: "URGENT_ALERT"
assert:
- {type: sepsis_flag, fields: {severity: high}}
- name: "Escalate"
salience: 40
when:
all:
- {type: sepsis_flag, field: severity, op: "==", value: high}
- {type: clinical, field: age, op: ">=", value: 65}
action:
verdict: "ADMIT_ICU"
Use either `conditions:` or `when:` per rule, never both. `not` passes
when the inner condition does not hold (including when the field is
absent). Produce/consume cycles between rules are rejected at validation.
An action may also carry `retrieval_scope: { <key>: <value> }` to narrow
which documents retrieval searches (Pattern 01).
A rule may also carry `citation:` â the policy sentence it encodes. It is
stored with the rule and shown beside it in decision audits, so a verdict
can be defended with the source language, not just the rule name:
- name: "Decline Late Returns"
salience: 20
citation: "Returns are accepted within 30 days of delivery."
when:
all:
- {type: retail, field: days_since_delivery, op: ">", value: 30}
action:
verdict: "DENIED"
IMPORTANT: when persisting drafts returned by `import_policy_rules`, copy
each rule's `citation` through into this YAML. Dropping it silently loses
the link from the decision back to the policy clause that justifies it.
Args:
domain: Domain to author (an owned domain, or a new name to claim).
rules_yaml: The full rule set as YAML text.
dry_run: Validate only, without saving.
Destructivo
Esquema de entrada
{'type': 'object', 'title': 'put_rulesArguments', 'required': ['domain', 'rules_yaml'], 'properties': {'domain': {'type': 'string', 'title': 'Domain'}, 'dry_run': {'type': 'boolean', 'title': 'Dry Run', 'default': False}, 'rules_yaml': {'type': 'string', 'title': 'Rules Yaml'}}}
Esquema de salida
{'type': 'object', 'title': 'put_rulesOutput', 'required': ['result'], 'properties': {'result': {'type': 'string', 'title': 'Result'}}}
Historial
Cambios recientes en herramientas
Modificado
put_rules
29 de September de 2026 a las 03:01
Modificado
get_rule_source
29 de September de 2026 a las 03:01
Modificado
ingest_text
29 de September de 2026 a las 03:01
Modificado
decide
29 de September de 2026 a las 03:01
Añadido
get_usage
17 de September de 2026 a las 12:33
Añadido
import_policy_rules
17 de September de 2026 a las 12:33
Añadido
put_rules
17 de September de 2026 a las 12:33
Añadido
get_rule_source
17 de September de 2026 a las 12:33
Añadido
list_documents
17 de September de 2026 a las 12:33
Añadido
ingest_text
17 de September de 2026 a las 12:33
Añadido
list_rules
17 de September de 2026 a las 12:33
Añadido
decide
17 de September de 2026 a las 12:33
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