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Recall

crbro_recall
Read-onlyIdempotent

Read-only search of everything saved in earlier sessions — facts, decisions, patterns, preferences, errors, debts and maps.

Instructions

Read-only search of everything saved in earlier sessions — facts, decisions, patterns, preferences, errors, debts and maps. Call it BEFORE answering anything about the user, their projects, preferences, decisions or past work: the answer is usually stored, and making them repeat it is the failure this memory exists to prevent. One result per neuron: the best matching entry with entry_id (read it whole: crbro_inspect view=neuron entries=[id]), matched_kind, matched_added, a confidence label (weak = little of the question covered; verify) and also_matched previews. Lines not the user's own carry origin, also_matched too: team: (team if unshared) with self-declared by, or miner. Rows past their shelf life move to possibly_stale as last_known with a next_step: check before answering with one, or say it may be out of date. If nothing matches, retry with 2-4 phrasings in queries or fewer, rarer words. has_map:true: read the system map with crbro_map before touching that system.

Input Schema

NameRequiredDescriptionDefault
kindNoOnly these entry kinds, e.g. ["error"] for past mistakes before repeating one, ["decision"] for what was agreed and why, ["debt"] for what was deferred. Day logs are left out when set.
limitNoMax neurons returned (default 5, ranked; ask for more only when the top five did not answer).
queryYesWhat to look for, e.g. "Firebase authentication setup". Fewer, distinctive terms beat full sentences.
scopeNoauto prioritizes the current bound project without hiding other matches; project restricts it plus global preferences/lessons; all ignores the connection project. Organization, not access control.
sinceNoOnly entries recorded on or after this: a day ("2026-09-01") or a span back from today ("7d", "2w", "3m"). For "what changed lately" and to keep an old telling out. A later verification does not make an old entry new. Undated entries cannot prove they are recent: they are left out and counted in undated_skipped.
domainNoOnly neurons in this domain (exact match, e.g. "proyectos-web"). Day logs have no domain: sessions_matched is listed regardless.
intentNocurrent separates historical/imported records into historical_matches; history returns historical records among the ranked candidates, not retired entries; any preserves both. No source is checked automatically.
neuronsNoExplicit neuron-id allowlist, applied before ranking and limit; excludes day logs.
projectNoRegistered project id or alias; omitted uses this connection's boot project.
queriesNoAlternative phrasings of the same question, searched together with query and fused by rank. Use synonyms, the other language and the concrete product name; 2-4 is plenty.

Output Schema

NameRequiredDescriptionDefault
hintYes
queryYes
filtersNo
resultsYes
has_moreNo
returnedNoRows that came back: results plus possibly_stale
truncatedNo
search_scopeNo
stale_warningNoSet, first, when some row moved to possibly_stale: do not answer with those as current
total_resultsYes
possibly_staleNoRows whose best entry is past its shelf life since last verified: warning, next_step (what to check before answering), the entry as last_known instead of matching_content, then the rest of a results row plus age_days, last_verified, shelf_life, shelf_inferred
sessions_totalNo
matched_neuronsNoNeurons with any hit before limit; total_results is what came back
undated_skippedNoWith since: matching entries left out for having no date
sessions_matchedNo
historical_matchesNo
possibly_stale_countNo
excluded_nonhistoricalNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed7 schema fields changedv2.10.0
    • addedInput schema / properties / intent
      Added value: +{
      +  "description": "current separates historical/imported records into historical_matches; history returns historical records among the ranked candidates, not retired entries; any preserves both. No source is checked automatically.",
      +  "enum": [
      +    "any",
      +    "current",
      +    "history"
      +  ],
      +  "type": "string"
      +}
    • addedInput schema / properties / neurons
      Added value: +{
      +  "description": "Explicit neuron-id allowlist, applied before ranking and limit; excludes day logs.",
      +  "items": {
      +    "type": "string"
      +  },
      +  "maxItems": 100,
      +  "type": "array"
      +}
    • addedInput schema / properties / project
      Added value: +{
      +  "description": "Registered project id or alias; omitted uses this connection's boot project.",
      +  "type": "string"
      +}
    • addedInput schema / properties / scope
      Added value: +{
      +  "description": "auto prioritizes the current bound project without hiding other matches; project restricts it plus global preferences/lessons; all ignores the connection project. Organization, not access control.",
      +  "enum": [
      +    "auto",
      +    "project",
      +    "all"
      +  ],
      +  "type": "string"
      +}
    • addedOutput schema / properties / excluded_nonhistorical
      Added value: +{
      +  "type": "number"
      +}
    • addedOutput schema / properties / historical_matches
      Added value: +{
      +  "items": {
      +    "additionalProperties": {},
      +    "properties": {},
      +    "type": "object"
      +  },
      +  "type": "array"
      +}
    • addedOutput schema / properties / search_scope
      Added value: +{
      +  "additionalProperties": false,
      +  "properties": {
      +    "mode": {
      +      "type": "string"
      +    },
      +    "neurons": {
      +      "items": {
      +        "type": "string"
      +      },
      +      "type": "array"
      +    },
      +    "project_id": {
      +      "type": "string"
      +    }
      +  },
      +  "required": [
      +    "mode"
      +  ],
      +  "type": "object"
      +}
  2. Changed11 schema fields changedv2.9.1
    • changedInput schema / properties / since / description
      Previous value: -"Only entries dated on or after this: a day (\"2026-09-01\") or a span back from today (\"7d\", \"2w\", \"3m\"). For \"what changed lately\" and to keep an old telling out. Undated entries cannot prove they are recent: they are left out and counted in undated_skipped."New value: +"Only entries recorded on or after this: a day (\"2026-09-01\") or a span back from today (\"7d\", \"2w\", \"3m\"). For \"what changed lately\" and to keep an old telling out. A later verification does not make an old entry new. Undated entries cannot prove they are recent: they are left out and counted in undated_skipped."
    • addedOutput schema / properties / possibly_stale
      Added value: +{
      +  "description": "Rows whose best entry is past its shelf life since last verified: warning, next_step (what to check before answering), the entry as last_known instead of matching_content, then the rest of a results row plus age_days, last_verified, shelf_life, shelf_inferred",
      +  "items": {
      +    "additionalProperties": {},
      +    "properties": {
      +      "age_days": {
      +        "type": "number"
      +      },
      +      "last_known": {
      +        "type": "string"
      +      },
      +      "last_verified": {
      +        "type": "string"
      +      },
      +      "neuron_id": {
      +        "type": "string"
      +      },
      +      "next_step": {
      +        "type": "string"
      +      },
      +      "shelf_inferred": {
      +        "type": "boolean"
      +      },
      +      "shelf_life": {
      +        "type": "string"
      +      },
      +      "warning": {
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "warning",
      +      "next_step",
      +      "last_known",
      +      "neuron_id",
      +      "age_days",
      +      "last_verified",
      +      "shelf_life",
      +      "shelf_inferred"
      +    ],
      +    "type": "object"
      +  },
      +  "type": "array"
      +}
    • addedOutput schema / properties / possibly_stale_count
      Added value: +{
      +  "type": "number"
      +}
    • addedOutput schema / properties / results / items / properties / also_matched / items / properties / by
      Added value: +{
      +  "type": "string"
      +}
    • addedOutput schema / properties / results / items / properties / also_matched / items / properties / origin
      Added value: +{
      +  "type": "string"
      +}
    • addedOutput schema / properties / results / items / properties / also_matched / items / properties / stale_days
      Added value: +{
      +  "type": "number"
      +}
    • addedOutput schema / properties / results / items / properties / by
      Added value: +{
      +  "type": "string"
      +}
    • addedOutput schema / properties / results / items / properties / origin
      Added value: +{
      +  "type": "string"
      +}
    • addedOutput schema / properties / results / items / properties / rank
      Added value: +{
      +  "description": "Position in the ranking, set when some row moved to possibly_stale",
      +  "type": "number"
      +}
    • addedOutput schema / properties / returned / description
      Added value: +"Rows that came back: results plus possibly_stale"
    • addedOutput schema / properties / stale_warning
      Added value: +{
      +  "description": "Set, first, when some row moved to possibly_stale: do not answer with those as current",
      +  "type": "string"
      +}
  3. Changed4 schema fields changedv2.5.1
    • addedInput schema / properties / kind
      Added value: +{
      +  "description": "Only these entry kinds, e.g. [\"error\"] for past mistakes before repeating one, [\"decision\"] for what was agreed and why, [\"debt\"] for what was deferred. Day logs are left out when set.",
      +  "items": {
      +    "enum": [
      +      "fact",
      +      "decision",
      +      "pattern",
      +      "preference",
      +      "error",
      +      "debt",
      +      "map"
      +    ],
      +    "type": "string"
      +  },
      +  "type": "array"
      +}
    • addedInput schema / properties / since
      Added value: +{
      +  "description": "Only entries dated on or after this: a day (\"2026-09-01\") or a span back from today (\"7d\", \"2w\", \"3m\"). For \"what changed lately\" and to keep an old telling out. Undated entries cannot prove they are recent: they are left out and counted in undated_skipped.",
      +  "type": "string"
      +}
    • addedOutput schema / properties / filters
      Added value: +{
      +  "additionalProperties": false,
      +  "properties": {
      +    "kind": {
      +      "items": {
      +        "type": "string"
      +      },
      +      "type": "array"
      +    },
      +    "since": {
      +      "type": "string"
      +    }
      +  },
      +  "type": "object"
      +}
    • addedOutput schema / properties / undated_skipped
      Added value: +{
      +  "description": "With since: matching entries left out for having no date",
      +  "type": "number"
      +}
  4. Changed2 schema fields changedv2.4.0
    • removedInput schema / $schema
      Removed value: -"http://json-schema.org/draft-07/schema#"
    • removedOutput schema / $schema
      Removed value: -"http://json-schema.org/draft-07/schema#"
  5. Changed3 schema fields changedv2.2.0
    • changedInput schema / properties / domain / description
      Previous value: -"Only neurons in this domain (exact match, e.g. \"proyectos-web\")."New value: +"Only neurons in this domain (exact match, e.g. \"proyectos-web\"). Day logs have no domain: sessions_matched is listed regardless."
    • addedOutput schema / properties / sessions_matched
      Added value: +{
      +  "items": {
      +    "additionalProperties": {},
      +    "properties": {},
      +    "type": "object"
      +  },
      +  "type": "array"
      +}
    • addedOutput schema / properties / sessions_total
      Added value: +{
      +  "type": "number"
      +}
  6. Changed17 schema fields changedv2.1.0
    • changedInput schema / properties / limit / description
      Previous value: -"Max neurons returned (default 10)."New value: +"Max neurons returned (default 5, ranked; ask for more only when the top five did not answer)."
    • addedInput schema / properties / limit / exclusiveMinimum
      Added value: +0
    • addedInput schema / properties / limit / maximum
      Added value: +9007199254740991
    • changedInput schema / properties / limit / type
      Previous value: -"number"New value: +"integer"
    • addedOutput schema / properties / has_more
      Added value: +{
      +  "type": "boolean"
      +}
    • addedOutput schema / properties / matched_neurons
      Added value: +{
      +  "description": "Neurons with any hit before limit; total_results is what came back",
      +  "type": "number"
      +}
    • changedOutput schema / properties / results / items / properties / also_matched / items / additionalProperties
      Previous value: -falseNew value: +{}
    • addedOutput schema / properties / results / items / properties / also_matched / items / properties / chars
      Added value: +{
      +  "type": "number"
      +}
    • addedOutput schema / properties / results / items / properties / also_matched / items / properties / entry_id
      Added value: +{
      +  "type": "string"
      +}
    • addedOutput schema / properties / results / items / properties / also_matched / items / properties / preview
      Added value: +{
      +  "type": "string"
      +}
    • removedOutput schema / properties / results / items / properties / also_matched / items / properties / text
      Removed value: -{
      -  "type": "string"
      -}
    • changedOutput schema / properties / results / items / properties / also_matched / items / required
      Previous value: -[
      -  "text",
      -  "kind",
      -  "added"
      -]New value: +[
      +  "kind",
      +  "added",
      +  "preview",
      +  "chars"
      +]
    • addedOutput schema / properties / results / items / properties / content_chars
      Added value: +{
      +  "type": "number"
      +}
    • addedOutput schema / properties / results / items / properties / content_truncated
      Added value: +{
      +  "type": "boolean"
      +}
    • addedOutput schema / properties / results / items / properties / entry_id
      Added value: +{
      +  "type": "string"
      +}
    • addedOutput schema / properties / returned
      Added value: +{
      +  "type": "number"
      +}
    • addedOutput schema / properties / truncated
      Added value: +{
      +  "additionalProperties": {},
      +  "properties": {},
      +  "type": "object"
      +}
  7. Changed1 schema field changed
    • addedInput schema / properties / queries
      Added value: +{
      +  "description": "Alternative phrasings of the same question, searched together with query and fused by rank. Use synonyms, the other language and the concrete product name; 2-4 is plenty.",
      +  "items": {
      +    "type": "string"
      +  },
      +  "type": "array"
      +}
  8. Changed4 schema fields changedv1.14.0
    • changedInput schema / properties / domain / description
      Previous value: -"Filter by domain"New value: +"Only neurons in this domain (exact match, e.g. \"proyectos-web\")."
    • changedInput schema / properties / limit / description
      Previous value: -"Max results (default 10)"New value: +"Max neurons returned (default 10)."
    • changedInput schema / properties / query / description
      Previous value: -"What to search for (e.g., \"Firebase authentication setup\")"New value: +"What to look for, e.g. \"Firebase authentication setup\". Fewer, distinctive terms beat full sentences."
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
      +  "$schema": "http://json-schema.org/draft-07/schema#",
      +  "additionalProperties": false,
      +  "properties": {
      +    "hint": {
      +      "type": "string"
      +    },
      +    "query": {
      +      "type": "string"
      +    },
      +    "results": {
      +      "items": {
      +        "additionalProperties": {},
      +        "properties": {
      +          "also_matched": {
      +            "items": {
      +              "additionalProperties": false,
      +              "properties": {
      +                "added": {
      +                  "type": "string"
      +                },
      +                "kind": {
      +                  "type": "string"
      +                },
      +                "text": {
      +                  "type": "string"
      +                }
      +              },
      +              "required": [
      +                "text",
      +                "kind",
      +                "added"
      +              ],
      +              "type": "object"
      +            },
      +            "type": "array"
      +          },
      +          "confidence": {
      +            "enum": [
      +              "strong",
      +              "weak"
      +            ],
      +            "type": "string"
      +          },
      +          "domain": {
      +            "type": "string"
      +          },
      +          "has_map": {
      +            "type": "boolean"
      +          },
      +          "heat": {
      +            "type": "number"
      +          },
      +          "matched_added": {
      +            "type": "string"
      +          },
      +          "matched_kind": {
      +            "type": "string"
      +          },
      +          "matched_terms": {
      +            "type": "number"
      +          },
      +          "matching_content": {
      +            "type": "string"
      +          },
      +          "name": {
      +            "type": "string"
      +          },
      +          "neuron_id": {
      +            "type": "string"
      +          },
      +          "query_terms": {
      +            "type": "number"
      +          },
      +          "relevance_score": {
      +            "type": "number"
      +          }
      +        },
      +        "required": [
      +          "neuron_id",
      +          "name",
      +          "domain",
      +          "relevance_score",
      +          "matching_content",
      +          "heat"
      +        ],
      +        "type": "object"
      +      },
      +      "type": "array"
      +    },
      +    "total_results": {
      +      "type": "number"
      +    }
      +  },
      +  "required": [
      +    "query",
      +    "total_results",
      +    "results",
      +    "hint"
      +  ],
      +  "type": "object"
      +}
  9. First observedv1.4.0

TDQS

A4.6/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnly, idempotent, non-destructive, but the description adds substantial behavioral context: one result per neuron, confidence labels with a weak=verify warning, origin attribution for team/miner lines, and stale entries moving to possibly_stale with a next_step. These details go well beyond what annotations provide.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is dense and front-loaded with purpose and usage before moving to result interpretation and edge cases. Every sentence carries information, though the long parenthetical and semicolon-heavy sentence about results is harder to parse than ideal.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given 10 parameters, an output schema, and annotations, the description is complete: it covers when to call, what results look like, how to interpret confidence and staleness, attribution semantics, and failure recovery. Nothing an agent needs in order to call it correctly is missing.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so the schema already documents every parameter thoroughly. The description adds minor usage nuance for queries (2-4 phrasings) and confirms scope behavior, but this largely repeats the schema. Baseline 3 is appropriate when structured fields do the heavy lifting.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb (search) and resource (everything saved in earlier sessions), enumerates the entry kinds, and distinguishes itself from siblings by referencing crbro_inspect and crbro_map. An agent can identify the tool's function without opening the schema.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Explicitly says to call it BEFORE answering anything about the user, their projects, preferences, decisions or past work, and explains why. It also gives a fallback strategy (retry with 2-4 phrasings) and a conditional next step (crbro_map when has_map:true), covering both when and how to use it.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.