principia
Registry code: 97f73af7773dd2a8
Principia MCP gateway (PRN-014). Canonical organizational-measurement registry. Tools: principia.constructs.{list,lookup,search,resolve}, principia.instruments.{list,lookup,search}, principia.items.{lookup,search} (usage_restrictions gated), principia.citations.{lookup,search}, principia.measures.{list,lookup}, principia.models.{list,lookup,search}, principia.effects.search (Phase 2), principia.evidence.for (Phase 2), principia.canonical_priors.{lookup,search} (PRN-021 pending).
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- https://peopleprincipia.com/api/mcp
- protocol
- http-sse ·2025-06-18
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- What tools does principia have?
- 36 tools: principia.theoretical_models.search, principia.theoretical_models.lookup, principia.measures.lookup, principia.constructs.resolve, principia.constructs.search, principia.citations.lookup, principia.canonical_items.search, principia.interventions.lookup, ….
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90 days 99.8%· all time 99.8%
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of 36 tools
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- live → degraded· timeout after 20000ms
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- used for
- look up organizational psychology constructs
- find survey instruments measuring a construct
- search survey items
- look up research citations and effect sizes
- takes → gives
- text → data
- tools
- 25 reads
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principia.measures.list open 17h ago
List Measure rows. entity_kind filter selects scientific_construct vs operational_metric.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "limit": { "type": "integer", "maximum": 500, "exclusiveMinimum": 0 }, "offset": { "type": "integer", "maximum": 9007199254740991, "minimum": 0 }, "entity_kind": { "enum": [ "scientific_construct", "operational_metric" ], "type": "string" } } }arguments 23 linesprincipia.constructs.list reads open 12h ago
List canonical constructs (resolved CanonicalVariable rows). Supports limit/offset, engagement_family_only, and abstraction_level (PRN-271).
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "limit": { "type": "integer", "maximum": 500, "exclusiveMinimum": 0 }, "offset": { "type": "integer", "maximum": 9007199254740991, "minimum": 0 }, "abstraction_level": { "enum": [ "broad_trait", "facet", "competency", "condition", "process", "composite" ], "type": "string" }, "engagement_family_only": { "type": "boolean" } } }arguments 30 linesprincipia.critiques.search open 12h ago
Search MethodologyCritique rows by composite filter (`subject_id`, `subject_type`, `critique_type`, `severity`). All filters AND together; any subset of the four is valid. Read-only (curator-policy D4).
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "limit": { "type": "integer", "maximum": 500, "exclusiveMinimum": 0 }, "severity": { "enum": [ "minor", "moderate", "major", "fatal" ], "type": "string" }, "subject_id": { "type": "string" }, "subject_type": { "enum": [ "instrument", "construct", "model", "theoretical_model", "effect_size", "citation" ], "type": "string" }, "critique_type": { "enum": [ "construct_validity", "method_bias", "sampling", "scoring", "reliability", "applicability", "factor_structure", "common_method_variance", "other" ], "type": "string" } } }arguments 48 linesprincipia.canonical_items.list reads open 4h ago
List CanonicalSurveyItem rows (PRN-050 item-level dedup spine). Each row aggregates one normalized item stem across N source instruments via source_items[].
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "limit": { "type": "integer", "maximum": 500, "exclusiveMinimum": 0 }, "offset": { "type": "integer", "maximum": 9007199254740991, "minimum": 0 } } }arguments 16 linesprincipia.equivalences.search reads open 4h ago
Search InstrumentEquivalence rows by `construct_id` and/or `instrument_id`. `instrument_id` matches either side of the pair. Optional `mapping_method` filter.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "limit": { "type": "integer", "maximum": 500, "exclusiveMinimum": 0 }, "construct_id": { "type": "string" }, "instrument_id": { "type": "string" }, "mapping_method": { "enum": [ "linear", "equipercentile", "irt_concordance", "linking_study", "expert_judgment" ], "type": "string" } } }arguments 27 linesprincipia.evidence_statements.search open 4h ago
Search owned, OA-sourced, attributed, stance-classified evidence quotes for a construct→construct relationship (from/to), or any statement naming a single construct. Filters: stance, displayable_only. The display layer for the metric profile page + book.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "to": { "type": "string", "minLength": 1 }, "from": { "type": "string", "minLength": 1 }, "limit": { "type": "integer", "maximum": 200, "exclusiveMinimum": 0 }, "stance": { "enum": [ "supports", "disputes" ], "type": "string" }, "construct": { "type": "string", "minLength": 1 }, "min_grade": { "enum": [ "A", "B", "C", "D" ], "type": "string" }, "displayable_only": { "type": "boolean" } } }arguments 42 linesprincipia.priors.moderators open 14h ago
One canonical prior's moderator groups (`moderated_by[]`, levels in level order, marginal level named) plus the served-prior content ETag. Same ETag the REST route /api/v1/priors/<from>/<predicate>/<to> sends. Unmoderated priors return an empty list; nothing is invented.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "id": { "type": "string" }, "predicate": { "type": "string" }, "to_construct_id": { "type": "string" }, "from_construct_id": { "type": "string" } } }arguments 18 linesprincipia.theoretical_models.list reads open 12h ago
List canonical theoretical models (JD-R, COR, SDT, AET, JCM, Goal-Setting, Equity, Two-Factor, etc.). Sorted by foundational publication year. Read-only.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "limit": { "type": "integer", "maximum": 500, "exclusiveMinimum": 0 }, "offset": { "type": "integer", "maximum": 9007199254740991, "minimum": 0 } } }arguments 16 linesprincipia.canonical_priors.search reads open 17h ago
Search canonical priors by from/predicate/to. Empty until PRN-021 synthesis engine ships.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "to": { "type": "string" }, "from": { "type": "string" }, "limit": { "type": "integer", "maximum": 500, "exclusiveMinimum": 0 }, "predicate": { "type": "string" }, "to_construct_id": { "type": "string" }, "from_construct_id": { "type": "string" }, "min_freshness_score": { "type": "number", "maximum": 1, "minimum": 0 }, "min_informativeness": { "enum": [ "uninformative", "weakly_informative", "informative", "highly_informative" ], "type": "string" } } }arguments 40 linesprincipia.interventions.search open 17h ago
Search Intervention rows by composite filter (`construct_id` — matches when `targets_constructs[]` includes the id; `problem_id` — a ProblemFrame pf.* address, resolved via the MF-711 pf→construct join to one or more construct ids and then matched the same way as `construct_id`; `modality` — matches when `delivery_modality[]` includes the modality; `cost_band` — exact match on `typical_cost_band`; `family` — an InterventionFrame L1 family slug). All filters AND together; any subset is valid. Each match carries a computed `frame` block. `view: "families"` adds `families[]` (every L1 family with its definition and the frame nodes under it) and `unplaced[]` (address exceptions). Read-only (curator-policy D4).
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "view": { "enum": [ "nodes", "families" ], "type": "string" }, "limit": { "type": "integer", "maximum": 500, "exclusiveMinimum": 0 }, "family": { "type": "string" }, "modality": { "enum": [ "training", "coaching", "tech", "policy", "structural", "feedback", "incentive", "process_redesign", "other" ], "type": "string" }, "cost_band": { "enum": [ "low", "medium", "high", "enterprise" ], "type": "string" }, "problem_id": { "type": "string" }, "construct_id": { "type": "string" } } }arguments 50 linesprincipia.effects.search reads open 10h ago
Search EffectSize rows by from/to/statistic_type. Each returned value's observed/corrected basis is named per EFFECT_ESTIMATE_GLOSSARY (@people-analyst/measurement-core) — PRN-N1013-M4; a row with no typed estimates block reads 'basis not recorded', never a bare statistic symbol.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "to": { "type": "string" }, "from": { "type": "string" }, "limit": { "type": "integer", "maximum": 100, "exclusiveMinimum": 0 }, "statistic_type": { "type": "string" }, "to_construct_id": { "type": "string" }, "from_construct_id": { "type": "string" } } }arguments 26 linesprincipia.evidence.trace reads open 22h ago
Retrieve the full causal chain from a construct, condition, or problem to interventions, with evidence grades at each hop. problem_id accepts pf.* addresses from the problemframe-2026-v1 frozen registry (cert d0770859) and resolves construct mappings via the MF-711 pf→construct join (landed 2026-09-11); an address with no join coverage yet resolves the problem frame with an honestly empty linked_constructs[], not an error. condition_id accepts bicycle-guide's minted cond_<slug> ConditionFrame ids and resolves via the PRN-281 crosswalk (landed 2026-09-11); a condition with no construct match yet resolves honestly empty the same way. All three entry points are fully resolved today — no path is gated.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "problem_id": { "type": "string" }, "condition_id": { "type": "string" }, "construct_id": { "type": "string" }, "limit_priors": { "type": "integer", "maximum": 50, "minimum": 1 }, "limit_interventions": { "type": "integer", "maximum": 50, "minimum": 1 } } }arguments 25 linesprincipia.equivalences.lookup reads open 10h ago
Look up InstrumentEquivalence rows by `id` OR by the canonical tuple (`construct_id` + `instrument_a` + `instrument_b` [+ optional `mapping_method`]). Pair ordering is normalized server-side so (Q12, UWES-9) and (UWES-9, Q12) resolve to the same row. Returns `{matches, total, note?}` — array-shaped because a (construct, pair) can carry multiple methods.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "id": { "type": "string" }, "construct_id": { "type": "string" }, "instrument_a": { "type": "string" }, "instrument_b": { "type": "string" }, "mapping_method": { "enum": [ "linear", "equipercentile", "irt_concordance", "linking_study", "expert_judgment" ], "type": "string" } } }arguments 28 linesprincipia.models.list reads open 14h ago
List Model rows (theoretical / structural frameworks).
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "limit": { "type": "integer", "maximum": 500, "exclusiveMinimum": 0 }, "offset": { "type": "integer", "maximum": 9007199254740991, "minimum": 0 } } }arguments 16 linesprincipia.canonical_priors.lookup open 22h ago
Lookup a synthesized Bayesian prior by id OR (from_construct_id, predicate, to_construct_id). Empty until PRN-021 synthesis engine ships. PRN-N1013-M4: a prior's r pools observed and corrected contributing effects without a per-row marker yet (EFFECT_ESTIMATE_GLOSSARY.units_not_recorded, @people-analyst/measurement-core) — read it as basis-not-recorded, not as raw r.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "id": { "type": "string" }, "predicate": { "type": "string" }, "sample_culture": { "type": "string" }, "to_construct_id": { "type": "string" }, "from_construct_id": { "type": "string" } } }arguments 21 linesprincipia.theoretical_models.search unknown 24h ago
Search theoretical models by keyword over name/summary/constructs. Optional filters: invokes_construct_id (theories that invoke a specific construct), field_domain (classification axis).
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "q" ], "properties": { "q": { "type": "string", "minLength": 1 }, "limit": { "type": "integer", "maximum": 100, "exclusiveMinimum": 0 }, "field_domain": { "type": "string" }, "invokes_construct_id": { "type": "string" } } }arguments 24 linesprincipia.theoretical_models.lookup reads unknown 24h ago
Look up one CanonicalTheoreticalModel by id (e.g., theory.jd_r). Returns the theory's canonical constructs, canonical relations (with predicates), descendant per-study models, and foundational citations.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "id" ], "properties": { "id": { "type": "string", "minLength": 1 } } }arguments 13 linesprincipia.measures.lookup reads unknown 27h ago
Lookup one Measure by measure_id. Unknown ids return found:false.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "id" ], "properties": { "id": { "type": "string", "minLength": 1 } } }arguments 13 linesprincipia.constructs.resolve unknown 19h ago
Resolve a source-side construct {name, definition?, variable_code?} against the canonical store. READ-ONLY — does not mutate. Uses meta-factory's matcher ([email protected] / [email protected] / [email protected]).
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "name" ], "properties": { "name": { "type": "string", "minLength": 1 }, "definition": { "type": "string" }, "variable_code": { "type": "string" } } }arguments 19 linesprincipia.constructs.search reads unknown 19h ago
Keyword search over construct name + definition + alternative_names + variable_codes. Argument is `q` (not `query`).
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "q" ], "properties": { "q": { "type": "string", "minLength": 1 }, "limit": { "type": "integer", "maximum": 100, "exclusiveMinimum": 0 } } }arguments 18 linesprincipia.citations.lookup reads unknown 14h ago
Lookup one citation by id OR doi. Scans both id-keyed and doi-keyed candidates.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "id": { "type": "string" }, "doi": { "type": "string" } } }arguments 12 linesprincipia.canonical_items.search reads unknown 1h ago
Keyword search over normalized_text + alternative_texts. Optional instrument_id filter narrows to canonical items whose source_items[] reference that instrument.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "q" ], "properties": { "q": { "type": "string", "minLength": 1 }, "limit": { "type": "integer", "maximum": 100, "exclusiveMinimum": 0 }, "instrument_id": { "type": "string", "minLength": 1 } } }arguments 22 linesprincipia.interventions.lookup reads unknown 1h ago
Look up one Intervention by `intervention_id`, InterventionFrame `frame_node_id` (`ifn_…`) or frame address (`<family>.<class>[.<practice>]`). Returns `{matches, total, note?}` — array-shaped for parity with critiques + equivalences; 0 or 1 match. The match carries computed `frame` (node id, address, L1 family) and `evidence` blocks: declared target edges, each linked effect guarded by PRN-649 (unchecked value, CI, k, N and CI-derived claims omitted with numbers_withheld; checked values carry check labels), basis (machine_extracted | human_reviewed), thin flag and the verbatim source span or why none is held, plus an evidence_state (missing | thin | machine_extracted | human_reviewed) and measurement_tier. Neither block is stored on the row.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "id" ], "properties": { "id": { "type": "string", "minLength": 1 } } }arguments 13 linesprincipia.constructs.lookup reads unknown 31h ago
Lookup one canonical construct by id (a canonical variable_id, e.g. VAR_000376). Unknown ids return found:false (soft validation).
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "id" ], "properties": { "id": { "type": "string", "minLength": 1 } } }arguments 13 linesprincipia.items.search reads unknown 31h ago
Search items by text. Restricted items (proprietary instruments) are returned with text fields stripped; restricted_count surfaces how many.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "q" ], "properties": { "q": { "type": "string", "minLength": 1 }, "limit": { "type": "integer", "maximum": 100, "exclusiveMinimum": 0 } } }arguments 18 linesprincipia.models.lookup reads unknown 27h ago
Lookup one Model by model_id. Unknown ids return found:false.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "id" ], "properties": { "id": { "type": "string", "minLength": 1 } } }arguments 13 linesprincipia.evidence.for reads unknown 10h ago
Return Evidence[] edges that name a given entity_id as the claim subject.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "entity_id" ], "properties": { "limit": { "type": "integer", "maximum": 1000, "exclusiveMinimum": 0 }, "entity_id": { "type": "string", "minLength": 1 }, "subject_type": { "enum": [ "construct", "instrument", "model", "effect_size" ], "type": "string" } } }arguments 27 linesprincipia.critiques.lookup reads unknown 19h ago
Look up one MethodologyCritique by `critique_id`. Returns `{matches, total, note?}` — array-shaped for parity with equivalences. Matches list contains 0 or 1 element.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "id" ], "properties": { "id": { "type": "string" } } }arguments 12 linesprincipia.items.lookup reads unknown 31h ago
Lookup one survey item by item_id. SPEC §6/Q4 enforced: items_license != public_domain|open returns status:'restricted'.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "id" ], "properties": { "id": { "type": "string", "minLength": 1 } } }arguments 13 linesprincipia.models.search unknown 27h ago
Keyword search over model_name + description.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "q" ], "properties": { "q": { "type": "string", "minLength": 1 }, "limit": { "type": "integer", "maximum": 100, "exclusiveMinimum": 0 } } }arguments 18 linesprincipia.citations.search unknown 1h ago
Keyword search over title + apa_reference + doi + authors.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "q" ], "properties": { "q": { "type": "string", "minLength": 1 }, "limit": { "type": "integer", "maximum": 100, "exclusiveMinimum": 0 } } }arguments 18 linesprincipia.instruments.list unknown 22h ago
List InstrumentCard rows. Optional construct_id filter narrows to instruments covering a given construct.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "limit": { "type": "integer", "maximum": 500, "exclusiveMinimum": 0 }, "owned": { "type": "boolean" }, "offset": { "type": "integer", "maximum": 9007199254740991, "minimum": 0 }, "license": { "type": "string" }, "construct_id": { "type": "string" } } }arguments 25 linesprincipia.constructs.measures reads unknown 24h ago
Return instruments that measure a given construct, ranked by composite score (reliability + validity + literature usage + recency). Optional filters: min_reliability, cross_cultural_only, length_lte. Read-only — no mutation (curator-policy D4).
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "construct_id" ], "properties": { "limit": { "type": "integer", "maximum": 100, "exclusiveMinimum": 0 }, "length_lte": { "type": "integer", "maximum": 9007199254740991, "exclusiveMinimum": 0 }, "construct_id": { "type": "string", "minLength": 1 }, "min_reliability": { "type": "number", "maximum": 1, "minimum": 0 }, "cross_cultural_only": { "type": "boolean" } } }arguments 31 linesprincipia.canonical_items.lookup reads unknown 7h ago
Lookup one CanonicalSurveyItem by canonical_item_id (e.g., CITM_7350938cb42d). Unknown ids return found:false.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "id" ], "properties": { "id": { "type": "string", "minLength": 1 } } }arguments 13 linesprincipia.instruments.lookup reads unknown 7h ago
Lookup one instrument by instrument_id. Unknown ids return found:false.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "id" ], "properties": { "id": { "type": "string", "minLength": 1 } } }arguments 13 linesprincipia.instruments.search reads unknown 7h ago
Keyword search over instrument_name + developer + constructs_covered.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "q" ], "properties": { "q": { "type": "string", "minLength": 1 }, "limit": { "type": "integer", "maximum": 100, "exclusiveMinimum": 0 } } }arguments 18 lines
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