discovery
Server Details
PeopleAnalyst's free people-analytics feeds: answers, tools, evidence, story and scene catalogs.
- Status
- Healthy
- Uptime
- 100.0% over the last 24 hours
- Last Tested
- Transport
- Streamable HTTP · MCP 2025-11-25
- URL
- ChatGPT
- –
- Claude
- –
TDQS
Scored across 16 tools
Most tools target clearly distinct artifact types — answers, brandscripts, canonical forms, claim warrants, library ids, feeds, tools, and segmentation. The main ambiguity sits among the marketing/story artifacts (brandscripts, insight cards, scene templates, situations, story tracks, marketing registry), which overlap conceptually and require careful reading to distinguish.
All tool names use snake_case and follow a predictable verb_noun pattern: get_*, list_*, plan_*, run_*. The action-oriented tools use plan_ and run_ rather than get_, which is a readable and consistent convention rather than a deviation.
At 16 tools, the set is just above the typical well-scoped range, but the server spans many content families and each tool appears to serve a distinct discovery or planning purpose. It is slightly heavy rather than bloated.
The surface covers a broad discovery domain: answers, library ids, feeds, tool catalog, product/brand/story assets, data-ask planning, and segmentation. A unified search or list across some story assets is missing, but existing filters and list tools provide reasonable workarounds.
Available Tools
16 toolsget_answerGet a query-shaped answerARead-onlyInspect
Returns one authored /answers page as structured content: question, markdown answer body (short answer, problem frame, evidence, grounded sources), and citations with libraryId or url. Known slugs (33): measure-employee-performance, survey-validity-check, people-analytics-program-maturity, people-analytics-vs-hr-reporting, engagement-survey-vs-listening-diagnostic, people-analytics-tools-compare, beyond-annual-engagement-survey, replace-gut-feel-talent-decisions, ….
Inputs: slug (required). Returns: slug, title, answer, question, +3 more
get_brandscriptsPer-persona StoryBrand arguments for each productARead-onlyInspect
Per-persona StoryBrand arguments for each product. The persona × goal argument layer (SB7-shaped). Stable ?id is globally exact; ?product + ?persona + ?variant selects one exact scoped variant, while ?variant alone remains a compatible filter. Live is the default; ?status=draft|all opts into authoring records with capability readiness kept separate.
Inputs: id, status, persona, product, +1 more. Returns: count, filter, contract, brandscripts
get_canonical_formsThe canonical form vocabulary — the structural primitiveARead-onlyInspect
The canonical form vocabulary — the structural primitive. 7 data shapes and the 33 canonical forms they resolve to. The form is why one engine reads compensation, attrition, funnels and survey data without a per-domain rewrite: the domain is in the metric tag, the structure is here. 'oftenMeans' is a labelled heuristic, never a conclusion.
Inputs: shape. Returns: note, count, forms, filter, +2 more
get_claim_warrantHow many works discuss a claim — discourse volume, with the works namedARead-onlyInspect
How many works discuss a claim — discourse volume, with the works named. For a construct pair mined from the book corpus: how many distinct works discuss the link, and which ones, with each work's stated rationale. ⚠ This is DISCOURSE, not evidence — book frequency is confounded by publication incentives, fashion and citation cascades, so it is reported as 'discussed in N works' and never as corroboration, confidence, or a score. Single-work claims are returned, labelled as such; corroboration is not a gate. No query returns corpus-level stats including a counting discrepancy we state openly.
Inputs: to, from, focus, construct. Returns: count, found, label, pairs, +10 more
get_insight_cardsA pitch rendered as player-ready InsightCardsARead-onlyInspect
A pitch rendered as player-ready InsightCards. Serves a named pitch as an ordered InsightCard[] (the cross-site insight-player contract). ?pitch selects the pitch; ?awareness optionally reshapes the sequence for the buyer's awareness state.
Inputs: pitch (required), awareness. Returns: cards, count, source, pitches, +1 more
get_library_idsLibrary id export — stable ids for the works homed hereARead-onlyInspect
Library id export — stable ids for the works homed here. Batch export of library_id rows (id, title, author, year, property tags) for the works that home on peopleanalyst.com. Ids are content-addressed (SHA-256 of normalized title|authors|year) and stable across repos, so a consumer can join to this catalog without string matching. Scoped to works homed here — titles whose canonical home is another property are excluded, matching /library.
Inputs: tag, limit. Returns: spec, count, scope, issuer, +5 more
get_marketing_registryThe Pitboss marketing-asset registry (typed cards + personas)ARead-onlyInspect
The Pitboss marketing-asset registry (typed cards + personas). Cross-site marketing-asset cards built from the portfolio's brandscripts and proofs, plus the persona set. ?product filters to one product; ?status filters by lifecycle.
Inputs: status, product. Returns: cards, counts, filter, built_at, +2 more
get_product_descriptionBicycle.LLC product descriptions through the stable PeopleAnalyst feedARead-onlyInspect
Bicycle.LLC product descriptions through the stable PeopleAnalyst feed. Versioned, CORS-open descriptions of every product in the portfolio — general positioning plus structured personas, goals, problems, journeys, and associated BrandScripts where the product has that canon. Bicycle.LLC owns the company feed; this stable PA route and MCP tool proxy its validated v1 responses. Pass ?product to filter; live nested journeys are the default and ?status=draft|all opts into authoring records.
Inputs: status, product. Returns: count, filter, contract, products
get_scene_templatesFalsifiable scene templates — one claim plus what would make it falseBRead-onlyInspect
Falsifiable scene templates — one claim plus what would make it false. The cards a story is told with. Each declares truth conditions the data can falsify, so a claim survives on evidence rather than assertion. Persona relevance is derived from focus (a stated heuristic). Drafts excluded unless ?status=all.
Inputs: id, form, tier, focus, +4 more. Returns: note, count, filter, scenes, +1 more
get_situationsDemonstration scenarios (discovered → diagnosed → solved)ARead-onlyInspect
Demonstration scenarios (discovered → diagnosed → solved). The proof layer paired with brandscripts: concrete situations a product resolves. ?product filters; ?status opts into drafts.
Inputs: status, product. Returns: count, filter, contract, situations
get_story_tracksPre-authored data-story tracks — the possibility spaceARead-onlyInspect
Pre-authored data-story tracks — the possibility space. Complete data stories: the SB7 argument, the acts and beats that carry it, the branches it forks down, the decision it produces, and the data required to test it. Candidates only — nothing here asserts a story is true of any organisation; that is decided against data. ?persona / ?problem / ?metric / ?slug filter.
Inputs: slug, metric, persona, problem. Returns: note, count, filter, stories, +1 more
get_toolsThe PeopleAnalyst tool catalog (corpus-grounded acting tools)ARead-onlyInspect
The PeopleAnalyst tool catalog (corpus-grounded acting tools). Machine-readable catalog of every corpus-grounded acting tool — name, category, what it does, inputs/outputs, concrete use cases, the profile URL, and how to run it (auth-gated REST + MCP). Last production probe (2026-09-23) reported grounded: true. Discovery is open (find + cite the tools); execution is API-key gated. ?category filters by family; ?slug returns one tool.
Inputs: slug, category. Returns: count, tools, filter, contract, +2 more
list_answersList all authored answer pagesARead-onlyInspect
Returns the full index of authored /answers pages — one entry per slug, with the question and canonical URL. Use this to discover available slugs before calling get_answer.
Inputs: no named parameters. Returns: count, answers, contract
list_peopleanalyst_feedsList PeopleAnalyst feedsARead-onlyInspect
List PeopleAnalyst's free machine-readable feeds and their MCP/REST availability. OpenAPI is also published at https://peopleanalyst.com/openapi.json.
Inputs: no named parameters. Returns: feeds
plan_next_data_askWhat data to ask for next, and what it would rule outARead-onlyInspect
What data to ask for next, and what it would rule out. The acquisition planner. Given which data-stories are still candidates, returns the single most efficient next question, the full ranked list, and the minimum set of asks that makes every live story testable — split into what can be sent today versus what needs legal review. Ranked by information-per-friction: how evenly an answer splits the live hypothesis set (computed by entropy from the discrimination matrix, never hand-asserted) divided by a cost in which GOVERNANCE outweighs effort. Absent priors all live stories weigh equally, so results reflect structure, not likelihood. GET accepts ?live=, ?have=, ?lack= as comma lists.
Inputs: body (required). Returns: live, plan, caveat, ranked, +3 more
run_segmentationBehavioral segmentation, role discovery, and exemplar matchingARead-onlyInspect
Behavioral segmentation, role discovery, and exemplar matching. Deterministic segmentation over caller-supplied numeric vectors: cluster subjects, discover roles from behaviour + relationship edges, detect emergent roles, or match against exemplars. Structured non-biometric signals only — no audio, video, or affect inference. The caller supplies all data; nothing is retained. Capped at 5,000 rows per request.
Inputs: body (required). Returns: k, roles, matches, boundary, +9 more
Tool Schema Changelog
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Context Pillofficial
FlicenseNot gradedqualityCmaintenanceA daily feed of AI releases, tools and techniques, each with a verification status, source trust score and evidence links. Read-only MCP server, no sign-in or keys.-
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