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discovery

R0· no sign-in

PeopleAnalyst's free people-analytics feeds: answers, tools, evidence, story and scene catalogs.

v1.1.0 · active · repository · website · descriptor JSON · versions

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality74needs work
Trust93of 100
Uptime, 30 days100%
Latency p50233 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "discovery": {
      "type": "http",
      "url": "https://peopleanalyst.com/mcp"
    }
  }
}
claude mcp add --transport http discovery https://peopleanalyst.com/mcp
[mcp_servers.discovery]
url = "https://peopleanalyst.com/mcp"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "discovery": {
      "type": "remote",
      "url": "https://peopleanalyst.com/mcp",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "discovery": {
      "type": "http",
      "url": "https://peopleanalyst.com/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=discovery&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vcGVvcGxlYW5hbHlzdC5jb20vbWNwIn0%3D"
}
{
  "servers": {
    "discovery": {
      "type": "http",
      "url": "https://peopleanalyst.com/mcp"
    }
  }
}
{
  "mcpServers": {
    "discovery": {
      "httpUrl": "https://peopleanalyst.com/mcp"
    }
  }
}
extensions:
  "discovery":
    enabled: true
    name: "discovery"
    type: streamable_http
    uri: "https://peopleanalyst.com/mcp"
    timeout: 300

Quality 74 / 100needs work

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene86 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • pass
    tools.annotations16 of 16 tools declare readOnlyHint or destructiveHint
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: get_story_tracks (idempotentHint); list_peopleanalyst_feeds (idempotentHint); list_answers (idempotentHint); …
  • pass
    tools.token_costabout 3,067 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability50 · weight 15
  • pass
    stability.changes4 tool changes in 30 days
  • fail
    stability.rug_pull2 tools kept their name but changed most of their description in 30 days; review before trusting them
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

16 tools, about 3,067 tokens to load them all · tool set 03ce39eda615 · tools last changed 2026-10-12 · checked 2026-10-20 12:13 UTC

Tool changes

  • get_product_descriptionchangedtitle, description
    before

    Machine-readable description of each PeopleAnalyst product. 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. Assembled from source records. Pass ?product to filter; live nested journeys are the default and ?status=draft|all opts into authoring records.

    after · 63% of words in common

    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.

  • get_brandscriptschangeddescription, input schema, output schemameaning changed
    before

    Per-persona StoryBrand arguments for each product. The persona-level argument layer (SB7-shaped): the major problem solved for a persona and what the solution looks like. ?product / ?persona filter; ?status opts into drafts.

    after · 33% of words in common

    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.

  • get_product_descriptionchangeddescription, input schema, output schemameaning changed
    before

    Machine-readable description of each PeopleAnalyst product. Versioned, CORS-open descriptions of every product in the portfolio — name, category, oneLiner, problemFrames, capabilities, beachheads, whenNotToUse (honest disqualifiers), canonicalUrls, relatedProducts. Assembled from canon. Pass ?product to filter.

    after · 36% of words in common

    Machine-readable description of each PeopleAnalyst product. 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. Assembled from source records. Pass ?product to filter; live nested journeys are the default and ?status=draft|all opts into authoring records.

  • get_membership_offerremoved

    Returns the people analytics chapter of the Bicycle Cooperative membership offer: five options (enterprise member, practitioner member, worker, practitioner rent, enterprise rent) with chapter substitution applied and this front's join URL.

Full history: list_changes · trend: quality JSON.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 93 / 100

provenance85
liveness100
freshness85
hygiene100

+repository +dns-namespace +website +reachable +uptime-100% ~updated-41d-ago

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://peopleanalyst.com/mcp streamable-httpnoneyes100%233 ms2025-11-252026-10-20

Tools (16)

get_answerread-onlyReturns 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, ….
get_brandscriptsread-onlyPer-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.
get_canonical_formsread-onlyThe 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.
get_claim_warrantread-onlyHow 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.
get_insight_cardsread-onlyA 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.
get_library_idsread-onlyLibrary 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.
get_marketing_registryread-onlyThe 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.
get_product_descriptionread-onlyBicycle.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.
get_scene_templatesread-onlyFalsifiable 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.
get_situationsread-onlyDemonstration scenarios (discovered → diagnosed → solved). The proof layer paired with brandscripts: concrete situations a product resolves. ?product filters; ?status opts into drafts.
get_story_tracksread-onlyPre-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.
get_toolsread-onlyThe 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.
list_answersread-onlyReturns 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.
list_peopleanalyst_feedsread-onlyList PeopleAnalyst's free machine-readable feeds and their MCP/REST availability. OpenAPI is also published at https://peopleanalyst.com/openapi.json.
plan_next_data_askread-onlyWhat 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.
run_segmentationread-onlyBehavioral 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.

Schemas: list_tools.

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Official server.json
{
  "name": "com.peopleanalyst/discovery",
  "_meta": {},
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://peopleanalyst.com/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.1.0",
  "repository": {
    "url": "https://github.com/people-analyst/peopleanalyst-site",
    "source": "github"
  },
  "websiteUrl": "https://peopleanalyst.com",
  "description": "PeopleAnalyst's free people-analytics feeds: answers, tools, evidence, story and scene catalogs."
}