{"name":"com.santismm/knowledge","slug":"santismm-knowledge","title":"Santismm Knowledge — Harness Engineering, Agentic AI & Governance","description":"Query core AI knowledge, essays, executable Labs, Homeric data and epistemic claims.","url":"https://mcp.market/server/santismm-knowledge","rating":null,"grade":"A","score":93,"certified":false,"status":"active","category":"other","tags":[],"presence":{"score":23,"stars":0,"forks":0,"downloads_week":null,"last_push_at":"2026-09-11T05:41:50.000Z","license":"MIT"},"uptime":{"percent":100,"checks":6,"ok":6,"last_checked_at":"2026-09-20T20:50:51.162Z","last_ok_at":"2026-09-20T20:50:51.162Z","latency_ms":687},"claimed":false,"transport":"remote","callable_via_gateway":true,"default_price_micros":0,"repository":"https://github.com/santismm/santismm-knowledge-mcp","website":"https://santismm.com/en/mcp","version":"0.4.1","remotes":[{"type":"streamable-http","url":"https://santismm.com/mcp"}],"packages":[],"tools":[{"name":"calculate_agent_economics","description":"Calculate monthly operating cost, cost per verified outcome, manual baseline, savings, ROI and break-even success rate from explicit assumptions. Use this for an agent business case or scenario comparison; keep every monetary input in the same currency and cite the returned canonical_url.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"monthlyVolume":{"type":"number","minimum":0,"maximum":1000000000,"description":"Cases attempted per month."},"manualMinutes":{"type":"number","minimum":0,"maximum":10080,"description":"Manual handling time per case."},"hourlyCost":{"type":"number","minimum":0,"maximum":1000000,"description":"Fully loaded human hourly cost, in the chosen currency."},"inputTokens":{"type":"number","minimum":0,"maximum":100000000,"description":"Input tokens per agent attempt."},"outputTokens":{"type":"number","minimum":0,"maximum":100000000,"description":"Output tokens per agent attempt."},"inputPrice":{"type":"number","minimum":0,"maximum":1000000,"description":"Model input price per million tokens, in the chosen currency."},"outputPrice":{"type":"number","minimum":0,"maximum":1000000,"description":"Model output price per million tokens, in the chosen currency."},"toolCost":{"type":"number","minimum":0,"maximum":1000000,"description":"External tool cost per attempt."},"retryRate":{"type":"number","minimum":0,"maximum":500,"description":"Extra attempts as a percentage of initial volume."},"successRate":{"type":"number","minimum":1,"maximum":100,"description":"Correctly verified outcomes as a percentage of cases."},"reviewRate":{"type":"number","minimum":0,"maximum":100,"description":"Share of cases reviewed by a person."},"reviewMinutes":{"type":"number","minimum":0,"maximum":10080,"description":"Human review minutes per reviewed case."},"reworkMinutes":{"type":"number","minimum":0,"maximum":10080,"description":"Human rework minutes per failed case."},"locale":{"description":"Language for interpretations, assumptions, formulas and warnings. The Labs execution service currently resolves fr/de/ja/zh to English and reports that fallback.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"required":["monthlyVolume","manualMinutes","hourlyCost","inputTokens","outputTokens","inputPrice","outputPrice","toolCost","retryRate","successRate","reviewRate","reviewMinutes","reworkMinutes"],"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"calculate_evaluation_sample_size","description":"Calculate two different samples: how many independent evaluations are needed to detect at least one failure, and how many are needed to estimate its rate at a chosen margin. Use this when a user asks how many tests are enough; do not interpret zero observed failures as proof of zero risk.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"failureRate":{"type":"number","minimum":0.0001,"maximum":99.9999,"description":"Failure rate to detect, in percent."},"confidence":{"anyOf":[{"type":"number","const":90},{"type":"number","const":95},{"type":"number","const":99}],"description":"Confidence level, in percent."},"margin":{"type":"number","minimum":0.1,"maximum":50,"description":"Margin for estimating the failure rate, in percentage points."},"population":{"type":"number","minimum":1,"maximum":1000000000,"description":"Number of distinct evaluable cases."},"locale":{"description":"Language for interpretations, assumptions, formulas and warnings. The Labs execution service currently resolves fr/de/ja/zh to English and reports that fallback.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"required":["failureRate","confidence","margin","population"],"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"calculate_human_supervision_capacity","description":"Calculate review and escalation workload, required FTE, available headroom or backlog, monthly labour cost and sustainable case volume. Use this before production rollout to test whether the stated human-oversight model is operationally credible; the result uses averages and is not a queueing simulation.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"volume":{"type":"number","minimum":0,"maximum":1000000000,"description":"Agent cases per month."},"sample":{"type":"number","minimum":0,"maximum":100,"description":"Share of all cases selected for routine review, in percent."},"reviewMinutes":{"type":"number","minimum":0,"maximum":10080,"description":"Minutes per routine review."},"escalationRate":{"type":"number","minimum":0,"maximum":100,"description":"Share of cases escalated, in percent."},"escalationMinutes":{"type":"number","minimum":0,"maximum":10080,"description":"Minutes per escalation."},"workdays":{"type":"number","minimum":1,"maximum":31,"description":"Working days per month."},"hoursDay":{"type":"number","minimum":0.1,"maximum":24,"description":"Paid hours per working day."},"utilization":{"type":"number","minimum":1,"maximum":100,"description":"Share of paid time available for review and escalation, in percent."},"reviewers":{"type":"number","minimum":0.1,"maximum":1000000,"description":"Available reviewer FTE."},"hourlyCost":{"type":"number","minimum":0,"maximum":1000000,"description":"Fully loaded reviewer hourly cost, in the chosen currency."},"locale":{"description":"Language for interpretations, assumptions, formulas and warnings. The Labs execution service currently resolves fr/de/ja/zh to English and reports that fallback.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"required":["volume","sample","reviewMinutes","escalationRate","escalationMinutes","workdays","hoursDay","utilization","reviewers","hourlyCost"],"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"get_architecture","description":"Get one reference architecture by slug (includes the request flow, reference scenario, KPIs, cost & scaling, and the patterns/knowledge it composes). Use this once `search` or `list_architectures` has given you a slug.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"slug":{"type":"string","minLength":1,"maxLength":128,"description":"Architecture slug, e.g. 'customer-service-agent'."},"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"required":["slug"],"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"get_article","description":"Get one complete essay by slug, including its clean Markdown-like body, metadata, licence context and canonical URL. Use this after `list_articles` or `search_articles` has returned the slug you need.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"slug":{"type":"string","minLength":1,"maxLength":128,"description":"Article slug, e.g. 'the-stopwatch-and-the-exam'."}},"required":["slug"],"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"get_claim","description":"Get one claim by id (HE-CLAIM-001) or slug: the statement, what it rests on, its structured sources, and — always present — what it does NOT establish and the observation that would retire it. Use this to cite the corpus honestly, or to check whether a result you have just measured confirms or falsifies a claim it makes.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"id":{"type":"string","description":"Claim id (e.g. 'HE-CLAIM-001') or slug."},"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"required":["id"],"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"get_governance","description":"Get one AI governance unit by slug (includes scope, key requirements, implementable controls, a checklist and common pitfalls). Use this once `search` or `list_governance` has given you a slug.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"slug":{"type":"string","minLength":1,"maxLength":128,"description":"Governance unit slug, e.g. 'eu-ai-act'."},"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"required":["slug"],"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"get_handbook","description":"Get one Harness Engineering Handbook chapter, by id (e.g. 'HRN-001') or slug. Returns the full Markdown body plus its provenance and related ids. Use this once `search` or `list_handbook` has given you an id.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"id":{"type":"string","minLength":1,"maxLength":128,"description":"Chapter id like 'HRN-001', or its slug."},"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"required":["id"],"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"get_homeric_episode","description":"Get one episode by slug: the passage, the narrative, the competing theories about where it happened (each with its proponent and sources), the confidence rubric and the FAQs. Use this when the question is where an episode took place and who argued for it.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"slug":{"type":"string","description":"Episode slug, e.g. 'nekyia'."},"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"required":["slug"],"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"get_homeric_place","description":"Get one place by slug: every identification proposed for it, each with its own coordinates, class, 0-12 rubric and sources, plus the attested passages. Use this when you need to weigh the evidence for a location, or to cite it; a place the poem does not locate carries no coordinates at all.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"slug":{"type":"string","description":"Place slug, e.g. 'ithaca'."},"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"required":["slug"],"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"get_homeric_route","description":"Get one route by slug: each reconstruction variant with its ordered stops, the hypothesis chosen at each stop, its confidence rubric and its sources. Use this to compare rival reconstructions of a voyage: they are returned side by side rather than merged.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"slug":{"type":"string","description":"Route slug, e.g. 'odysseus-nostos'."},"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"required":["slug"],"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"get_knowledge","description":"Get one knowledge unit by slug. Returns the full entry, or a single-locale body if locale is given. Use this once `search` or `list_knowledge` has given you a slug.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"slug":{"type":"string","minLength":1,"maxLength":128,"description":"Knowledge unit slug, e.g. 'harness-engineering'."},"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"required":["slug"],"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"get_lab","description":"Get one Lab by slug, including formulas, assumptions, related SANTISMM content and its executable endpoint when one exists. Use this after list_labs or search_all; use the named calculate_* tool rather than reimplementing a published formula.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"slug":{"type":"string","minLength":1,"maxLength":128,"description":"Lab slug, e.g. 'evaluation-sample-size'."}},"required":["slug"],"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"get_overview","description":"Get the complete MCP map — start here. Returns the five-domain core plus the separate Article, Labs, Homeric Atlas and claim-registry surfaces, with their tools, identifiers, citation rules, languages, licence and bulk-ingest URLs.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{},"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"get_pattern","description":"Get one Enterprise AI pattern by slug (includes problem, solution, KPIs, failure modes, lessons). Use this once `search` or `list_patterns` has given you a slug.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"slug":{"type":"string","minLength":1,"maxLength":128,"description":"Pattern slug, e.g. 'human-approval-gate'."},"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"required":["slug"],"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"get_related","description":"Traverse the knowledge graph: given a unit, return its neighbours — the units it links to (outgoing) and the units that reference it (incoming), each with the relationship type. Use this after a `get_*` call to widen an answer with adjacent units.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"domain":{"type":"string","enum":["knowledge","patterns","architectures","governance","handbook"],"description":"Core knowledge domain containing the starting unit."},"slug":{"type":"string","description":"Slug of the unit to start from (or an HRN id when domain is 'handbook')."},"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"required":["domain","slug"],"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"list_architectures","description":"List all reference architectures (end-to-end enterprise agentic blueprints) with id, slug, category, name, summary and provenance. Use this to browse the blueprints; use `search` when you have a use case rather than a name.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"list_articles","description":"List every long-form essay published on articles.santismm.com, with language, dates, topics and citable canonical URLs. Use this to browse the essay catalogue; use `search_articles` when you have a topic rather than a slug.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"locale":{"description":"Restrict by language. Articles are currently published in en, es and pt.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"list_claims","description":"List the load-bearing claims of the corpus, each tagged as observed_fact, industry_synthesis, santismm_thesis or strategic_hypothesis, with its confidence and the units it underpins. Use this before quoting the handbook to know whether a statement is evidence, a reading of the industry, or a position taken. Filter by `claim_type` to get only what is checkable.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"claim_type":{"description":"Restrict to one rung of the ladder. Omit for all.","type":"string","enum":["observed_fact","industry_synthesis","santismm_thesis","strategic_hypothesis"]},"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"list_governance","description":"List all AI governance units (regulations, standards, frameworks, playbooks — EU AI Act, ISO 42001, NIST AI RMF, agentic checklist) with id, slug, category, name and summary. Use this to browse the regulations and standards; use `search` for an obligation or control.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"list_handbook","description":"List the Harness Engineering Handbook chapters (HRN-001…): the canonical long-form corpus on harness engineering — definition, history, taxonomy, principles, memory, observability, evaluation, governance, planning, orchestration, security, case studies, glossary and bibliography. Use this to see the chapter map; use `search` when you have a topic rather than a chapter.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"list_homeric_episodes","description":"List every episode of the Iliad and the Odyssey held in the atlas, in reading order, with its passage, the places it involves and how firmly it can be located. Use this to find the episode you want; use `get_homeric_episode` for its theories and sources.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"list_homeric_places","description":"List every place in the Homeric Atlas with its identification class, its confidence score and how many competing identifications it carries. Use this to browse the atlas; use `get_homeric_place` once you have a slug. Identification classes: accepted (an excavated site with consensus), plausible (a real place, contested), speculative (a minority reading or a later tradition), mythical (the poem places it outside the mappable world). Confidence is a published 0-12 rubric - textual, archaeological, scholarly and geographic, 0-3 each - and is an editorial judgement, not a probability.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"list_homeric_routes","description":"List the reconstructed itineraries (the nostos of Odysseus and the others), each with its rival reconstructions scored separately. Use this to see which voyages the atlas reconstructs before fetching one.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"list_knowledge","description":"List all knowledge units (concepts on agentic & enterprise AI) with slug, category, title, summary and Evidence-First provenance. Use this to browse the domain; use `search` when you have a question rather than a slug.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"list_labs","description":"List every SANTISMM Lab with its inputs, outputs, assumptions, formulas and citation URL. Use this to discover interactive and machine-readable tools; filter by kind when the user specifically asks for a calculator, converter, experiment or educational game.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"kind":{"description":"Restrict results to one Lab kind. Omit to list every Lab.","type":"string","enum":["calculator","converter","experiment","educational-game"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"list_patterns","description":"List all Enterprise AI patterns (reusable agentic design patterns) with slug, category, name, summary and provenance. Use this to browse the catalogue; use `search` when you are looking for a pattern that solves a problem.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"search","description":"Ranked keyword search across the whole corpus (knowledge, patterns, architectures, governance and the handbook). Matches every language and ignores accents, so query in the user's own words. Each hit carries a relevance score and the fields it matched; follow up with the matching get_* tool for full detail. Use this before any `get_*` tool whenever you have a question rather than an identifier.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"query":{"type":"string","minLength":1,"maxLength":512,"description":"Keyword or phrase to search for in any supported language."},"domains":{"description":"Restrict to these domains. Omit to search everything, including the handbook.","type":"array","items":{"type":"string","enum":["knowledge","patterns","architectures","governance","handbook"]}},"limit":{"description":"Max results (default 20).","type":"integer","exclusiveMinimum":0,"maximum":100},"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"required":["query"],"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"search_all","description":"Search the core corpus, first-party essays, executable Labs, epistemic claims and the Homeric Atlas in one call. Use this first when a natural-language question might require a calculation, a long-form essay or a claim audit rather than only a core knowledge unit. Results name the next tool to call; calculator-shaped questions are routed toward Labs.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"query":{"type":"string","minLength":1,"maxLength":512,"description":"Question or topic, in English, Spanish, Portuguese, French, German, Japanese or Simplified Chinese."},"surfaces":{"description":"Restrict the search. Omit to search all five surfaces.","minItems":1,"type":"array","items":{"type":"string","enum":["core","articles","labs","claims","homeric_atlas"]}},"limit_per_surface":{"description":"Maximum hits from each surface. Default: 5.","type":"integer","exclusiveMinimum":0,"maximum":10},"locale":{"description":"Language of the returned body. Default: en.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]}},"required":["query"],"$schema":"https://json-schema.org/draft/2020-12/schema"}},{"name":"search_articles","description":"Ranked, accent-insensitive full-text search over every first-party essay, including titles, summaries, topics and bodies. Use this when you need long-form analysis about a topic; follow with `get_article` for the complete essay.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"query":{"type":"string","minLength":1,"maxLength":512,"description":"Keyword or phrase to search for in any supported language."},"locale":{"description":"Restrict by language. Articles are currently published in en, es and pt.","type":"string","enum":["en","es","pt","fr","de","ja","zh"]},"limit":{"description":"Maximum results (default 10).","type":"integer","exclusiveMinimum":0,"maximum":20}},"required":["query"],"$schema":"https://json-schema.org/draft/2020-12/schema"}}],"scan":{"score":93,"grade":"A","scanned_at":"2026-09-20T20:08:33.287Z","report":{"scannerVersion":"0.1.9","scannedAt":"2026-09-20T20:08:33.190Z","components":{"code":{"score":-1,"max":25,"notes":["remote-only server, no package to scan"]},"reliability":{"score":20,"max":20,"notes":["remote reachable in 1526ms"]},"poisoning":{"score":15,"max":15,"notes":["30 tool descriptions checked"]},"auth":{"score":10,"max":15,"notes":["open endpoint, read-only tools"]},"maintenance":{"score":15,"max":15,"notes":["last push 10 days ago"]},"identity":{"score":10,"max":10,"notes":["registry namespace matches repository owner","GitHub account older than a year","website matches verified namespace"]}},"findings":[],"inputs":{"probes":[{"url":"https://santismm.com/mcp","reachable":true,"authRequired":false,"latencyMs":1526,"serverInfo":{"name":"santismm-knowledge","version":"0.5.0"}}],"packages":[],"repo":{"found":true,"owner":"santismm","repo":"santismm-knowledge-mcp","archived":false,"pushedAt":"2026-09-11T05:41:50Z","stars":0,"forks":0,"openIssues":1,"ownerType":"User","ownerAvatarUrl":"https://avatars.githubusercontent.com/u/1232039?v=4","ownerCreatedAt":"2011-11-30T22:41:19Z","license":"MIT"},"icon":{"url":"https://santismm.com/mcp-icon-512.png","source":"registry","width":512,"height":512},"presence":{"stars":0,"forks":0,"downloadsWeek":null,"license":"MIT","lastPushAt":"2026-09-11T05:41:50.000Z","score":23}}}},"grade_history":[],"reviews":[]}