diff --git a/docs/integrations/HERMES.md b/docs/integrations/HERMES.md
new file mode 100644
index 0000000..c78ee68
--- /dev/null
+++ b/docs/integrations/HERMES.md
@@ -0,0 +1,41 @@
+# ELOS dans Hermes Agent (MCP)
+
+ELOS expose ses outils d’étude à un agent local via un serveur MCP en stdio : `mcp/elos-server.ts`.
+Aucun accès réseau ; les modules utilisés sont ceux de l’application (Studio, Daily English, évaluateur FSRS).
+
+| Outil | Rôle |
+|---|---|
+| `elos_ask_sources` | Réponse composée uniquement de phrases citées des cours (page / section) ; mode `socratic` (question + indices) |
+| `elos_study_pack` | Flashcards, quiz, fiche, script de résumé audio, parcours de prérequis (dérivés, jamais de maîtrise) |
+| `elos_correct_english` | Correction locale des erreurs fréquentes des francophones, explications en français |
+| `elos_roleplay` | Jeux de rôle oraux écrits à la main (stand-up, incident, entretien), évaluation locale |
+| `elos_vocabulary` | Vocabulaire Daily English (150 mots, 5 packs) |
+| `elos_compare_schedulers` | Rejeu de journaux de révision : FSRS-4.5 vs Leitner ELOS |
+
+## Installation
+
+```bash
+REPO=~/Desktop/Developer/daily-english-mission
+hermes mcp add elos --command "$(command -v node)" --args \
+  --experimental-strip-types --no-warnings --import "$REPO/tests/register-loader.mjs" "$REPO/mcp/elos-server.ts"
+hermes mcp test elos      # connexion + 6 outils
+```
+
+Dans une session Hermes déjà ouverte : `/reload-mcp`.
+
+## Confidentialité
+
+Les résultats des outils sont envoyés par Hermes à **son** fournisseur de modèle. Par défaut le serveur n’utilise que les
+documents synthétiques de démonstration. Pour l’ouvrir à tes cours, définis explicitement un dossier :
+
+```bash
+hermes mcp remove elos
+hermes mcp add elos --command "$(command -v node)" --env ELOS_SOURCES_DIR=/chemin/vers/mes-cours --args \
+  --experimental-strip-types --no-warnings --import "$REPO/tests/register-loader.mjs" "$REPO/mcp/elos-server.ts"
+```
+
+Garde-fous : seuls `.pdf`, `.md`, `.txt` sous ce dossier ; `knowledge-private/`, fichiers secrets (`.env`, `*.secret`,
+`*.private`) et chemins hors du dossier refusés ; 200 fichiers et 25 Mo par fichier au maximum ; PDF scannés ignorés.
+N’y mets pas de documents d’entreprise internes, de données personnelles d’autrui ni de secrets.
+
+Le serveur est lancé depuis ce dépôt : garde une branche qui contient `mcp/` (par exemple `main-public`).
diff --git a/mcp/elos-server.ts b/mcp/elos-server.ts
new file mode 100644
index 0000000..acc2d33
--- /dev/null
+++ b/mcp/elos-server.ts
@@ -0,0 +1,194 @@
+// ELOS MCP server (stdio): exposes Engineer Learning OS study tools to a local
+// agent such as Hermes. Everything runs on this machine; no network access.
+//
+// Privacy: tool results are sent by the calling agent to ITS model provider.
+// Course files are therefore read only from ELOS_SOURCES_DIR, which must be set
+// explicitly; without it the server uses the synthetic demo documents.
+// knowledge-private/, secret files and paths outside the root are refused.
+//
+// Run: node --experimental-strip-types --import ./tests/register-loader.mjs mcp/elos-server.ts
+import { readdirSync, readFileSync, statSync } from "node:fs";
+import path from "node:path";
+import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js";
+import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js";
+import { z } from "zod";
+import { answerFromSources, deriveFlashcards, deriveQuiz, revisionSheet, socraticPrompt } from "../src/modules/learning-studio/core.ts";
+import { SYNTHETIC_DOCUMENTS } from "../src/modules/learning-studio/fixtures.ts";
+import { buildImportedDocument, textToSections, type RawPage } from "../src/modules/learning-studio/import.ts";
+import { buildAudioOverview } from "../src/modules/learning-studio/overview.ts";
+import { derivePrerequisites, remediationPath } from "../src/modules/learning-studio/prerequisites.ts";
+import type { StudioDocument } from "../src/modules/learning-studio/types.ts";
+import { analyzeProduction } from "../src/modules/daily-english/local-mission.ts";
+import { ROLEPLAY_SCENARIOS, evaluateTurn } from "../src/modules/daily-english/roleplay.ts";
+import { VOCABULARY, VOCABULARY_PACKS } from "../src/modules/daily-english/vocabulary.ts";
+import { replaySchedulers, type ReviewEvent } from "../src/modules/scientific-pedagogy/replay.ts";
+
+const MAX_FILES = 200;
+const MAX_FILE_BYTES = 25 * 1024 * 1024;
+const FORBIDDEN = /(^|[\\/])(knowledge-private|\.git|node_modules)([\\/]|$)|\.(secret|private|env)$|(^|[\\/])\.env/i;
+
+export function sourcesRoot(env: NodeJS.ProcessEnv = process.env): string | null {
+  const root = env.ELOS_SOURCES_DIR?.trim();
+  return root ? path.resolve(root) : null;
+}
+
+/** Resolves a path inside the allowed root, refusing traversal and private locations. */
+export function allowedPath(root: string, candidate: string): string {
+  const resolved = path.resolve(root, candidate);
+  if (resolved !== root && !resolved.startsWith(root + path.sep)) throw new Error("PATH_OUTSIDE_SOURCES_DIR");
+  if (FORBIDDEN.test(path.relative(root, resolved))) throw new Error("PATH_FORBIDDEN");
+  return resolved;
+}
+
+function listFiles(root: string): string[] {
+  const out: string[] = [];
+  const walk = (dir: string) => {
+    for (const name of readdirSync(dir).sort()) {
+      if (out.length >= MAX_FILES) return;
+      const full = path.join(dir, name);
+      if (FORBIDDEN.test(path.relative(root, full)) || name.startsWith(".")) continue;
+      const info = statSync(full);
+      if (info.isDirectory()) walk(full);
+      else if (/\.(pdf|md|markdown|txt)$/i.test(name) && info.size <= MAX_FILE_BYTES) out.push(full);
+    }
+  };
+  walk(root);
+  return out;
+}
+
+async function pdfPages(file: string): Promise<RawPage[]> {
+  const { getDocument } = await import("pdfjs-dist/legacy/build/pdf.mjs");
+  const task = getDocument({ data: new Uint8Array(readFileSync(file)), useSystemFonts: true });
+  try {
+    const pdf = await task.promise;
+    const pages: RawPage[] = [];
+    for (let pageNumber = 1; pageNumber <= pdf.numPages; pageNumber += 1) {
+      const content = await (await pdf.getPage(pageNumber)).getTextContent();
+      let text = "";
+      for (const item of content.items) if ("str" in item) text += item.str + (item.hasEOL ? "\n" : " ");
+      pages.push({ pageNumber, text });
+    }
+    return pages;
+  } finally {
+    await task.destroy();
+  }
+}
+
+/** Loads the learner's course files (or the synthetic demo documents when no root is configured). */
+export async function loadSources(root: string | null): Promise<StudioDocument[]> {
+  if (!root) return [...SYNTHETIC_DOCUMENTS];
+  const documents: StudioDocument[] = [];
+  for (const file of listFiles(root)) {
+    const relative = path.relative(root, file);
+    const metadata = { title: relative, subjectLabel: path.dirname(relative) === "." ? "Mes cours" : path.dirname(relative), chapter: "", docType: "COURS" as const };
+    try {
+      const pdf = /\.pdf$/i.test(file);
+      const pages = pdf ? await pdfPages(file) : textToSections(readFileSync(file, "utf8"));
+      documents.push(buildImportedDocument(`file:${relative}`, metadata, pages, pdf ? "page" : "section", new Date(statSync(file).mtimeMs)));
+    } catch {
+      // Unreadable or scanned file: skipped (no OCR in the agent server, nothing invented).
+    }
+  }
+  return documents;
+}
+
+const json = (value: unknown) => ({ content: [{ type: "text" as const, text: JSON.stringify(value, null, 2) }] });
+const cite = (documents: readonly StudioDocument[], citation: { documentId: string; pageNumber: number; quote: string }) => {
+  const document = documents.find((item) => item.id === citation.documentId);
+  return { source: document?.title ?? citation.documentId, [document?.unit === "section" ? "section" : "page"]: citation.pageNumber, quote: citation.quote };
+};
+
+export function createServer(env: NodeJS.ProcessEnv = process.env): McpServer {
+  const root = sourcesRoot(env);
+  const server = new McpServer({ name: "elos", version: "0.3.0" });
+  const sourceNote = root ? `Sources: course files under ELOS_SOURCES_DIR (${path.basename(root)}).` : "Sources: synthetic demo documents (ELOS_SOURCES_DIR not set).";
+  const privacy = "Passages returned here are sent by the agent to its model provider.";
+
+  server.registerTool("elos_ask_sources", {
+    title: "Ask the course sources",
+    description: `Answer a question ONLY with sentences quoted from the learner's course sources, with page/section citations; says so when the sources do not contain the answer. mode "socratic" returns a guiding question and graduated hints instead of the answer. ${sourceNote} ${privacy}`,
+    inputSchema: { question: z.string().min(2), mode: z.enum(["sourced", "socratic"]).default("sourced") },
+  }, async ({ question, mode }) => {
+    const documents = await loadSources(root);
+    if (mode === "socratic") {
+      const prompt = socraticPrompt(documents, question);
+      return json(prompt ? { question: prompt.question, hints: prompt.hints.map((hint) => hint.text), citations: prompt.citations.map((c) => cite(documents, c)) }
+        : { answer: "Not found in the sources." });
+    }
+    const answer = answerFromSources(documents, question);
+    return json({ answer: answer.answer, grounded: answer.citations.length > 0, uncertainty: answer.uncertainty, citations: answer.studioCitations.map((c) => cite(documents, c)) });
+  });
+
+  server.registerTool("elos_study_pack", {
+    title: "Build study material from the sources",
+    description: `Derive study material from the course sources: flashcards, quiz, revision sheet, audio overview script or prerequisite paths. Every item is cited and DERIVED (never counts as mastery). ${sourceNote} ${privacy}`,
+    inputSchema: { kind: z.enum(["flashcards", "quiz", "sheet", "audio_overview", "prerequisites"]), limit: z.number().int().min(1).max(50).default(10) },
+  }, async ({ kind, limit }) => {
+    const documents = await loadSources(root);
+    const cards = deriveFlashcards(documents);
+    if (kind === "flashcards") return json(cards.slice(0, limit).map((card) => ({ front: card.term, back: card.definition, citation: cite(documents, card.citations[0]) })));
+    if (kind === "quiz") return json(deriveQuiz(documents, limit).map((q) => ({ prompt: q.prompt, choices: q.choices, answer: q.answer, citation: cite(documents, q.citations[0]) })));
+    if (kind === "sheet") return json(revisionSheet(documents).slice(0, limit).map((entry) => ({ term: entry.term, definition: entry.definition, citation: cite(documents, entry.citations[0]) })));
+    if (kind === "audio_overview") return json(buildAudioOverview(documents).segments.map((segment) => ({ kind: segment.kind, text: segment.text, pauseAfterMs: segment.pauseAfterMs })));
+    const relations = derivePrerequisites(cards);
+    return json(cards.map((card) => remediationPath(card.term, cards, relations))
+      .filter((pathItem) => pathItem.prerequisites.length || pathItem.confusedWith.length).slice(0, limit)
+      .map((pathItem) => ({ notion: pathItem.term, reviewFirst: pathItem.prerequisites.map((step) => step.term), confusedWith: pathItem.confusedWith })));
+  });
+
+  server.registerTool("elos_correct_english", {
+    title: "Correct English (local rules)",
+    description: "Correct frequent French-speaker errors in an English text with deterministic local rules; explanations in French. Optionally checks which target words were used.",
+    inputSchema: { text: z.string().min(1).max(5000), target_words: z.array(z.string()).max(50).default([]) },
+  }, async ({ text, target_words }) => {
+    const result = analyzeProduction(text, target_words.map((word) => ({ id: word, word })));
+    return json({ corrected: result.correctedText, errors: result.feedback.errors, targetWordsUsed: result.usedWordIds, targetWordsMissing: result.missingWords });
+  });
+
+  server.registerTool("elos_roleplay", {
+    title: "Oral roleplay scenarios",
+    description: "Hand-written professional English roleplays (stand-up, incident report, apprenticeship interview). Without arguments: list scenarios. With scenario_id and turn: the interlocutor line and task. With answer: local evaluation (communicative goals, vocabulary, corrections).",
+    inputSchema: { scenario_id: z.string().optional(), turn: z.number().int().min(1).default(1), answer: z.string().max(3000).optional() },
+  }, async ({ scenario_id, turn, answer }) => {
+    if (!scenario_id) return json(ROLEPLAY_SCENARIOS.map((s) => ({ id: s.id, title: s.title, level: s.level, context: s.context, turns: s.turns.length })));
+    const scenario = ROLEPLAY_SCENARIOS.find((s) => s.id === scenario_id);
+    const step = scenario?.turns[turn - 1];
+    if (!scenario || !step) return json({ error: "Unknown scenario or turn." });
+    if (!answer) return json({ interlocutor: step.interlocutor, task: step.task, suggestedVocabulary: step.vocabulary, turnsTotal: scenario.turns.length });
+    const feedback = evaluateTurn(step, answer);
+    return json({ score: feedback.score, goals: feedback.goals, vocabularyUsed: feedback.vocabularyUsed, corrections: feedback.corrections, corrected: feedback.correctedText, modelAnswer: step.modelAnswer });
+  });
+
+  server.registerTool("elos_vocabulary", {
+    title: "Daily English vocabulary",
+    description: "Look up the Daily English vocabulary (150 words in 5 packs: core, networking, cybersecurity, meetings, career) with French translation and example sentence.",
+    inputSchema: { pack: z.enum(["core", "networking", "cybersecurity", "meetings", "career"]).optional(), word: z.string().optional() },
+  }, async ({ pack, word }) => {
+    if (word) return json(VOCABULARY.filter((entry) => entry.word.toLowerCase() === word.toLowerCase()));
+    if (pack) return json(VOCABULARY.filter((entry) => entry.pack === pack));
+    return json(VOCABULARY_PACKS.map((item) => ({ id: item.id, label: item.label, level: item.level, words: item.entries.length })));
+  });
+
+  server.registerTool("elos_compare_schedulers", {
+    title: "Compare spaced-repetition schedulers",
+    description: "Replay review logs (open-spaced-repetition TSV format: review_time, card_id, review_rating) located under ELOS_SOURCES_DIR, comparing FSRS-4.5 with the current ELOS Leitner ladder (log-loss, Brier; lower is better).",
+    inputSchema: { files: z.array(z.string()).min(1).max(20) },
+  }, async ({ files }) => {
+    if (!root) return json({ error: "ELOS_SOURCES_DIR is not set." });
+    return json(files.map((file) => {
+      const resolved = allowedPath(root, file);
+      const [header, ...lines] = readFileSync(resolved, "utf8").trim().split("\n");
+      const columns = header.split("\t");
+      const [at, card, rating] = ["review_time", "card_id", "review_rating"].map((name) => columns.indexOf(name));
+      if (at < 0 || card < 0 || rating < 0) return { file, error: "Unexpected columns." };
+      const events: ReviewEvent[] = lines.map((line) => { const c = line.split("\t"); return { itemId: c[card], at: Number(c[at]), success: Number(c[rating]) > 1 }; });
+      return { file, ...replaySchedulers(events) };
+    }));
+  });
+
+  return server;
+}
+
+if (import.meta.url === `file://${process.argv[1]}`) {
+  await createServer().connect(new StdioServerTransport());
+}
diff --git a/package-lock.json b/package-lock.json
index e825936..0edd4bd 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -15,6 +15,7 @@
         "@hookform/resolvers": "^5.1.1",
         "@huggingface/transformers": "4.3.1",
         "@mdxeditor/editor": "^3.39.1",
+        "@modelcontextprotocol/sdk": "1.32.1",
         "@prisma/client": "^6.11.1",
         "@radix-ui/react-accordion": "^1.2.11",
         "@radix-ui/react-alert-dialog": "^1.1.14",
@@ -1193,6 +1194,18 @@
         "@formatjs/fast-memoize": "3.1.7"
       }
     },
+    "node_modules/@hono/node-server": {
+      "version": "2.1.5",
+      "resolved": "https://registry.npmjs.org/@hono/node-server/-/node-server-2.1.5.tgz",
+      "integrity": "sha512-MgP/I06GdvsilDspMk/qmRzpk8LOUStP6jFAbSRi40W09DhoyUn+Mj7eyKICPqeYKybOjVFLVIAQzvu1bfIa7Q==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=20"
+      },
+      "peerDependencies": {
+        "hono": "^4 || ^5.0.0-0"
+      }
+    },
     "node_modules/@hookform/resolvers": {
       "version": "5.9.1",
       "resolved": "https://registry.npmjs.org/@hookform/resolvers/-/resolvers-5.9.1.tgz",
@@ -3158,6 +3171,81 @@
       "integrity": "sha512-W6CLUJ2eBMw3Rec70qrsEW0jOm/3twwJv21mrmj2yORiaVmVYGS4sSS5yUwvQc1ZlDLYGPnClVWmUUMagKNsfA==",
       "license": "MIT"
     },
+    "node_modules/@modelcontextprotocol/sdk": {
+      "version": "1.32.1",
+      "resolved": "https://registry.npmjs.org/@modelcontextprotocol/sdk/-/sdk-1.32.1.tgz",
+      "integrity": "sha512-2DdE+SJDtzLEEWzY1ZjY7Q+VcPhcV1KisD3zI4u0XZyktsjHum1mwbMI+JaulUBi2OZk+KJAi2uPXzxichPkdw==",
+      "license": "MIT",
+      "dependencies": {
+        "@hono/node-server": "^1.19.9 || ^2.0.5",
+        "ajv": "^8.17.1",
+        "ajv-formats": "^3.0.1",
+        "content-type": "^1.0.5",
+        "cors": "^2.8.5",
+        "cross-spawn": "^7.0.5",
+        "eventsource": "^3.0.2",
+        "eventsource-parser": "^3.0.0",
+        "express": "^5.2.1",
+        "express-rate-limit": "^8.2.1",
+        "hono": "^4.11.4",
+        "jose": "^6.1.3",
+        "json-schema-typed": "^8.0.2",
+        "pkce-challenge": "^5.0.0",
+        "raw-body": "^3.0.0",
+        "zod": "^3.25 || ^4.0",
+        "zod-to-json-schema": "^3.25.1"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "@cfworker/json-schema": "^4.1.1",
+        "zod": "^3.25 || ^4.0"
+      },
+      "peerDependenciesMeta": {
+        "@cfworker/json-schema": {
+          "optional": true
+        },
+        "zod": {
+          "optional": false
+        }
+      }
+    },
+    "node_modules/@modelcontextprotocol/sdk/node_modules/ajv-formats": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/ajv-formats/-/ajv-formats-3.0.1.tgz",
+      "integrity": "sha512-8iUql50EUR+uUcdRQ3HDqa6EVyo3docL8g5WJ3FNcWmu62IbkGUue/pEyLBW8VGKKucTPgqeks4fIU1DA4yowQ==",
+      "license": "MIT",
+      "dependencies": {
+        "ajv": "^8.0.0"
+      },
+      "peerDependencies": {
+        "ajv": "^8.0.0"
+      },
+      "peerDependenciesMeta": {
+        "ajv": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@modelcontextprotocol/sdk/node_modules/content-type": {
+      "version": "1.0.5",
+      "resolved": "https://registry.npmjs.org/content-type/-/content-type-1.0.5.tgz",
+      "integrity": "sha512-nTjqfcBFEipKdXCv4YDQWCfmcLZKm81ldF0pAopTvyrFGVbcR6P/VAAd5G7N+0tTr8QqiU0tFadD6FK4NtJwOA==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
+    "node_modules/@modelcontextprotocol/sdk/node_modules/jose": {
+      "version": "6.2.13",
+      "resolved": "https://registry.npmjs.org/jose/-/jose-6.2.13.tgz",
+      "integrity": "sha512-7TIg10ZE1x82YediN+lcrPNvGMKge9yFHQD+Qho/b8y2adfugU3AsvvHfxV0fzyFllT6l9xCjf4RWY9g/Z9PJQ==",
+      "license": "MIT",
+      "funding": {
+        "url": "https://github.com/sponsors/panva"
+      }
+    },
     "node_modules/@napi-rs/canvas": {
       "version": "1.0.7",
       "resolved": "https://registry.npmjs.org/@napi-rs/canvas/-/canvas-1.0.7.tgz",
@@ -7214,6 +7302,19 @@
         "win32"
       ]
     },
+    "node_modules/accepts": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/accepts/-/accepts-2.0.0.tgz",
+      "integrity": "sha512-5cvg6CtKwfgdmVqY1WIiXKc3Q1bkRqGLi+2W/6ao+6Y7gu/RCwRuAhGEzh5B4KlszSuTLgZYuqFqo5bImjNKng==",
+      "license": "MIT",
+      "dependencies": {
+        "mime-types": "^3.0.0",
+        "negotiator": "^1.0.0"
+      },
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
     "node_modules/acorn": {
       "version": "8.18.0",
       "resolved": "https://registry.npmjs.org/acorn/-/acorn-8.18.0.tgz",
@@ -7244,6 +7345,22 @@
         "node": ">=14.0"
       }
     },
+    "node_modules/ajv": {
+      "version": "8.20.0",
+      "resolved": "https://registry.npmjs.org/ajv/-/ajv-8.20.0.tgz",
+      "integrity": "sha512-Thbli+OlOj+iMPYFBVBfJ3OmCAnaSyNn4M1vz9T6Gka5Jt9ba/HIR56joy65tY6kx/FCF5VXNB819Y7/GUrBGA==",
+      "license": "MIT",
+      "dependencies": {
+        "fast-deep-equal": "^3.1.3",
+        "fast-uri": "^3.0.1",
+        "json-schema-traverse": "^1.0.0",
+        "require-from-string": "^2.0.2"
+      },
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/epoberezkin"
+      }
+    },
     "node_modules/anser": {
       "version": "2.3.5",
       "resolved": "https://registry.npmjs.org/anser/-/anser-2.3.5.tgz",
@@ -7562,6 +7679,30 @@
       "integrity": "sha512-vHdS19CnY3hwiNdkaqk93DvjVLfbEcI8mys4UjuWrlX1haDmroo8o4xCzh4wD6DGV6HxRCyauwhHRqMTfERtjw==",
       "license": "MIT"
     },
+    "node_modules/body-parser": {
+      "version": "2.4.0",
+      "resolved": "https://registry.npmjs.org/body-parser/-/body-parser-2.4.0.tgz",
+      "integrity": "sha512-Ifk1KcLrxaGt1occQagQNFNNOqRt1LFuehEnHHzB8Z6cRgIxRU1TBaiIsUiCdA+gy5PL7Y1IX31DNKkRmxtXjQ==",
+      "license": "MIT",
+      "dependencies": {
+        "bytes": "^3.1.2",
+        "content-type": "^2.1.0",
+        "debug": "^4.4.3",
+        "http-errors": "^2.0.1",
+        "iconv-lite": "^0.7.3",
+        "on-finished": "^2.4.1",
+        "qs": "^6.16.1",
+        "raw-body": "^3.0.2",
+        "type-is": "^2.1.0"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "funding": {
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       "integrity": "sha512-kHxr2zZpYtdmrN1qDjrrX/Z1rR1kG8Dx+gkpK1G4eXmvXswmcE1hTWBWYUzlraYw1/yZp6YuDY77YtvbN0dmDA==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "shebang-regex": "^3.0.0"
@@ -14730,7 +15404,6 @@
       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/shebang-regex/-/shebang-regex-3.0.0.tgz",
       "integrity": "sha512-7++dFhtcx3353uBaq8DDR4NuxBetBzC7ZQOhmTQInHEd6bSrXdiEyzCvG07Z44UYdLShWUyXt5M/yhz8ekcb1A==",
-      "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">=8"
@@ -14740,7 +15413,6 @@
       "version": "1.1.1",
       "resolved": "https://registry.npmjs.org/side-channel/-/side-channel-1.1.1.tgz",
       "integrity": "sha512-6x6dK6zJdpTzF4sQeNYxwtvBzf6Eg4GtlesS94HOvTudUeyK2WXAaIfmDgsyslYrRBeFIlsi54AYsFGUuhmvrQ==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "es-errors": "^1.3.0",
@@ -14760,7 +15432,6 @@
       "version": "1.0.1",
       "resolved": "https://registry.npmjs.org/side-channel-list/-/side-channel-list-1.0.1.tgz",
       "integrity": "sha512-mjn/0bi/oUURjc5Xl7IaWi/OJJJumuoJFQJfDDyO46+hBWsfaVM65TBHq2eoZBhzl9EchxOijpkbRC8SVBQU0w==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "es-errors": "^1.3.0",
@@ -14777,7 +15448,6 @@
       "version": "1.0.1",
       "resolved": "https://registry.npmjs.org/side-channel-map/-/side-channel-map-1.0.1.tgz",
       "integrity": "sha512-VCjCNfgMsby3tTdo02nbjtM/ewra6jPHmpThenkTYh8pG9ucZ/1P8So4u4FGBek/BjpOVsDCMoLA/iuBKIFXRA==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "call-bound": "^1.0.2",
@@ -14796,7 +15466,6 @@
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/side-channel-weakmap/-/side-channel-weakmap-1.0.2.tgz",
       "integrity": "sha512-WPS/HvHQTYnHisLo9McqBHOJk2FkHO/tlpvldyrnem4aeQp4hai3gythswg6p01oSoTl58rcpiFAjF2br2Ak2A==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "call-bound": "^1.0.2",
@@ -14866,6 +15535,15 @@
         "outvariant": "^1.3.0"
       }
     },
+    "node_modules/statuses": {
+      "version": "2.0.2",
+      "resolved": "https://registry.npmjs.org/statuses/-/statuses-2.0.2.tgz",
+      "integrity": "sha512-DvEy55V3DB7uknRo+4iOGT5fP1slR8wQohVdknigZPMpMstaKJQWhwiYBACJE3Ul2pTnATihhBYnRhZQHGBiRw==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
     "node_modules/stop-iteration-iterator": {
       "version": "1.1.0",
       "resolved": "https://registry.npmjs.org/stop-iteration-iterator/-/stop-iteration-iterator-1.1.0.tgz",
@@ -15255,6 +15933,15 @@
         "node": ">=8.0"
       }
     },
+    "node_modules/toidentifier": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/toidentifier/-/toidentifier-1.0.1.tgz",
+      "integrity": "sha512-o5sSPKEkg/DIQNmH43V0/uerLrpzVedkUh8tGNvaeXpfpuwjKenlSox/2O/BTlZUtEe+JG7s5YhEz608PlAHRA==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.6"
+      }
+    },
     "node_modules/tr46": {
       "version": "0.0.3",
       "resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
@@ -15367,6 +16054,24 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/type-is": {
+      "version": "2.1.0",
+      "resolved": "https://registry.npmjs.org/type-is/-/type-is-2.1.0.tgz",
+      "integrity": "sha512-faYHw0anBbc/kWF3zFTEnxSFOAGUX9GFbOBthvDdLsIlEoWOFOtS0zgCiQYwIskL9iGXZL3kAXD8OoZ4GmMATA==",
+      "license": "MIT",
+      "dependencies": {
+        "content-type": "^2.0.0",
+        "media-typer": "^1.1.0",
+        "mime-types": "^3.0.0"
+      },
+      "engines": {
+        "node": ">= 18"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/express"
+      }
+    },
     "node_modules/typed-array-buffer": {
       "version": "1.0.3",
       "resolved": "https://registry.npmjs.org/typed-array-buffer/-/typed-array-buffer-1.0.3.tgz",
@@ -15617,6 +16322,15 @@
         "url": "https://opencollective.com/unified"
       }
     },
+    "node_modules/unpipe": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/unpipe/-/unpipe-1.0.0.tgz",
+      "integrity": "sha512-pjy2bYhSsufwWlKwPc+l3cN7+wuJlK6uz0YdJEOlQDbl6jo/YlPi4mb8agUkVC8BF7V8NuzeyPNqRksA3hztKQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
     "node_modules/unrs-resolver": {
       "version": "1.12.2",
       "resolved": "https://registry.npmjs.org/unrs-resolver/-/unrs-resolver-1.12.2.tgz",
@@ -15800,6 +16514,15 @@
         "node": ">=8"
       }
     },
+    "node_modules/vary": {
+      "version": "1.1.2",
+      "resolved": "https://registry.npmjs.org/vary/-/vary-1.1.2.tgz",
+      "integrity": "sha512-BNGbWLfd0eUPabhkXUVm0j8uuvREyTh5ovRa/dyow/BqAbZJyC+5fU+IzQOzmAKzYqYRAISoRhdQr3eIZ/PXqg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
     "node_modules/vaul": {
       "version": "1.1.2",
       "resolved": "https://registry.npmjs.org/vaul/-/vaul-1.1.2.tgz",
@@ -15895,7 +16618,6 @@
       "version": "2.0.2",
       "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
       "integrity": "sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==",
-      "dev": true,
       "license": "ISC",
       "dependencies": {
         "isexe": "^2.0.0"
@@ -16006,6 +16728,12 @@
         "node": ">=0.10.0"
       }
     },
+    "node_modules/wrappy": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
+      "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==",
+      "license": "ISC"
+    },
     "node_modules/xtend": {
       "version": "4.0.2",
       "resolved": "https://registry.npmjs.org/xtend/-/xtend-4.0.2.tgz",
@@ -16085,6 +16813,15 @@
         "url": "https://github.com/sponsors/colinhacks"
       }
     },
+    "node_modules/zod-to-json-schema": {
+      "version": "3.25.2",
+      "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.25.2.tgz",
+      "integrity": "sha512-O/PgfnpT1xKSDeQYSCfRI5Gy3hPf91mKVDuYLUHZJMiDFptvP41MSnWofm8dnCm0256ZNfZIM7DSzuSMAFnjHA==",
+      "license": "ISC",
+      "peerDependencies": {
+        "zod": "^3.25.28 || ^4"
+      }
+    },
     "node_modules/zod-validation-error": {
       "version": "4.0.2",
       "resolved": "https://registry.npmjs.org/zod-validation-error/-/zod-validation-error-4.0.2.tgz",
diff --git a/package.json b/package.json
index 4ed3ffa..a6b08ba 100644
--- a/package.json
+++ b/package.json
@@ -24,6 +24,7 @@
     "build": "node scripts/vendor-ort.mjs && next build && node scripts/post-build-standalone.mjs",
     "start": "cd .next/standalone && NODE_ENV=production node server.js 2>&1 | tee ../../server.log",
     "lint": "eslint .",
+    "mcp:elos": "node --experimental-strip-types --no-warnings --import ./tests/register-loader.mjs mcp/elos-server.ts",
     "typecheck": "tsc --noEmit",
     "test": "node --test --experimental-strip-types --import ./tests/register-loader.mjs \"tests/unit/**/*.test.ts\" \"tests/integration/**/*.test.ts\" \"tests/integration/**/*.test.cjs\"",
     "validate:v1:local": "node scripts/validate-v1-local.mjs",
@@ -41,6 +42,7 @@
     "@hookform/resolvers": "^5.1.1",
     "@huggingface/transformers": "4.3.1",
     "@mdxeditor/editor": "^3.39.1",
+    "@modelcontextprotocol/sdk": "1.32.1",
     "@prisma/client": "^6.11.1",
     "@radix-ui/react-accordion": "^1.2.11",
     "@radix-ui/react-alert-dialog": "^1.1.14",
diff --git a/tests/integration/mcp/elos-server.test.ts b/tests/integration/mcp/elos-server.test.ts
new file mode 100644
index 0000000..1993326
--- /dev/null
+++ b/tests/integration/mcp/elos-server.test.ts
@@ -0,0 +1,87 @@
+import assert from "node:assert/strict";
+import { mkdtempSync, mkdirSync, writeFileSync } from "node:fs";
+import { tmpdir } from "node:os";
+import path from "node:path";
+import test, { after, before } from "node:test";
+import { Client } from "@modelcontextprotocol/sdk/client/index.js";
+import { StdioClientTransport } from "@modelcontextprotocol/sdk/client/stdio.js";
+
+const repo = path.resolve(import.meta.dirname, "../../..");
+const sources = mkdtempSync(path.join(tmpdir(), "elos-mcp-"));
+mkdirSync(path.join(sources, "reseaux"));
+mkdirSync(path.join(sources, "knowledge-private"));
+writeFileSync(path.join(sources, "reseaux", "vlan.md"), "# Réseaux\nUn VLAN est un réseau local virtuel qui isole des machines sur un même commutateur.\n\nUne passerelle désigne le routeur vers lequel une machine envoie les paquets destinés à d'autres réseaux.\n");
+writeFileSync(path.join(sources, "knowledge-private", "secret.md"), "Le code secret désigne une valeur privée qui ne doit jamais sortir.\n");
+writeFileSync(path.join(sources, "revlog.tsv"), "review_time\tcard_id\treview_rating\n" +
+  Array.from({ length: 40 }, (_, i) => `${Date.UTC(2026, 0, 1) + Math.floor(i / 4) * 5 * 86_400_000 + (i % 4) * 3_600_000_000}\tc${i % 4}\t${i % 7 ? 3 : 1}`).join("\n"));
+
+function client(env: Record<string, string>) {
+  const transport = new StdioClientTransport({
+    command: process.execPath,
+    args: ["--experimental-strip-types", "--no-warnings", "--import", "./tests/register-loader.mjs", "mcp/elos-server.ts"],
+    cwd: repo, env: { PATH: process.env.PATH ?? "", ...env }, stderr: "ignore",
+  });
+  const c = new Client({ name: "elos-test", version: "1.0.0" });
+  return { c, connect: () => c.connect(transport) };
+}
+const text = (result: unknown) => JSON.parse((result as { content: { text: string }[] }).content[0].text);
+
+const withSources = client({ ELOS_SOURCES_DIR: sources });
+before(() => withSources.connect());
+after(() => withSources.c.close());
+
+test("server lists the ELOS tools", async () => {
+  const { tools } = await withSources.c.listTools();
+  assert.deepEqual(tools.map((tool) => tool.name).sort(), ["elos_ask_sources", "elos_compare_schedulers", "elos_correct_english", "elos_roleplay", "elos_study_pack", "elos_vocabulary"]);
+  assert.match(tools.find((tool) => tool.name === "elos_ask_sources")!.description!, /model provider/);
+});
+
+test("answers come only from the configured sources, with a section citation", async () => {
+  const result = text(await withSources.c.callTool({ name: "elos_ask_sources", arguments: { question: "Qu'est-ce qu'un VLAN ?" } }));
+  assert.equal(result.grounded, true);
+  assert.match(result.answer, /VLAN est un réseau local virtuel/);
+  assert.equal(result.citations[0].source, path.join("reseaux", "vlan.md"));
+  assert.equal(result.citations[0].section, 1);
+  const outside = text(await withSources.c.callTool({ name: "elos_ask_sources", arguments: { question: "Recette de la pizza napolitaine ?" } }));
+  assert.equal(outside.grounded, false);
+});
+
+test("knowledge-private is never read", async () => {
+  const result = text(await withSources.c.callTool({ name: "elos_ask_sources", arguments: { question: "Que désigne le code secret ?" } }));
+  assert.equal(result.grounded, false);
+  const cards = text(await withSources.c.callTool({ name: "elos_study_pack", arguments: { kind: "flashcards", limit: 50 } }));
+  assert.ok(cards.every((card: { citation: { source: string } }) => !card.citation.source.includes("knowledge-private")));
+  assert.ok(cards.some((card: { front: string }) => card.front === "passerelle"));
+});
+
+test("study pack, English correction, roleplay and vocabulary work", async () => {
+  const quiz = text(await withSources.c.callTool({ name: "elos_study_pack", arguments: { kind: "quiz", limit: 2 } }));
+  assert.ok(Array.isArray(quiz));
+  const english = text(await withSources.c.callTool({ name: "elos_correct_english", arguments: { text: "i am agree since 2 years", target_words: ["agree"] } }));
+  assert.match(english.corrected, /I agree for 2 years/);
+  const scenarios = text(await withSources.c.callTool({ name: "elos_roleplay", arguments: {} }));
+  assert.equal(scenarios.length, 3);
+  const turn = text(await withSources.c.callTool({ name: "elos_roleplay", arguments: { scenario_id: "standup", turn: 1, answer: "Yesterday I configured the switch." } }));
+  assert.ok(turn.score > 50);
+  const packs = text(await withSources.c.callTool({ name: "elos_vocabulary", arguments: {} }));
+  assert.equal(packs.length, 5);
+});
+
+test("scheduler comparison is confined to the sources directory", async () => {
+  const report = text(await withSources.c.callTool({ name: "elos_compare_schedulers", arguments: { files: ["revlog.tsv"] } }));
+  assert.equal(report[0].scores.length, 2);
+  const escape = await withSources.c.callTool({ name: "elos_compare_schedulers", arguments: { files: ["../../etc/passwd"] } });
+  assert.equal(escape.isError, true);
+});
+
+test("without ELOS_SOURCES_DIR the server only uses synthetic documents", async () => {
+  const demo = client({});
+  await demo.connect();
+  try {
+    const result = text(await demo.c.callTool({ name: "elos_ask_sources", arguments: { question: "Qu'est-ce que l'encapsulation ?" } }));
+    assert.match(result.answer, /encapsulation est le mécanisme/);
+    assert.equal(result.citations[0].source, "Modèle OSI et encapsulation");
+  } finally {
+    await demo.c.close();
+  }
+});