From 55441ac4be0b6c2807bb08805fce0b8c09c0765a Mon Sep 17 00:00:00 2001
From: Jeff Peng <jepeng@nvidia.com>
Date: Sat, 31 Oct 2026 15:36:01 +0800
Subject: [PATCH] Validate IRAOP research evidence and add opt-in search tool
 compatibility

Signed-off-by: Jeff Peng <jepeng@nvidia.com>
---
 docs/_static/install-builder.mjs              |   9 +
 docs/installation.md                          |  55 ++++
 docs/installation_builder.md                  |   2 +
 .../files/agent-documentation.tar.gz          | Bin 35326 -> 36773 bytes
 helm/mosaic-stack/files/llm-compat-server.mjs | 228 +++++++++++++++++
 .../openclaw-seed/extensions/iraop/index.ts   |  48 +++-
 helm/mosaic-stack/templates/llm-compat.yaml   |  70 ++----
 helm/mosaic-stack/tests/chart-render.test.mjs |  41 ++-
 .../tests/iraop-response.test.mjs             | 165 ++++++++++++
 helm/mosaic-stack/tests/llm-compat.test.mjs   | 238 ++++++++++++++++++
 helm/mosaic-stack/values.yaml                 |   5 +
 tests/docs/install-builder.test.mjs           |  11 +
 12 files changed, 825 insertions(+), 47 deletions(-)
 create mode 100644 helm/mosaic-stack/files/llm-compat-server.mjs
 create mode 100644 helm/mosaic-stack/tests/iraop-response.test.mjs
 create mode 100644 helm/mosaic-stack/tests/llm-compat.test.mjs

diff --git a/docs/_static/install-builder.mjs b/docs/_static/install-builder.mjs
index 8540a745..1c968547 100644
--- a/docs/_static/install-builder.mjs
+++ b/docs/_static/install-builder.mjs
@@ -48,6 +48,8 @@ export function buildCommand(state) {
   }
   for (const name of ['ui', 'execution', 'observability', ...Object.keys(modules).filter(name => !observabilityServices.includes(name))]) set(`modules.${name}.enabled`, ['ui', 'execution'].includes(name) || enabled.has(name));
   set('modules.bcm.redfish.enabled', enabled.has('bcm') && !!state.redfish);
+  set('llm.requestCompatibility.researchToolCalls.enabled', enabled.has('research') && !!state.researchToolCalls);
+  if (enabled.has('research') && state.researchToolCalls) set('llm.requestCompatibility.enabled', true);
   for (const service of ['prometheus', 'alertmanager']) {
     set(`observability.${service}Url`, enabled.has(service) ? value(`${service}Url`) : '', true);
   }
@@ -115,12 +117,17 @@ if (root) {
   const redfishOptions = document.createElement('div'); redfishOptions.className = 'builder-suboptions';
   const redfishLabel = document.createElement('label'); const redfishInput = document.createElement('input'); redfishInput.type = 'checkbox'; redfishInput.name = 'redfish';
   redfishInput.addEventListener('change', () => {state.redfish = redfishInput.checked; update(false);}); redfishLabel.append(redfishInput, document.createTextNode('Read-only Redfish')); redfishOptions.append(redfishLabel);
+  const researchOptions = document.createElement('div'); researchOptions.className = 'builder-suboptions';
+  const researchLabel = document.createElement('label'); const researchInput = document.createElement('input'); researchInput.type = 'checkbox'; researchInput.name = 'researchToolCalls';
+  researchInput.addEventListener('change', () => {state.researchToolCalls = researchInput.checked; update(false);}); researchLabel.append(researchInput, document.createTextNode('Search tool compatibility workaround')); researchOptions.append(researchLabel);
   for (const [name, label] of Object.entries(modules)) {
     const wrapper = document.createElement('label'); const input = document.createElement('input'); input.type = 'checkbox'; input.name = name;
     input.addEventListener('change', () => {const requested = new Set(state.modules); input.checked ? requested.add(name) : requested.delete(name); state.modules = [...requested]; update(true);});
     wrapper.append(input, document.createTextNode(label)); inputs.set(name, input);
     if (name === 'bcm') {
       const block = document.createElement('div'); block.className = 'builder-module'; block.append(wrapper, redfishOptions); buttons.append(block);
+    } else if (name === 'research') {
+      const block = document.createElement('div'); block.className = 'builder-module'; block.append(wrapper, researchOptions); buttons.append(block);
     } else buttons.append(wrapper);
   }
   moduleGroup.append(buttons); form.append(moduleGroup);
@@ -142,6 +149,7 @@ if (root) {
   function update(renderSettings) {
     const enabled = enabledModules(state);
     redfishOptions.hidden = !enabled.has('bcm'); redfishInput.checked = !!state.redfish;
+    researchOptions.hidden = !enabled.has('research'); researchInput.checked = !!state.researchToolCalls;
     for (const [name, input] of inputs) {input.checked = enabled.has(name); input.disabled = enabled.has(name) && !state.modules.includes(name);}
     if (renderSettings) {
       settingsBody.replaceChildren();
@@ -177,6 +185,7 @@ if (root) {
     if (enabled.has('bcm')) notes.push(`Create ${state.bcmSecret || fields.bcmSecret[1]} with key id_ecdsa; its SSH identity must bootstrap the read-only CMSH user.`);
     if (enabled.has('bcm') && state.redfish) notes.push('Redfish reads node BMCs through the BCM head using credentials stored in BCM. Resets and configuration changes are unavailable. BMC TLS certificate verification is off by default; see the Redfish installation guide to configure it.');
     if (enabled.has('research')) notes.push('Create iraop-secrets with NVIDIA_API_KEY, NVIDIA_CHAT_API_KEY and IRAOP_API_KEY; prepare the corpus directory.');
+    if (enabled.has('research') && state.researchToolCalls) notes.push('The search workaround is for inference backends returning named search arguments as ordinary text. Verify the affected protocol first; it does not establish answer or citation quality. Full request tracing stays disabled by default.');
     if (enabled.has('webSearch')) notes.push('Web search uses DuckDuckGo without an API key; the OpenClaw pod needs HTTPS egress to duckduckgo.com. Clear it for air-gapped installations.');
     if (state.inference !== 'external') notes.push('Verify GPU, memory and model cache requirements in the on-prem inference section.');
     prerequisites.textContent = notes.join(' '); code.textContent = buildCommand(state); status.textContent = '';
diff --git a/docs/installation.md b/docs/installation.md
index 459f0600..4d7dacc5 100644
--- a/docs/installation.md
+++ b/docs/installation.md
@@ -621,6 +621,61 @@ helm upgrade mosaic "$MOSAIC_CHART" \
 unset NVIDIA_API_KEY IRAOP_API_KEY
 ```
 
+`iraop_query` requires a nonempty answer and at least one document reference with
+a filename and positive page number. A response without that evidence returns
+`status: "incomplete"` and an error event in the Research panel. Its unverified
+answer is withheld from model-visible content; the full original MCP response
+remains in the tool result's `details` in the OpenClaw session transcript. The
+chat history API may omit `details`. OpenClaw assigns its transport-level
+`isError` flag independently, so `isError: false` does not mean research passed.
+
+Missing sources can reflect an agent or model/tool execution problem even when
+the PDF is indexed and direct search works. Check collection metadata, the
+original PDF, actual search execution and citations separately. A source
+reference alone does not establish that every claim or inline citation is
+correct, or that a proposed cause matches the current cluster.
+
+#### Optional research tool compatibility
+
+Some inference configurations return a named search tool's JSON arguments as
+ordinary text, without an OpenAI `tool_calls` envelope. The research agent then
+never executes the search. An opt-in workaround is available in the existing
+LLM compatibility proxy:
+
+```bash
+helm upgrade mosaic "$MOSAIC_CHART" \
+  --devel -n mosaic --reuse-values \
+  --set modules.research.enabled=true \
+  --set llm.requestCompatibility.enabled=true \
+  --set llm.requestCompatibility.researchToolCalls.enabled=true \
+  --wait --timeout 12m
+```
+
+This setting is disabled by default. For an initial research request exposing
+`task` and the supported query-only `opensearch_search` schema, it explicitly
+selects that read-only search and disables thinking for this first generation.
+It wraps only a complete, validated JSON argument object into the named tool
+envelope; the original research agent must execute the actual search. Proper
+upstream tool calls pass through. Explicit selection of another tool, synthesis
+after a tool result, and unrelated OpenClaw requests retain their existing
+behavior. Malformed or unfinished arguments return an error, never a fabricated
+search result. Collection scope remains enforced by the research service.
+
+Use this workaround only after reproducing the protocol problem. For example,
+the installed vLLM `Qwen3CoderToolParser` may declare named/required tool calls
+unsupported; the checkpoint's documented parser configuration should also be
+checked. This proxy setting does not change or restart the model server, and
+does not certify document relevance, citation accuracy or general answer quality.
+
+For a controlled validation, additionally set
+`llm.requestCompatibility.researchToolCalls.auditEnabled=true`. Full research
+request bodies, raw upstream response bytes and returned response bytes are
+saved as Base64 in `/audit/records` inside the proxy Pod. Authentication/cookie
+headers are excluded. These traces can contain private prompts and documents;
+export them to the authorized evidence location before replacing the Pod.
+The volume is temporary and limited to 128 MiB; audit write failures fail the
+request. Disable this tracing setting after the required evidence is exported.
+
 ### Hardware Agent
 
 The Hardware Agent reuses the Base Command Manager head address and `bcm-host-ssh-key` configured above. The chart exposes the required Base Command Manager lookup inside the cluster and generates its internal credentials. It uses NVDebug evidence and generic analysis.
diff --git a/docs/installation_builder.md b/docs/installation_builder.md
index 602765df..a72a1029 100644
--- a/docs/installation_builder.md
+++ b/docs/installation_builder.md
@@ -6,6 +6,8 @@ CPU, RAM, GPUs and disk update automatically with your selections. Values come f
 
 Select Base Command Manager to expose the optional **Read-only Redfish** checkbox inside its module block. See the [Redfish installation guide](installation.md#read-only-redfish) for BMC credential resolution and TLS verification settings.
 
+Select Research to expose the optional **Search tool compatibility workaround** checkbox. Leave it off unless the inference backend returns named search arguments as ordinary text and the agent fails to execute the search. See [research evidence validation](installation.md#research) and [the compatibility guide](installation.md#optional-research-tool-compatibility) for the supported schema and verification steps. The builder does not enable full request-body tracing; temporary tracing requires separate controlled configuration and export.
+
 ```{raw} html
 <div id="install-command-builder"><noscript>Enable JavaScript to use the builder, or follow the <a href="installation.html">installation guide</a>.</noscript></div>
 ```
diff --git a/helm/mosaic-stack/files/agent-documentation.tar.gz b/helm/mosaic-stack/files/agent-documentation.tar.gz
index 4abee1d0111510a18909e210cb885c9d9ded728a..31c942640117bc758625c9d59b7ad07025a2db24 100644
GIT binary patch
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diff --git a/helm/mosaic-stack/files/llm-compat-server.mjs b/helm/mosaic-stack/files/llm-compat-server.mjs
new file mode 100644
index 00000000..7624d1eb
--- /dev/null
+++ b/helm/mosaic-stack/files/llm-compat-server.mjs
@@ -0,0 +1,228 @@
+// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+import http from 'node:http';
+import https from 'node:https';
+import { randomUUID } from 'node:crypto';
+import { mkdir, writeFile } from 'node:fs/promises';
+import { realpathSync } from 'node:fs';
+import { join, resolve } from 'node:path';
+import { fileURLToPath } from 'node:url';
+import { gunzipSync, inflateSync, brotliDecompressSync } from 'node:zlib';
+
+const SEARCH = 'opensearch_search';
+const textDecoder = new TextDecoder('utf-8', { fatal: true });
+
+function readBody(stream, limit = Infinity) {
+  return new Promise((resolveBody, reject) => {
+    const chunks = [];
+    let bytes = 0;
+    stream.on('data', chunk => {
+      bytes += chunk.length;
+      if (bytes > limit) {
+        reject(new Error('Research response exceeds the compatibility buffer limit.'));
+        stream.destroy();
+        return;
+      }
+      chunks.push(chunk);
+    });
+    stream.on('end', () => resolveBody(Buffer.concat(chunks)));
+    stream.on('error', reject);
+    stream.on('aborted', () => reject(new Error('Upstream response ended before completion.')));
+  });
+}
+
+function searchSchema(tools) {
+  const tool = tools?.find?.(item => item.type === 'function' && item.function?.name === SEARCH);
+  const parameters = tool?.function?.parameters;
+  return parameters?.type === 'object'
+    && parameters.properties?.query?.type === 'string'
+    && Object.keys(parameters.properties).length === 1
+    && parameters.required?.length === 1 && parameters.required[0] === 'query';
+}
+
+function prepare(method, path, raw, researchToolCalls) {
+  if (method !== 'POST' || !path.endsWith('/chat/completions')) return { body: raw };
+  let json;
+  try { json = JSON.parse(raw.toString('utf8')); } catch { return { body: raw }; }
+  if (!json || typeof json !== 'object' || Array.isArray(json)) return { body: raw };
+  json.reasoning_effort = 'none';
+  const research = searchSchema(json.tools);
+  const named = json.tool_choice?.type === 'function' && json.tool_choice.function?.name === SEARCH;
+  const automatic = json.tool_choice == null || json.tool_choice === 'auto';
+  const initial = json.messages?.at?.(-1)?.role === 'user'
+    && json.tools?.some?.(item => item.function?.name === 'task');
+  const normalize = researchToolCalls && research && (json.n == null || json.n === 1)
+    && (named || (automatic && initial));
+  const stream = json.stream === true;
+  if (normalize) {
+    json.tool_choice = { type: 'function', function: { name: SEARCH } };
+    json.chat_template_kwargs = { ...json.chat_template_kwargs, enable_thinking: false };
+    // Some affected providers discard named arguments in their nonstream path.
+    json.stream = true;
+    if (!stream) json.stream_options = { ...json.stream_options, include_usage: true };
+  }
+  return { body: Buffer.from(JSON.stringify(json)), research, normalize, stream };
+}
+
+function decodeBody(raw, headers) {
+  const encoding = String(headers['content-encoding'] || 'identity').toLowerCase();
+  if (encoding === 'gzip') raw = gunzipSync(raw);
+  else if (encoding === 'deflate') raw = inflateSync(raw);
+  else if (encoding === 'br') raw = brotliDecompressSync(raw);
+  else if (encoding !== 'identity') throw new Error('Unsupported upstream response encoding.');
+  return textDecoder.decode(raw);
+}
+
+function validArguments(text) {
+  let value;
+  try { value = JSON.parse(text); } catch { throw new Error('Named research tool arguments are not complete JSON.'); }
+  if (!value || typeof value !== 'object' || Array.isArray(value)
+      || Object.keys(value).length !== 1 || typeof value.query !== 'string' || !value.query.trim()) {
+    throw new Error('Named research tool arguments do not match the query-only schema.');
+  }
+}
+
+function normalizeResponse(raw, headers, stream) {
+  if (!String(headers['content-type']).includes('text/event-stream')) {
+    throw new Error('Expected a streaming named research response.');
+  }
+  const events = [];
+  let done = false;
+  for (const frame of decodeBody(raw, headers).replace(/\r\n/g, '\n').split('\n\n')) {
+    const data = frame.split('\n').filter(line => line.startsWith('data:')).map(line => line.slice(5).trimStart()).join('\n');
+    if (!data) continue;
+    if (data === '[DONE]') { done = true; continue; }
+    const event = JSON.parse(data);
+    if (event.error) throw new Error('Upstream reported an error in the research stream.');
+    if (event.choices?.length > 1) throw new Error('Expected one research completion choice.');
+    events.push(event);
+  }
+  const metadata = events.find(event => event.id && event.model);
+  if (!done || !metadata) throw new Error('Research stream did not complete.');
+  let content = '', reasoning = '', finish;
+  const calls = new Map();
+  for (const event of events) {
+    const choice = event.choices?.[0];
+    if (!choice) continue;
+    if (choice.index !== 0) throw new Error('Unexpected research completion choice.');
+    if (choice.finish_reason) finish = choice.finish_reason;
+    const delta = choice.delta || {};
+    content += delta.content || '';
+    reasoning += delta.reasoning || delta.reasoning_content || '';
+    for (const part of delta.tool_calls || []) {
+      const value = calls.get(part.index) || { id: '', type: 'function', function: { name: '', arguments: '' } };
+      if (part.id) value.id = part.id;
+      if (part.function?.name) value.function.name += part.function.name;
+      if (part.function?.arguments) value.function.arguments += part.function.arguments;
+      calls.set(part.index, value);
+    }
+  }
+  if (!['stop', 'tool_calls'].includes(finish)) throw new Error('Research tool generation did not finish normally.');
+  let call;
+  const performed = calls.size === 0;
+  if (calls.size) {
+    if (calls.size !== 1 || calls.get(0)?.function.name !== SEARCH || !calls.get(0).id) {
+      throw new Error('Upstream returned an unexpected research tool call.');
+    }
+    call = calls.get(0);
+    validArguments(call.function.arguments);
+    if (stream) return { body: raw, headers, performed: false, toolCallId: call.id };
+  } else {
+    validArguments(content);
+    call = { id: `call_research_${randomUUID().replaceAll('-', '')}`, type: 'function', function: { name: SEARCH, arguments: content } };
+    content = '';
+  }
+  const usage = events.findLast(event => event.usage)?.usage;
+  const meta = { id: metadata.id, created: metadata.created, model: metadata.model };
+  if (!stream) {
+    const message = { role: 'assistant', content: content || null, tool_calls: [call] };
+    if (reasoning) message.reasoning = reasoning;
+    const value = { ...meta, object: 'chat.completion', choices: [{ index: 0, message, finish_reason: 'tool_calls' }], usage: usage || null };
+    return { body: Buffer.from(JSON.stringify(value)), headers: { 'content-type': 'application/json' }, performed, toolCallId: call.id };
+  }
+  const first = { role: 'assistant', content: '' };
+  if (reasoning) first.reasoning = reasoning;
+  const chunks = [first, { tool_calls: [{ index: 0, ...call }] }, {}].map((delta, index) => ({
+    ...meta, object: 'chat.completion.chunk', choices: [{ index: 0, delta, finish_reason: index === 2 ? 'tool_calls' : null }],
+  }));
+  if (usage) chunks.push({ ...meta, object: 'chat.completion.chunk', choices: [], usage });
+  const body = Buffer.from(chunks.map(chunk => `data: ${JSON.stringify(chunk)}\n\n`).join('') + 'data: [DONE]\n\n');
+  return { body, headers: { 'content-type': 'text/event-stream' }, performed, toolCallId: call.id };
+}
+
+function sendBody(res, status, headers, body) {
+  const output = { ...headers, 'content-length': String(body.length) };
+  delete output['transfer-encoding'];
+  res.writeHead(status, output).end(body);
+}
+
+export function createCompatibilityServer({ upstreamBaseUrl, researchToolCalls = false, auditDirectory = '', timeoutMs = 180_000, maxBufferedBytes = 16 * 1024 * 1024, log = () => {} }) {
+  const upstream = new URL(upstreamBaseUrl);
+  if (!['http:', 'https:'].includes(upstream.protocol) || upstream.username || upstream.password) throw new Error('Invalid upstream URL.');
+  async function audit(id, record) {
+    if (!auditDirectory) return;
+    await mkdir(auditDirectory, { recursive: true, mode: 0o700 });
+    await writeFile(join(auditDirectory, `${id}.json`), JSON.stringify(record, null, 2) + '\n', { mode: 0o600, flag: 'wx' });
+  }
+  return http.createServer(async (req, res) => {
+    if (req.url === '/health') return res.writeHead(200).end('ok');
+    const id = randomUUID();
+    let record, audited = false;
+    try {
+      const target = new URL(req.url, upstream);
+      if (target.origin !== upstream.origin) throw new Error('Request must use the configured upstream.');
+      const original = await readBody(req);
+      const prepared = prepare(req.method, target.pathname, original, researchToolCalls);
+      const shouldAudit = researchToolCalls && prepared.research && Boolean(auditDirectory);
+      if (shouldAudit) record = { id, at: new Date().toISOString(), originalRequestBase64: original.toString('base64'), forwardedRequestBase64: prepared.body.toString('base64'), headersExcluded: 'Authentication and cookie headers are never recorded.' };
+      const headers = { ...req.headers, host: target.host, 'content-length': String(prepared.body.length) };
+      delete headers['transfer-encoding'];
+      if (prepared.normalize) headers['accept-encoding'] = 'identity';
+      const client = target.protocol === 'https:' ? https : http;
+      await new Promise((resolveRequest, reject) => {
+        const out = client.request(target, { method: req.method, headers }, async response => {
+          try {
+            if (!prepared.normalize && !shouldAudit) {
+              res.writeHead(response.statusCode || 502, response.headers);
+              response.on('error', reject);
+              response.on('end', resolveRequest);
+              response.pipe(res);
+              return;
+            }
+            const raw = await readBody(response, maxBufferedBytes);
+            if (record) Object.assign(record, { upstreamStatus: response.statusCode, upstreamResponseBase64: raw.toString('base64'), upstreamContentType: response.headers['content-type'], upstreamContentEncoding: response.headers['content-encoding'], upstreamResponseComplete: true });
+            let output = { body: raw, headers: response.headers, performed: false };
+            if (prepared.normalize && response.statusCode === 200) output = normalizeResponse(raw, response.headers, prepared.stream);
+            if (record) {
+              Object.assign(record, { normalizationPerformed: output.performed, toolCallId: output.toolCallId, returnedResponseBase64: output.body.toString('base64') });
+              await audit(id, record); audited = true;
+            }
+            if (output.performed) log({ event: 'research-tool-normalized', requestId: id, toolCallId: output.toolCallId, upstreamBytes: raw.length, returnedBytes: output.body.length });
+            sendBody(res, response.statusCode || 502, output.headers, output.body);
+            resolveRequest();
+          } catch (error) { reject(error); }
+        });
+        if (prepared.normalize || shouldAudit) out.setTimeout(timeoutMs, () => out.destroy(new Error('Research upstream request timed out.')));
+        out.on('error', reject);
+        out.end(prepared.body);
+      });
+    } catch (error) {
+      if (record && !audited) {
+        try { await audit(id, { ...record, error: String(error.message), returnedSuccess: false }); }
+        catch { /* The failed response below does not claim successful auditing. */ }
+      }
+      if (res.headersSent) return res.destroy();
+      sendBody(res, 502, { 'content-type': 'application/json' }, Buffer.from(JSON.stringify({ error: { message: String(error.message), type: 'research_tool_compatibility_error', request_id: id } })));
+    }
+  });
+}
+
+if (process.argv[1] && realpathSync(resolve(process.argv[1])) === fileURLToPath(import.meta.url)) {
+  createCompatibilityServer({
+    upstreamBaseUrl: process.env.UPSTREAM_BASE_URL,
+    researchToolCalls: process.env.RESEARCH_TOOL_CALLS_ENABLED === 'true',
+    auditDirectory: process.env.RESEARCH_TOOL_CALLS_AUDIT_DIR || '',
+    log: value => console.log(JSON.stringify(value)),
+  }).listen(Number(process.env.PORT || 8000), '0.0.0.0');
+}
diff --git a/helm/mosaic-stack/files/openclaw-seed/extensions/iraop/index.ts b/helm/mosaic-stack/files/openclaw-seed/extensions/iraop/index.ts
index cc800b35..14fb47de 100644
--- a/helm/mosaic-stack/files/openclaw-seed/extensions/iraop/index.ts
+++ b/helm/mosaic-stack/files/openclaw-seed/extensions/iraop/index.ts
@@ -297,7 +297,7 @@ function toOpenClawResult(mcpResult: unknown) {
         .join("\n");
       throw new Error(typeof text === "string" && text ? text : "iraop tool call reported isError");
     }
-    return { content: r.content, details: mcpResult };
+    return { content: [...r.content], details: mcpResult };
   }
   const text = typeof mcpResult === "string" ? mcpResult : JSON.stringify(mcpResult, null, 2);
   return { content: [{ type: "text", text }], details: mcpResult };
@@ -316,6 +316,37 @@ function firstTextContent(result: { content?: unknown[] }) {
     .join("\n");
 }
 
+function queryEvidenceProblem(mcpResult: unknown): string | null {
+  const candidates: unknown[] = [];
+  if (mcpResult && typeof mcpResult === "object") {
+    const raw = mcpResult as Record<string, unknown>;
+    candidates.push(raw.structuredContent, raw);
+    if (Array.isArray(raw.content)) {
+      for (const item of raw.content) {
+        if (!item || typeof item !== "object" || !("text" in item) || typeof item.text !== "string") continue;
+        try { candidates.push(JSON.parse(item.text)); } catch { /* Try the next content block. */ }
+      }
+    }
+  } else if (typeof mcpResult === "string") {
+    try { candidates.push(JSON.parse(mcpResult)); } catch { /* Report an unreadable research response below. */ }
+  }
+  const response = candidates.find((candidate) =>
+    candidate && typeof candidate === "object" && !Array.isArray(candidate)
+    && "answer" in candidate,
+  ) as Record<string, unknown> | undefined;
+  if (!response || typeof response.answer !== "string" || !response.answer.trim()) {
+    return "IRAOP did not return a readable, nonempty research answer with document sources.";
+  }
+  const hasSource = Array.isArray(response.sources) && response.sources.some((source) =>
+    source && typeof source === "object"
+    && typeof source.source_file === "string" && source.source_file.trim()
+    && Number.isInteger(source.page_number) && source.page_number > 0,
+  );
+  return hasSource ? null : "IRAOP returned no usable document sources. The research is incomplete. "
+    + "Do not present its answer as retrieved documentation or use it to justify a repair. "
+    + "Missing sources do not establish that a collection is empty.";
+}
+
 function summarizeQueryResult(result: ReturnType<typeof toOpenClawResult>, elapsedMs: number) {
   const text = firstTextContent(result).trim();
   const elapsed = Math.max(1, Math.round(elapsedMs / 1000));
@@ -398,6 +429,21 @@ export default definePluginEntry({
             postSubagentEvent(subagent, "delta", message);
           });
           const openClawResult = toOpenClawResult(result);
+          const evidenceProblem = queryEvidenceProblem(result);
+          if (evidenceProblem) {
+            postSubagentEvent(subagent, "error", `IRA research incomplete: ${evidenceProblem}`);
+            return {
+              // The tool transport completed. Research completion is explicit in
+              // content; returning normally also preserves the raw MCP details.
+              // OpenClaw assigns its own isError flag to the resulting message.
+              content: [{ type: "text", text: JSON.stringify({
+                status: "incomplete",
+                error: evidenceProblem,
+                evidenceScope: "No document-grounded answer is available from this call. The full original response is retained in tool details for inspection.",
+              }) }],
+              details: result,
+            };
+          }
           postSubagentEvent(subagent, "complete", summarizeQueryResult(openClawResult, Date.now() - startedAt));
           openClawResult.content.unshift({ type: "text", text: "Evidence scope: documentation research. This service has not inspected the current workload. Proposed local causes remain hypotheses until checked against live evidence on the participating resources." });
           return openClawResult;
diff --git a/helm/mosaic-stack/templates/llm-compat.yaml b/helm/mosaic-stack/templates/llm-compat.yaml
index e763a0d9..c265d7e6 100644
--- a/helm/mosaic-stack/templates/llm-compat.yaml
+++ b/helm/mosaic-stack/templates/llm-compat.yaml
@@ -2,6 +2,9 @@
 # SPDX-License-Identifier: Apache-2.0
 
 {{- $c := .Values.llm.requestCompatibility -}}
+{{- $r := $c.researchToolCalls | default dict -}}
+{{- $research := and .Values.modules.research.enabled ($r.enabled | default false) -}}
+{{- $audit := and $research ($r.auditEnabled | default false) -}}
 {{- if and .Values.modules.execution.enabled $c.enabled }}
 apiVersion: v1
 kind: ConfigMap
@@ -11,48 +14,8 @@ metadata:
     app: {{ $c.name }}
     {{- include "mosaic-stack.labels" . | nindent 4 }}
 data:
-  server.js: |
-    const http = require('http');
-    const https = require('https');
-    const upstream = new URL(process.env.UPSTREAM_BASE_URL);
-    const port = Number(process.env.PORT || {{ $c.port }});
-
-    function readBody(req) {
-      return new Promise((resolve, reject) => {
-        const chunks = [];
-        req.on('data', chunk => chunks.push(chunk));
-        req.on('end', () => resolve(Buffer.concat(chunks)));
-        req.on('error', reject);
-      });
-    }
-
-    function patchBody(req, body) {
-      if (req.method !== 'POST' || !req.url.endsWith('/chat/completions')) return body;
-      try {
-        const json = JSON.parse(body.toString('utf8'));
-        json.reasoning_effort = 'none';
-        return Buffer.from(JSON.stringify(json));
-      } catch {
-        return body;
-      }
-    }
-
-    http.createServer(async (req, res) => {
-      if (req.url === '/health') return res.writeHead(200).end('ok');
-      const body = patchBody(req, await readBody(req));
-      const target = new URL(req.url, upstream);
-      const headers = { ...req.headers, host: target.host, 'content-length': String(body.length) };
-      const client = target.protocol === 'https:' ? https : http;
-      const out = client.request(target, { method: req.method, headers }, upstreamRes => {
-        res.writeHead(upstreamRes.statusCode || 502, upstreamRes.headers);
-        upstreamRes.pipe(res);
-      });
-      out.on('error', error => {
-        res.writeHead(502, { 'content-type': 'application/json' });
-        res.end(JSON.stringify({ error: String(error.message || error) }));
-      });
-      out.end(body);
-    }).listen(port, '0.0.0.0');
+  server.mjs: |
+    {{- .Files.Get "files/llm-compat-server.mjs" | nindent 4 }}
 ---
 apiVersion: apps/v1
 kind: Deployment
@@ -71,8 +34,12 @@ spec:
       labels:
         app: {{ $c.name }}
       annotations:
-        checksum/config: {{ printf "%s-%s-%s" .Chart.Version $c.name (include "mosaic-stack.llmUpstreamBaseUrl" .) | sha256sum }}
+        checksum/config: {{ printf "%s-%s-%s-%s-%v-%v" .Chart.Version $c.name (include "mosaic-stack.llmUpstreamBaseUrl" .) (.Files.Get "files/llm-compat-server.mjs" | sha256sum) $research $audit | sha256sum }}
     spec:
+      {{- if $audit }}
+      securityContext:
+        fsGroup: 1000
+      {{- end }}
       {{- include "mosaic-stack.imagePullSecrets" . | nindent 6 }}
       {{- include "mosaic-stack.nodeSelector" . | nindent 6 }}
       {{- include "mosaic-stack.tolerations" . | nindent 6 }}
@@ -80,12 +47,18 @@ spec:
         - name: proxy
           image: {{ include "mosaic-stack.image" .Values.mosaicUi.image | quote }}
           imagePullPolicy: {{ .Values.mosaicUi.image.pullPolicy }}
-          command: ["node", "/config/server.js"]
+          command: ["node", "/config/server.mjs"]
           env:
             - name: PORT
               value: {{ $c.port | quote }}
             - name: UPSTREAM_BASE_URL
               value: {{ include "mosaic-stack.llmUpstreamBaseUrl" . | quote }}
+            - name: RESEARCH_TOOL_CALLS_ENABLED
+              value: {{ $research | quote }}
+            {{- if $audit }}
+            - name: RESEARCH_TOOL_CALLS_AUDIT_DIR
+              value: /audit/records
+            {{- end }}
             {{- if and (eq .Values.llm.mode "external") .Values.llm.external.caCertificateSecret }}
             - name: NODE_EXTRA_CA_CERTS
               value: /etc/llm-ca/ca.crt
@@ -102,6 +75,10 @@ spec:
             - name: config
               mountPath: /config
               readOnly: true
+            {{- if $audit }}
+            - name: research-audit
+              mountPath: /audit
+            {{- end }}
             {{- if and (eq .Values.llm.mode "external") .Values.llm.external.caCertificateSecret }}
             - name: llm-ca
               mountPath: /etc/llm-ca
@@ -111,6 +88,11 @@ spec:
         - name: config
           configMap:
             name: {{ $c.name }}
+        {{- if $audit }}
+        - name: research-audit
+          emptyDir:
+            sizeLimit: 128Mi
+        {{- end }}
         {{- if and (eq .Values.llm.mode "external") .Values.llm.external.caCertificateSecret }}
         - name: llm-ca
           secret:
diff --git a/helm/mosaic-stack/tests/chart-render.test.mjs b/helm/mosaic-stack/tests/chart-render.test.mjs
index 6052459c..83bc79d4 100644
--- a/helm/mosaic-stack/tests/chart-render.test.mjs
+++ b/helm/mosaic-stack/tests/chart-render.test.mjs
@@ -3,7 +3,7 @@
 
 import assert from "node:assert/strict";
 import { execFileSync, spawnSync } from "node:child_process";
-import { mkdtempSync, readFileSync, readdirSync, existsSync, rmSync, writeFileSync } from "node:fs";
+import { cpSync, mkdtempSync, readFileSync, readdirSync, existsSync, rmSync, writeFileSync } from "node:fs";
 import { tmpdir } from "node:os";
 import { join } from "node:path";
 import { fileURLToPath } from "node:url";
@@ -437,7 +437,44 @@ test("uses one no-reasoning request contract for external endpoints", () => {
     "--show-only", "templates/llm-compat.yaml",
   );
   assert.match(output, /json\.reasoning_effort = 'none'/);
-  assert.doesNotMatch(output, /DISABLE_THINKING|VLLM_UPSTREAM|chat_template_kwargs|scrubVisibleThinking|pipeOpenAiStream/);
+  assert.doesNotMatch(output, /DISABLE_THINKING|VLLM_UPSTREAM|scrubVisibleThinking|pipeOpenAiStream/);
+  assert.match(output, /name: RESEARCH_TOOL_CALLS_ENABLED\s+value: "false"/);
+});
+
+test("research compatibility is opt-in and requires the research module", () => {
+  const args = ["--show-only", "templates/llm-compat.yaml"];
+  const disabled = render(...args, "--set", "llm.requestCompatibility.researchToolCalls.enabled=true");
+  assert.match(disabled, /name: RESEARCH_TOOL_CALLS_ENABLED\s+value: "false"/);
+  assert.doesNotMatch(disabled, /name: research-audit/);
+  const enabled = render(...args, "--set", "modules.research.enabled=true,llm.requestCompatibility.researchToolCalls.enabled=true,llm.requestCompatibility.researchToolCalls.auditEnabled=true");
+  assert.match(enabled, /name: RESEARCH_TOOL_CALLS_ENABLED\s+value: "true"/);
+  assert.match(enabled, /name: RESEARCH_TOOL_CALLS_AUDIT_DIR\s+value: \/audit\/records/);
+  assert.match(enabled, /fsGroup: 1000/);
+  assert.match(enabled, /sizeLimit: 128Mi/);
+});
+
+test("the rendered compatibility server is the tested source file", () => {
+  const output = render("--show-only", "templates/llm-compat.yaml");
+  const source = readFileSync(join(chart, "files/llm-compat-server.mjs"), "utf8");
+  assert.equal(configMapBlock(output, "server.mjs").trimEnd(), source.trimEnd());
+});
+
+test("a compatibility source change rolls the proxy without a chart version change", () => {
+  const directory = mkdtempSync(join(tmpdir(), "mosaic-compat-checksum-"));
+  try {
+    const copy = join(directory, "chart");
+    cpSync(chart, copy, { recursive: true });
+    const checksum = () => {
+      const output = execFileSync("helm", ["template", "mosaic", copy, "--show-only", "templates/llm-compat.yaml"], { encoding: "utf8" });
+      return output.match(/checksum\/config: ([a-f0-9]{64})/)[1];
+    };
+    const before = checksum();
+    const path = join(copy, "files/llm-compat-server.mjs");
+    writeFileSync(path, readFileSync(path, "utf8") + "\n// Independent test change.\n");
+    assert.notEqual(checksum(), before);
+  } finally {
+    rmSync(directory, { recursive: true, force: true });
+  }
 });
 
 test("configures chart-managed vLLM for non-thinking generation", () => {
diff --git a/helm/mosaic-stack/tests/iraop-response.test.mjs b/helm/mosaic-stack/tests/iraop-response.test.mjs
new file mode 100644
index 00000000..44b6d8fe
--- /dev/null
+++ b/helm/mosaic-stack/tests/iraop-response.test.mjs
@@ -0,0 +1,165 @@
+// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+import assert from "node:assert/strict";
+import { readFileSync } from "node:fs";
+import { createServer } from "node:http";
+import { stripTypeScriptTypes } from "node:module";
+import test from "node:test";
+
+const source = readFileSync(new URL("../files/openclaw-seed/extensions/iraop/index.ts", import.meta.url), "utf8")
+  .replace('import { definePluginEntry } from "openclaw/plugin-sdk/plugin-entry";', "const definePluginEntry = (entry) => entry;");
+const javascript = stripTypeScriptTypes(source, { mode: "strip", sourceUrl: "iraop-response-test.ts" });
+const { default: plugin } = await import(`data:text/javascript;base64,${Buffer.from(javascript).toString("base64")}`);
+
+const queryPayload = (answer, sources = []) => ({
+  answer, depth: "quick", collections_searched: ["validation"], sources,
+});
+const mcp = (payload) => ({ content: [{ type: "text", text: JSON.stringify(payload) }], isError: false });
+const sourceReference = { source_file: "control.pdf", page_number: 2, collection: "validation", doc_id: "control.pdf", url: "/api/v1/documents/control.pdf" };
+
+async function fixture(result, run) {
+  const sessions = new Map();
+  const events = [];
+  let nextSession = 0;
+  const server = createServer(async (req, res) => {
+    const url = new URL(req.url, "http://localhost");
+    if (req.method === "GET" && url.pathname === "/mcp/sse") {
+      const id = String(++nextSession);
+      res.writeHead(200, { "Content-Type": "text/event-stream", "Cache-Control": "no-cache" });
+      sessions.set(id, res);
+      res.write(`event: endpoint\ndata: /mcp/messages?session=${id}\n\n`);
+      req.on("close", () => sessions.delete(id));
+      return;
+    }
+    let text = "";
+    for await (const chunk of req) text += chunk;
+    const body = JSON.parse(text || "{}");
+    if (url.pathname === "/events") {
+      events.push(body);
+      res.writeHead(200, { "Content-Type": "application/json" }).end('{"success":true}');
+      return;
+    }
+    if (url.pathname === "/mcp/messages") {
+      const stream = sessions.get(url.searchParams.get("session"));
+      if (body.id !== undefined) {
+        const response = body.method === "initialize"
+          ? { protocolVersion: "2024-11-05", capabilities: {}, serverInfo: { name: "iraop-test", version: "1" } }
+          : result;
+        stream.write(`event: message\ndata: ${JSON.stringify({ jsonrpc: "2.0", id: body.id, result: response })}\n\n`);
+      }
+      res.writeHead(202).end();
+      return;
+    }
+    res.writeHead(404).end();
+  });
+  await new Promise((resolve) => server.listen(0, "127.0.0.1", resolve));
+  const base = `http://127.0.0.1:${server.address().port}`;
+  const tools = new Map();
+  plugin.register({
+    pluginConfig: { baseUrl: `${base}/mcp/sse`, timeoutMs: 3000, subagentEventsUrl: `${base}/events` },
+    registerTool: (tool) => tools.set(tool.name, tool),
+  });
+  try {
+    await run(tools, events);
+    for (let i = 0; i < 100 && !events.some((event) => ["complete", "error"].includes(event.phase)); i++) {
+      await new Promise((resolve) => setTimeout(resolve, 5));
+    }
+  } finally {
+    for (const stream of sessions.values()) stream.end();
+    server.closeAllConnections();
+    await new Promise((resolve) => server.close(resolve));
+  }
+  return events;
+}
+
+async function query(result) {
+  let value;
+  const events = await fixture(result, async (tools) => {
+    value = await tools.get("iraop_query").execute("validation-call", { question: "Read the indexed control document.", collections: ["validation"] });
+  });
+  return { value, events };
+}
+
+test("planning text without sources is incomplete and emits an error event", async () => {
+  const original = mcp(queryPayload("I will search for the document."));
+  const { value, events } = await query(original);
+  assert.equal(JSON.parse(value.content[0].text).status, "incomplete");
+  assert.deepEqual(value.details, original);
+  assert.ok(events.some((event) => event.phase === "error" && event.content.includes("incomplete")));
+  assert.ok(!events.some((event) => event.phase === "complete"));
+});
+
+test("fabricated source-free answer stays complete in details and is withheld from model content", async () => {
+  const answer = "Verified code: MVE-2026-1000002. " + "未经检索的原始输出。".repeat(600);
+  const original = mcp(queryPayload(answer));
+  const { value } = await query(original);
+  assert.equal(JSON.parse(value.content[0].text).status, "incomplete");
+  assert.ok(!value.content.map((item) => item.text).join("\n").includes("MVE-2026-1000002"));
+  assert.equal(JSON.parse(value.details.content[0].text).answer, answer);
+  assert.deepEqual(value.details, original);
+});
+
+for (const [label, sources] of [
+  ["missing", undefined], ["null", null], ["wrong type", "control.pdf"],
+  ["empty reference", [{}]], ["invalid page", [{ ...sourceReference, page_number: 0 }]],
+]) {
+  test(`research with ${label} sources is incomplete`, async () => {
+    const payload = queryPayload("A factual claim.", sources);
+    if (label === "missing") delete payload.sources;
+    const { value } = await query(mcp(payload));
+    assert.equal(JSON.parse(value.content[0].text).status, "incomplete");
+    assert.match(value.content[0].text, /incomplete/);
+  });
+}
+
+test("an empty answer is incomplete even when a source is present", async () => {
+  const { value } = await query(mcp(queryPayload("  ", [sourceReference])));
+  assert.equal(JSON.parse(value.content[0].text).status, "incomplete");
+});
+
+test("valid sourced answer remains complete and evidence notes do not mutate raw details", async () => {
+  const original = mcp(queryPayload("A documented statement. " + "完整原文。".repeat(700), [sourceReference]));
+  const { value, events } = await query(original);
+  assert.ok(!value.isError);
+  assert.deepEqual(value.details, original);
+  assert.equal(value.content.length, original.content.length + 1);
+  assert.notEqual(value.content, value.details.content);
+  assert.equal(value.content[1].text, original.content[0].text);
+  assert.ok(events.some((event) => event.phase === "complete"));
+  assert.ok(!events.some((event) => event.phase === "error"));
+});
+
+test("structured MCP query payload can carry the source references", async () => {
+  const payload = queryPayload("Documented answer.", [sourceReference]);
+  const original = { content: [{ type: "text", text: payload.answer }], structuredContent: payload };
+  const { value } = await query(original);
+  assert.ok(!value.isError);
+  assert.deepEqual(value.details, original);
+});
+
+test("unreadable research payload is incomplete with the raw response retained", async () => {
+  const original = { content: [{ type: "text", text: "Unstructured unsupported response." }] };
+  const { value } = await query(original);
+  assert.equal(JSON.parse(value.content[0].text).status, "incomplete");
+  assert.deepEqual(value.details, original);
+});
+
+test("MCP error remains a rejected tool call and error event", async () => {
+  const original = { content: [{ type: "text", text: "Backend query failed." }], isError: true };
+  const events = await fixture(original, async (tools) => {
+    await assert.rejects(tools.get("iraop_query").execute("error-call", { question: "Read the document." }), /Backend query failed/);
+  });
+  assert.ok(events.some((event) => event.phase === "error"));
+  assert.ok(!events.some((event) => event.phase === "complete"));
+});
+
+test("collection listing does not require answer or sources fields", async () => {
+  const original = { content: [{ type: "text", text: JSON.stringify([{ name: "validation", doc_count: 4 }]) }] };
+  await fixture(original, async (tools) => {
+    const value = await tools.get("iraop_list_collections").execute();
+    assert.deepEqual(value.details, original);
+    assert.deepEqual(value.content, original.content);
+    assert.ok(!value.isError);
+  });
+});
diff --git a/helm/mosaic-stack/tests/llm-compat.test.mjs b/helm/mosaic-stack/tests/llm-compat.test.mjs
new file mode 100644
index 00000000..e6c80611
--- /dev/null
+++ b/helm/mosaic-stack/tests/llm-compat.test.mjs
@@ -0,0 +1,238 @@
+// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+import assert from 'node:assert/strict';
+import http from 'node:http';
+import { mkdtemp, readFile, readdir, rm, symlink } from 'node:fs/promises';
+import { spawn } from 'node:child_process';
+import { once } from 'node:events';
+import { tmpdir } from 'node:os';
+import { join } from 'node:path';
+import { gzipSync, deflateSync, brotliCompressSync } from 'node:zlib';
+import { fileURLToPath } from 'node:url';
+import { setTimeout as delay } from 'node:timers/promises';
+import test from 'node:test';
+import { createCompatibilityServer } from '../files/llm-compat-server.mjs';
+
+const search = { type: 'function', function: { name: 'opensearch_search', parameters: { type: 'object', properties: { query: { type: 'string' } }, required: ['query'] } } };
+const task = { type: 'function', function: { name: 'task', parameters: { type: 'object' } } };
+const input = () => ({ model: 'test-model', messages: [{ role: 'user', content: 'Search the indexed PDF.' }], tools: [search, task], stream: true, temperature: 1, max_completion_tokens: 4096 });
+function frames(content, { calls, finish = 'stop', done = true, usage, choices } = {}) {
+  const meta = { id: 'chatcmpl-real-upstream', model: 'test-model', created: 1793400000, object: 'chat.completion.chunk' };
+  const delta = calls ? { tool_calls: calls } : { content };
+  const result = [
+    { ...meta, choices: [{ index: 0, delta: { role: 'assistant', content: '' }, finish_reason: null }] },
+    { ...meta, choices: choices || [{ index: 0, delta, finish_reason: null }] },
+    { ...meta, choices: [{ index: 0, delta: {}, finish_reason: finish }] },
+  ];
+  if (usage) result.push({ ...meta, choices: [], usage });
+  return Buffer.from(result.map(value => `data: ${JSON.stringify(value)}\n\n`).join('') + (done ? 'data: [DONE]\n\n' : ''));
+}
+function parseFrames(body) {
+  return body.toString().split('\n').filter(line => line.startsWith('data: ') && line !== 'data: [DONE]').map(line => JSON.parse(line.slice(6)));
+}
+function returnedCall(body) {
+  return parseFrames(body).flatMap(event => event.choices || []).flatMap(choice => choice.delta?.tool_calls || [])[0];
+}
+async function request(base, body, path = '/v1/chat/completions') {
+  return new Promise((resolveRequest, reject) => {
+    const req = http.request(base + path, { method: body === undefined ? 'GET' : 'POST', headers: { 'Content-Type': 'application/json', Authorization: 'Bearer never-record-this-auth-value' } }, res => {
+      const chunks = [];
+      res.on('data', chunk => chunks.push(chunk));
+      res.on('end', () => resolveRequest({ status: res.statusCode, headers: res.headers, body: Buffer.concat(chunks) }));
+      res.on('error', reject);
+    });
+    req.on('error', reject);
+    req.end(body === undefined ? undefined : JSON.stringify(body));
+  });
+}
+async function fixture(options, run) {
+  const upstreamRequests = [], events = [];
+  const auditDirectory = await mkdtemp(join(tmpdir(), 'mosaic-research-compat-'));
+  const upstream = http.createServer(async (req, res) => {
+    const chunks = [];
+    for await (const chunk of req) chunks.push(chunk);
+    upstreamRequests.push({ path: req.url, headers: req.headers, body: chunks.length ? JSON.parse(Buffer.concat(chunks)) : null });
+    if (options.handler) return options.handler(req, res);
+    const response = options.response || frames('{"query":"MOSAIC-KB page 2"}');
+    res.writeHead(options.status || 200, { 'Content-Type': 'text/event-stream', ...options.headers });
+    if (options.fragment) {
+      for (const byte of response) res.write(Buffer.from([byte]));
+      res.end();
+    } else res.end(response);
+  });
+  await new Promise(resolveListen => upstream.listen(0, '127.0.0.1', resolveListen));
+  const proxy = createCompatibilityServer({ upstreamBaseUrl: `http://127.0.0.1:${upstream.address().port}/v1`, researchToolCalls: options.enabled !== false, auditDirectory: options.audit ? auditDirectory : '', log: value => events.push(value), ...options.server });
+  await new Promise(resolveListen => proxy.listen(0, '127.0.0.1', resolveListen));
+  try {
+    await run(`http://127.0.0.1:${proxy.address().port}`, upstreamRequests, auditDirectory, events);
+  } finally {
+    upstream.closeAllConnections(); proxy.closeAllConnections();
+    await Promise.all([new Promise(resolveClose => upstream.close(resolveClose)), new Promise(resolveClose => proxy.close(resolveClose))]);
+    await rm(auditDirectory, { recursive: true });
+  }
+}
+
+test('disabled research compatibility preserves the existing no-reasoning contract and raw reply', async () => {
+  const raw = frames('{"query":"plain unexecuted text"}');
+  await fixture({ enabled: false, response: raw, audit: true }, async (base, requests, directory) => {
+    const body = input();
+    const result = await request(base, body);
+    assert.deepEqual(result.body, raw);
+    assert.deepEqual(requests[0].body, { ...body, reasoning_effort: 'none' });
+    assert.deepEqual(await readdir(directory), []);
+  });
+});
+
+test('normalizes only complete named query arguments and retains the full original audit', async () => {
+  const argumentsText = JSON.stringify({ query: '完整检索内容。'.repeat(1000) }, null, 2);
+  const raw = frames(argumentsText);
+  await fixture({ response: raw, audit: true, fragment: true }, async (base, requests, directory, events) => {
+    const body = input();body.chat_template_kwargs = { custom_setting: 'retained' };
+    const result = await request(base, body);
+    assert.equal(result.status, 200);
+    const call = returnedCall(result.body);
+    assert.equal(call.function.name, 'opensearch_search');
+    assert.equal(call.function.arguments, argumentsText);
+    assert.deepEqual(requests[0].body.chat_template_kwargs, { custom_setting: 'retained', enable_thinking: false });
+    assert.deepEqual(requests[0].body.tool_choice, { type: 'function', function: { name: 'opensearch_search' } });
+    assert.deepEqual(requests[0].body.messages, body.messages);
+    const files = await readdir(directory);assert.equal(files.length, 1);
+    const audit = JSON.parse(await readFile(join(directory, files[0]), 'utf8'));
+    assert.deepEqual(Buffer.from(audit.upstreamResponseBase64, 'base64'), raw);
+    assert.deepEqual(Buffer.from(audit.returnedResponseBase64, 'base64'), result.body);
+    assert.deepEqual(JSON.parse(Buffer.from(audit.originalRequestBase64, 'base64')), body);
+    assert.equal(audit.normalizationPerformed, true);
+    assert.equal(audit.upstreamResponseComplete, true);
+    assert.ok(!JSON.stringify(audit).includes('never-record-this-auth-value'));
+    assert.equal(events[0].toolCallId, call.id);
+  });
+});
+
+test('already structured named calls pass through byte for byte', async () => {
+  const raw = frames('', { calls: [{ index: 0, id: 'call_actual_provider', type: 'function', function: { name: 'opensearch_search', arguments: '{"query":"actual query"}' } }], finish: 'tool_calls' });
+  await fixture({ response: raw }, async (base, _requests, _directory, events) => {
+    const result = await request(base, input());assert.deepEqual(result.body, raw);assert.deepEqual(events, []);
+  });
+});
+
+for (const [name, modify] of [
+  ['explicit none', body => { body.tool_choice = 'none'; }],
+  ['another named tool', body => { body.tool_choice = { type: 'function', function: { name: 'task' } }; }],
+  ['post-search synthesis', body => { body.messages.push({ role: 'tool', tool_call_id: 'actual', content: 'Full retrieved document content.' }); }],
+  ['subagent without task', body => { body.tools = [search]; }],
+  ['unrelated OpenClaw tools', body => { body.tools = [task]; }],
+  ['multiple requested choices', body => { body.n = 2; }],
+  ['a different search schema', body => { body.tools = [{ ...search, function: { ...search.function, parameters: { ...search.function.parameters, required: ['query', 'collection'] } } }, task]; }],
+]) {
+  test(`${name} is forwarded without a forced search or response rewrite`, async () => {
+    const raw = frames('A complete ordinary response.');
+    await fixture({ response: raw }, async (base, requests) => {
+      const body = input();modify(body);
+      const result = await request(base, body);assert.deepEqual(result.body, raw);
+      assert.deepEqual(requests[0].body, { ...body, reasoning_effort: 'none' });
+    });
+  });
+}
+
+test('nonstream callers receive real tool arguments and complete provider usage', async () => {
+  const usage = { prompt_tokens: 17, completion_tokens: 8, total_tokens: 25, completion_tokens_details: { reasoning_tokens: 0 } };
+  await fixture({ response: frames('{"query":"indexed doc"}', { usage }) }, async (base, requests) => {
+    const body = input();body.stream = false;
+    const result = await request(base, body);const value = JSON.parse(result.body);
+    assert.equal(value.object, 'chat.completion');assert.deepEqual(value.usage, usage);
+    assert.equal(value.choices[0].message.tool_calls[0].function.arguments, '{"query":"indexed doc"}');
+    assert.equal(requests[0].body.stream, true);assert.equal(requests[0].body.stream_options.include_usage, true);
+  });
+});
+
+for (const [encoding, compress] of [['gzip', gzipSync], ['deflate', deflateSync], ['br', brotliCompressSync]]) {
+  test(`handles complete ${encoding} upstream frames`, async () => {
+    await fixture({ response: compress(frames('{"query":"GPU 文档"}')), headers: { 'Content-Encoding': encoding } }, async base => {
+      const result = await request(base, input());assert.equal(result.status, 200);
+      assert.deepEqual(JSON.parse(returnedCall(result.body).function.arguments), { query: 'GPU 文档' });
+      assert.equal(result.headers['content-encoding'], undefined);
+    });
+  });
+}
+
+for (const content of ['I will search. {"query":"a"}', '{"query":', '{"query":""}', '{"query":123}', '{}', '[]', '{"query":"a","unexpected":"b"}']) {
+  test(`rejects unsupported arguments without inventing a call: ${content}`, async () => {
+    const raw = frames(content);
+    await fixture({ response: raw, audit: true }, async (base, _requests, directory) => {
+      const result = await request(base, input());assert.equal(result.status, 502);
+      assert.ok(!result.body.toString().includes('call_research_'));
+      const files = await readdir(directory);assert.equal(files.length, 1);
+      const audit = JSON.parse(await readFile(join(directory, files[0]), 'utf8'));
+      assert.deepEqual(Buffer.from(audit.upstreamResponseBase64, 'base64'), raw);
+      assert.equal(audit.returnedSuccess, false);
+    });
+  });
+}
+
+for (const [name, options] of [['missing terminator', { done: false }], ['token exhaustion', { finish: 'length' }], ['filtered output', { finish: 'content_filter' }]]) {
+  test(`${name} cannot become a successful tool call`, async () => {
+    await fixture({ response: frames('{"query":"valid but incomplete generation"}', options) }, async base => {
+      assert.equal((await request(base, input())).status, 502);
+    });
+  });
+}
+
+test('upstream failures preserve their status and complete body', async () => {
+  const body = Buffer.from('{"error":{"message":"upstream denied"}}');
+  await fixture({ status: 401, response: body, headers: { 'Content-Type': 'application/json' } }, async base => {
+    const result = await request(base, input());assert.equal(result.status, 401);assert.deepEqual(result.body, body);
+  });
+});
+
+test('unexpected tools cannot replace the explicitly selected read-only search', async () => {
+  const raw = frames('', { calls: [{ index: 0, id: 'wrong', type: 'function', function: { name: 'task', arguments: '{}' } }], finish: 'tool_calls' });
+  await fixture({ response: raw }, async base => { assert.equal((await request(base, input())).status, 502); });
+});
+
+test('oversized buffered responses fail instead of truncating arguments', async () => {
+  await fixture({ response: frames(JSON.stringify({ query: 'a'.repeat(4096) })), server: { maxBufferedBytes: 1024 } }, async base => {
+    assert.equal((await request(base, input())).status, 502);
+  });
+});
+
+test('an upstream timeout returns an error rather than a fabricated tool result', async () => {
+  await fixture({ server: { timeoutMs: 25 }, handler: (_req, res) => { setTimeout(() => { if (!res.destroyed) res.end('late'); }, 100); } }, async base => {
+    assert.equal((await request(base, input())).status, 502);
+  });
+});
+
+test('health does not call the model or create an audit', async () => {
+  await fixture({ audit: true }, async (base, requests, directory) => {
+    const result = await request(base, undefined, '/health');assert.equal(result.status, 200);assert.equal(result.body.toString(), 'ok');
+    assert.deepEqual(requests, []);assert.deepEqual(await readdir(directory), []);
+  });
+});
+
+test('the CLI starts through a ConfigMap-style symbolic link', { timeout: 10000 }, async () => {
+  const directory = await mkdtemp(join(tmpdir(), 'mosaic-research-entrypoint-'));
+  const link = join(directory, 'server.mjs');
+  await symlink(fileURLToPath(new URL('../files/llm-compat-server.mjs', import.meta.url)), link);
+  const reserve = http.createServer();
+  await new Promise(resolveListen => reserve.listen(0, '127.0.0.1', resolveListen));
+  const port = reserve.address().port;
+  await new Promise(resolveClose => reserve.close(resolveClose));
+  const child = spawn(process.execPath, [link], { env: { ...process.env, PORT: String(port), UPSTREAM_BASE_URL: 'http://127.0.0.1:1/v1', RESEARCH_TOOL_CALLS_ENABLED: 'true' }, stdio: ['ignore', 'pipe', 'pipe'] });
+  const closed = once(child, 'close');
+  let stderr = '';
+  child.stderr.on('data', chunk => { stderr += chunk; });
+  try {
+    let result;
+    for (let attempt = 0; attempt < 100; attempt++) {
+      assert.equal(child.exitCode, null, stderr || 'CLI exited before listening');
+      try { result = await request(`http://127.0.0.1:${port}`, undefined, '/health'); break; }
+      catch { await delay(25); }
+    }
+    assert.equal(result?.status, 200, stderr || 'CLI did not listen');
+    assert.equal(result.body.toString(), 'ok');
+  } finally {
+    if (child.exitCode === null) child.kill('SIGTERM');
+    await closed;
+    await rm(directory, { recursive: true });
+  }
+});
diff --git a/helm/mosaic-stack/values.yaml b/helm/mosaic-stack/values.yaml
index d1d0c328..a2fe067b 100644
--- a/helm/mosaic-stack/values.yaml
+++ b/helm/mosaic-stack/values.yaml
@@ -126,6 +126,11 @@ llm:
     enabled: true
     name: llm-openai-compat
     port: 8000
+    researchToolCalls:
+      # Opt in only for affected research backends returning named arguments as text.
+      enabled: false
+      # Temporary full body traces contain private prompts; export before Pod replacement.
+      auditEnabled: false
   external:
     baseUrl: ""
     model: ""
diff --git a/tests/docs/install-builder.test.mjs b/tests/docs/install-builder.test.mjs
index 3ba30798..5dd25f41 100644
--- a/tests/docs/install-builder.test.mjs
+++ b/tests/docs/install-builder.test.mjs
@@ -24,6 +24,7 @@ const example = {inference:'external', baseUrl:'https://inference.example.com/v1
 for (const state of [
   {modules:[]}, {modules:['terminal']}, {modules:['slurm']}, {modules:['slurm'], slurmBackend:'vanilla'},
   {modules:['bcm'],redfish:true},
+  {modules:['research'],researchToolCalls:true},
   {modules:['kubernetes','prometheus','alertmanager','loki','grafana','bcm','slurm','diagnostics','research','terminal','edit','clusters']},
   {inference:'super',modules:['terminal']}, {inference:'ultra',modules:['grafana']},
 ]) test(`generated selection renders in Helm: ${JSON.stringify(state)}`, () => {
@@ -50,6 +51,16 @@ test('Redfish is opt-in and requires BCM, including when BCM is selected by a de
     assert.ok(args.includes(`modules.bcm.redfish.enabled=${expected}`));
   }
 });
+test('search compatibility is opt-in, requires Research, and does not enable request tracing', () => {
+  for (const [selected, researchToolCalls, expected] of [
+    [['research'], true, true], [['research'], false, false], [[], true, false],
+  ]) {
+    const args = argumentsFor({...example, modules:selected, researchToolCalls});
+    assert.ok(args.includes(`llm.requestCompatibility.researchToolCalls.enabled=${expected}`));
+    assert.equal(args.includes('llm.requestCompatibility.enabled=true'), expected);
+    assert.ok(!args.includes('llm.requestCompatibility.researchToolCalls.auditEnabled=true'));
+  }
+});
 test('shell metacharacters remain literal arguments and Helm list separators are escaped', () => {
   for(const model of ["quoted' name,revision", 'model $(printf unsafe); $HOME']) {
     const args=argumentsFor({...example,modules:[],model});