volcengine · ZaynJarvis · Aug 5, 2026 · Jul 27, 2026 · Jul 29, 2026 · Jul 31, 2026
diff --git a/.github/workflows/pr.yml b/.github/workflows/pr.yml
@@ -37,6 +37,7 @@ jobs:
             examples/codex-memory-plugin/scripts/ov-credentials.test.mjs \
             examples/codex-memory-plugin/scripts/recall-compressor-profile.test.mjs \
             examples/codex-memory-plugin/scripts/auto-recall.test.mjs \
+            examples/codex-memory-plugin/scripts/session-start-commit.test.mjs \
             examples/claude-code-memory-plugin/scripts/marketplace.test.mjs \
             examples/claude-code-memory-plugin/scripts/skill-experience.test.mjs \
             examples/claude-code-memory-plugin/scripts/uri-guard.test.mjs \

diff --git a/docs/en/agent-integrations/01-overview.md b/docs/en/agent-integrations/01-overview.md
@@ -22,3 +22,36 @@ OpenViking can act as the long-term memory and context backend for many agent ru
 ## Prerequisite for all integrations
 
 Every integration on this page connects to a running OpenViking server. If you don't have one yet, follow the [Quickstart Guide](../getting-started/02-quickstart.md). The default endpoint is `http://localhost:1933`; remote use requires an API key (see [Authentication](../guides/04-authentication.md)).
+
+## Low-latency recall
+
+Query expansion and recall-result compression are two independent, optional model calls. Disable both in the Agent plugin when response latency matters most; semantic retrieval, budgeting, tier degradation, and cross-turn dedup continue to work.
+
+The same environment variables apply to both the Claude Code and Codex memory plugins:
+
+```bash
+export OPENVIKING_RECALL_QUERY_EXPANSION=off
+export OPENVIKING_RECALL_COMPRESS=off
+```
+
+Both plugins have a local compression path, but expose it differently:
+
+- Claude Code defaults to `recallCompress=auto`: it prefers local `claude -p` (Sonnet with low effort) and falls back to an OpenViking server digest when the local CLI is unavailable. `client` forces local-only compression, while `server` forces server-only compression.
+- Codex calls local `codex exec` by default, trying `gpt-5.3-codex-spark` first and then `gpt-5.6-luna` with low effort. It does not enable server-side compression.
+
+The shared default is `recallCompress=auto`. `OPENVIKING_RECALL_COMPRESS=off` disables compression in both plugins; Codex interprets `auto` or `client` as enabling its local compressor. The old Claude Code variable `OPENVIKING_RECALL_REWRITE` remains supported for compatibility, but new configurations should use the unified name.
+
+The same settings can live in `~/.openviking/ovcli.conf`:
+
+```json
+{
+  "url": "https://openviking.example.com",
+  "api_key": "your-api-key",
+  "plugin": {
+    "recallQueryExpansion": "off",
+    "recallCompress": "off"
+  }
+}
+```
+
+Environment variables take precedence over `ovcli.conf`. Restart the Agent after changing these settings so its hook processes reload the configuration. These are plugin-client settings; the server's `ov.conf` does not need to change.
diff --git a/docs/en/agent-integrations/02-claude-code.md b/docs/en/agent-integrations/02-claude-code.md
@@ -88,6 +88,8 @@ Configuration priority: Environment variables > `ovcli.conf` > `ov.conf` > Built
 | `OPENVIKING_MEMORY_ENABLED` | (auto) | Force on/off |
 | `OPENVIKING_DEBUG` | `false` | Write logs to `~/.openviking/logs/cc-hooks.log` |
 
+If recall latency matters most, see [Low-latency recall](./01-overview.md#low-latency-recall) for the environment-variable and `ovcli.conf` settings that disable query expansion and result compression.
+
 For multi-tenant deployments, configure `OPENVIKING_ACCOUNT` and `OPENVIKING_USER`. The complete list of environment variables is available in the [plugin README](https://github.com/volcengine/OpenViking/blob/main/examples/claude-code-memory-plugin/README.md#configuration).
 
 </details>

diff --git a/docs/en/agent-integrations/04-codex.md b/docs/en/agent-integrations/04-codex.md
@@ -1,6 +1,6 @@
 # Codex Memory Plugin
 
-Equip [Codex](https://developers.openai.com/codex) with persistent memory across sessions. Install it once, and memories will be automatically recalled with every prompt, captured after each turn, and committed before compaction. The plugin also connects Codex to OpenViking's `/mcp` endpoint, enabling the model to call tools such as `find`, `search`, `recall`, and `remember` directly.
+Equip [Codex](https://developers.openai.com/codex) with persistent memory across sessions. Install it once, and your OpenViking profile and memory index are loaded at session start, relevant memories are recalled with every prompt, new turns are captured after each response, and sessions are committed before compaction. The plugin also connects Codex to OpenViking's `/mcp` endpoint, enabling the model to call tools such as `find`, `search`, `recall`, and `remember` directly.
 
 Source: [examples/codex-memory-plugin](https://github.com/volcengine/OpenViking/tree/main/examples/codex-memory-plugin) | [Blog: Motivation & demo](https://blog.openviking.ai/post/openviking-coding-agent/)
 
@@ -44,11 +44,11 @@ Prerequisites: Node.js >= 22, Codex >= 0.130.0, and the `plugin_hooks` feature e
 
 ## Verify
 
-Launch `codex`; the plugin should seamlessly recall memories on every prompt. Set `OPENVIKING_DEBUG=1` to write events to `~/.openviking/logs/codex-hooks.log`.
+Launch `codex`; on the first prompt of a session, the `SessionStart` hook should load your profile, and the plugin should then recall relevant memories for every prompt. Set `OPENVIKING_DEBUG=1` to write events to `~/.openviking/logs/codex-hooks.log`.
 
 ## How it works
 
-The plugin integrates with Codex's lifecycle by hooking into key events. It searches OpenViking and injects relevant memories before every prompt (`UserPromptSubmit`), appends new turns to the session after each response (`Stop`), and commits the full transcript before compaction (`PreCompact`) to ensure memory extraction processes the entire conversation. Upon starting a fresh session, it also cleans up any orphaned sessions from previous runs.
+The plugin integrates with Codex's lifecycle by hooking into key events. On `SessionStart` (`startup`, `clear`, or `resume`), it injects `profile.md` plus URI and abstract indexes for `preferences/` and `entities/` through the same shared, CJK-aware profile builder used by the other coding-agent integrations. It then searches OpenViking and injects relevant memories before every prompt (`UserPromptSubmit`), appends new turns to the session after each response (`Stop`), and commits the full transcript before compaction (`PreCompact`) to ensure memory extraction processes the entire conversation. Upon starting a fresh session, it also cleans up any orphaned sessions from previous runs. A resumed session may combine the fixed profile block with its latest archive digest.
 
 > **Known limitation**: Codex does not fire a hook upon `SIGTERM`, `Ctrl+C`, or `/exit`. Orphaned sessions are recovered during the next `SessionStart` via the idle-TTL sweep (30 minutes) or the active-window heuristic.
 
@@ -63,10 +63,14 @@ Credential source: active `ovcli.conf` wins by default (`OPENVIKING_CLI_CONFIG_F
 | `OPENVIKING_API_KEY` | — | API key (sent as `Authorization: Bearer`) |
 | `OPENVIKING_CLI_CONFIG_FILE` | `~/.openviking/ovcli.conf` | Active CLI config to use for hooks, MCP, and child `ov` commands |
 | `OPENVIKING_CREDENTIAL_SOURCE` | `auto` | Set `env` to force env-var credentials instead of active ovcli config |
+| `OPENVIKING_NO_AUTO_INJECT` | `false` | Disable fixed session-start profile/background injection without disabling per-prompt recall |
+| `OPENVIKING_PROFILE_TOKEN_BUDGET` | `10000` | CJK-aware token budget for `profile.md` plus `preferences/` and `entities/` indexes |
 | `OPENVIKING_CODEX_ACTIVE_WINDOW_MS` | `120000` | SessionStart active-window threshold |
 | `OPENVIKING_CODEX_IDLE_TTL_MS` | `1800000` | SessionStart idle-TTL sweep threshold |
 | `OPENVIKING_DEBUG` | `false` | Write logs to `~/.openviking/logs/codex-hooks.log` |
 
+If recall latency matters most, see [Low-latency recall](./01-overview.md#low-latency-recall) for the environment-variable and `ovcli.conf` settings that disable query expansion and Codex's local result compression.
+
 Additional tuning options (e.g., `OPENVIKING_RECALL_LIMIT`, `OPENVIKING_CAPTURE_ASSISTANT_TURNS`) are documented in the [plugin README](https://github.com/volcengine/OpenViking/blob/main/examples/codex-memory-plugin/README.md#tuning-the-plugin).
 
 </details>

diff --git a/docs/en/api/01-overview.md b/docs/en/api/01-overview.md
@@ -469,14 +469,14 @@ This catalog follows the routes actually mounted by the server. Each group headi
 | POST | `/api/v1/sessions/{session_id}/messages` | Add one message |
 | POST | `/api/v1/sessions/{session_id}/messages/batch` | Add messages in a batch |
 | POST | `/api/v1/sessions/{session_id}/used` | Record context or skills actually used |
-| POST | `/api/v1/search/recall` | Recall memory as injection-ready context |
+| POST | `/api/v1/search/recall` | Deprecated: thin preset over `/search` `mode="context"` |
 
 ### [Retrieval](06-retrieval.md), [Code Retrieval](21-code.md), and [Relations](13-relations.md)
 
 | Method | Path | Description |
 |--------|------|-------------|
 | POST | `/api/v1/search/find` | Semantic search |
-| POST | `/api/v1/search/search` | Context-aware search |
+| POST | `/api/v1/search/search` | Context-aware search; `mode="context"` returns assembled, injection-ready context |
 | POST | `/api/v1/search/grep` | Content pattern search |
 | POST | `/api/v1/search/glob` | File pattern matching |
 | POST | `/api/v1/code/outline` | Extract code structure |

diff --git a/docs/en/api/06-retrieval.md b/docs/en/api/06-retrieval.md
@@ -593,6 +593,171 @@ openviking search "similar poster" --image ./poster.png --uri "viking://resource
 
 ---
 
+### search(mode="context")
+
+Assemble retrieval results into an injection-ready context block. `mode="list"` (the default) returns the ranked hit list and behaves exactly like the previous `search()`; `mode="context"` opens the assembly face: budgeting, tier degradation, cross-turn dedup and the optional LLM digest all happen server-side in one request.
+
+#### 1. Implementation Overview
+
+Injecting context every turn used to mean searching per type, reading each hit back, and stitching the block together client-side. With assembly on the server, a plugin sends one request and every harness shares one budgeting, degradation and dedup implementation.
+
+**Pipeline**:
+1. **L1 query understanding**: optional bounded intent expansion from the session's recent messages (at most 3 queries, timeout fuse, falls back to the original query)
+2. **L0 retrieval**: bucketed per `quotas`, or a single whole-scope search when quotas are off
+3. **L2 assembly**: tier filling inside the token budget (everyone at their category's default tier first, then leftover budget deepens in score order); an oversized tier falls back instead of being truncated
+4. **L3 rewrite**: optional digest with URI citations (timeout fuse; on failure the unrewritten `rendered` is still returned)
+
+**Code entry points**:
+- `openviking/server/routers/search.py:_search_context()` - HTTP route branch
+- `openviking/retrieve/context_assembler/pipeline.py:assemble_context()` - assembly orchestration
+- `openviking/retrieve/context_assembler/budget.py:plan_entries()` - budgeting and tier filling
+- `openviking/retrieve/context_assembler/tiers.py` - overview extraction per source type
+
+#### 2. Parameters
+
+**L0 retrieval domain**: `query`, `image_url`, `context_type`, `limit`, `score_threshold`, `filter`, `tags`, `since`/`until` behave as in list mode. `target_uri` is not supported in context mode yet (returns 400); `level` is ignored because `detail` governs tiers.
+
+**L1 query understanding**
+
+| Parameter | Type | Default | Description |
+|-----------|------|---------|-------------|
+| `session_id` | str | None | Required to enable query expansion and server-side dedup |
+| `query_expansion` | `off` \| `auto` | `auto` | Bounded session-aware expansion; falls back to the original query without a session or on failure |
+
+**L2 assembly**
+
+| Parameter | Type | Default | Description |
+|-----------|------|---------|-------------|
+| `max_tokens` | int | 1600 | The single budget parameter, estimated with a CJK-aware heuristic (codepoint ≥ 0x3000 counts 1.5 tok/char, otherwise chars/4) |
+| `quotas` | object | None | Bucketed sampling; keys are `events`/`entities`/`preferences`/`experiences`/`resources`/`skills`. `limit` is ignored once active |
+| `purpose` | `chat` \| `coding` | None | Preset bucket ratios; applies only when `quotas` is not given |
+| `detail` | `abstract` \| `overview` \| `full` \| object | None | Pins every entry to one tier. Omitted, each category takes its default tier (below). Also accepts a per-category object such as `{"events":"overview","preferences":"abstract"}`; categories left out keep their default. `"auto"` is a deprecated spelling and behaves as if omitted |
+| `dedup_turns` | int | 0 | Cooldown window in turns; needs `session_id`. Ledger lives at `{session_uri}/.recall_log.json` |
+| `exclude_uris` | string[] | [] | Stateless dedup fallback, up to 200 entries, unioned with `dedup_turns` |
+| `peer_scope` | `actor` \| `all` | `all` | `actor` searches only the current actor peer |
+| `other_peer_penalty` | number \| object | per-category defaults | Score penalty applied to other-peer hits |
+
+**L3 rewrite**
+
+| Parameter | Type | Default | Description |
+|-----------|------|---------|-------------|
+| `rewrite` | bool \| `auto` | `false` | Server-side digest rewrite; `auto` engages only when a query_planner model is configured |
+| `rewrite_max_bullets` | int | 6 | Digest bullet ceiling (1–20) |
+
+**Tier rules**
+
+- **Default tier per category**: with `detail` omitted, each category lands on the tier below. Only `events` reads a file; every other category costs no read
+
+  | Category | Default tier | Leftover budget may reach | Why |
+  |----------|--------------|---------------------------|-----|
+  | `events` | overview | full | The one memory type whose body is long enough for `# Summary` extraction to be a real compression |
+  | `entities` / `preferences` / `experiences` | abstract | abstract | Short bodies, and the writer stores the whole body in the abstract scalar, so abstract already is the complete file |
+  | `resources` / `skills` | abstract | abstract | The 256-char abstract from semantic processing; bodies can be large or carry credentials, so deepening is opt-in |
+  | Directory hits | overview | overview | A directory has no abstract, so it reads the `.overview.md` sidecar; a full tier is meaningless for a subtree |
+
+- **Floor**: every result carries at least its `uri`. When a category's default tier yields nothing usable — a resource that never went through semantic processing, or an abstract that busts the per-entry cap — the entry falls back to overview instead of degrading to a bare pointer
+- **Explicit `detail`**: pins every entry to that tier as both start and ceiling; entries that do not fit still step down a tier rather than being truncated
+- **Overview by source type**: memory files use the leading `# Summary` section, code files use class and function signatures (reusing `code_outline`), long documents use the heading tree plus first paragraph
+- **Per-entry cap**: `max_tokens ÷ candidate_count × 2`, applied to every tier except the bare `uri`; a tier exceeding it falls back to the previous tier rather than being truncated. If budget is still left over, one final deepening pass ignores the cap and is bounded only by `max_tokens`
+
+#### 3. Examples
+
+**HTTP API**
+
+```bash
+# Basic context assembly
+curl -X POST http://localhost:1933/api/v1/search/search \
+  -H "Content-Type: application/json" \
+  -H "Authorization: Bearer $OPENVIKING_API_KEY" \
+  -d '{"query":"what changed on this branch","mode":"context","max_tokens":1600}'
+
+# Session-aware: query expansion plus cross-turn dedup
+curl -X POST http://localhost:1933/api/v1/search/search \
+  -H "Content-Type: application/json" \
+  -H "Authorization: Bearer $OPENVIKING_API_KEY" \
+  -d '{
+    "query":"continue that refactor",
+    "mode":"context",
+    "session_id":"cc-1a2b3c",
+    "query_expansion":"auto",
+    "dedup_turns":5,
+    "purpose":"coding",
+    "max_tokens":3000
+  }'
+
+# With the server-side digest rewrite
+curl -X POST http://localhost:1933/api/v1/search/search \
+  -H "Content-Type: application/json" \
+  -H "Authorization: Bearer $OPENVIKING_API_KEY" \
+  -d '{"query":"tier design","mode":"context","max_tokens":3000,"rewrite":true}'
+```
+
+**Response**
+
+```json
+{
+  "status": "ok",
+  "result": {
+    "entries": [
+      {
+        "uri": "viking://user/default/memories/events/2026/07/14/tier_design.md",
+        "category": "events",
+        "score": 0.45,
+        "detail": "full",
+        "text": "# Summary\nTiers now take a per-category default\n...",
+        "origin": "self"
+      },
+      {
+        "uri": "viking://user/default/memories/entities/software/openviking_fs.md",
+        "category": "entities",
+        "score": 0.43,
+        "detail": "abstract",
+        "text": "OpenViking FS storage layer...",
+        "origin": "self"
+      }
+    ],
+    "rendered": "<memory uri=\"viking://user/default/memories/events/2026/07/14/tier_design.md\" type=\"events\" score=\"0.45\" detail=\"full\">\n# Summary\n...\n</memory>",
+    "digest": "",
+    "stats": {
+      "candidates": 13,
+      "returned": 13,
+      "dropped": 0,
+      "deduped": 0,
+      "max_tokens": 3000,
+      "used_tokens": 2510,
+      "per_entry_cap": 462,
+      "detail": null,
+      "tier_counts": {"full": 4, "overview": 2, "abstract": 7},
+      "fill": {"floor_tokens": 1890, "overview_upgrades": 0, "full_upgrades": 4, "spare_upgrades": 0},
+      "query_expansion": "used",
+      "rewrite": "off",
+      "rewrite_usage": null,
+      "excluded": 0,
+      "dedup": {"turns": 5, "status": "ok", "cooled": 2, "turn": 34}
+    }
+  }
+}
+```
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `entries[].uri` | string | Entry URI, always present at every tier, expandable with the MCP `read` tool |
+| `entries[].category` | string | `events`/`entities`/`preferences`/`experiences`/`resources`/`skills` |
+| `entries[].detail` | string | Tier actually served: `full`, `overview`, `abstract` or `uri` |
+| `entries[].text` | string | Body for that tier; empty at the `uri` tier |
+| `rendered` | string | Flat XML context block, ready to inject |
+| `digest` | string | Digest when the rewrite succeeded, empty string otherwise |
+| `stats` | object | Budget usage, tier distribution, expansion and rewrite status, dedup ledger state; carries `retrieval_errors` when a retrieval scope failed, so a broken index is distinguishable from having no relevant memories |
+
+**Validation rules**
+
+- Any context-only parameter sent explicitly under `mode="list"` → 400
+- `target_uri` under `mode="context"` → 400
+- Unknown `quotas` key → 400
+- Fields ignored in context mode (`level`, and `limit` once quotas are active) are reported in `stats.ignored`
+
+---
+
 ### grep()
 
 Search content by pattern (regex).