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Review cleanup: fix stale tool references, update docs, add README

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- Remove unused src/context/notify.ts (never wired up)
- Fix format.ts/search.ts: update memory_messages references to router pattern
- Update AGENTS.md: reflect current state, add recommended consumer additions
- Update docs/architecture.md: match router pattern, remove stale phases
- Add README.md: problem/solution, install, tools, agent guidance
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glm-5.1
2026-04-21 12:41:14 +00:00
parent 97a472c5f8
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69
AGENTS.md
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@@ -38,13 +38,12 @@ bun run test # bun test
``` ```
src/ src/
├── index.ts # Plugin entry: hooks + tool registration ├── index.ts # Plugin entry: hooks + tool registration
├── tools.ts # Tool definitions (memory_*) ├── tools.ts # Tool definitions (memory router + memory_compact)
├── context/ ├── context/
│ ├── tracker.ts # SSE token tracking (per-session context usage) │ ├── tracker.ts # SSE token tracking (per-session context usage)
│ ├── thresholds.ts # Threshold constants + ContextStatus type (single source of truth) │ └── thresholds.ts # Threshold constants + ContextStatus type (single source of truth)
│ └── notify.ts # Context notification formatting
├── history/ ├── history/
│ ├── queries.ts # bun:sqlite read-only query helper (all DB access goes here) │ ├── queries.ts # bun:sqlite read-only query helper (lazy singleton)
│ ├── format.ts # Markdown rendering for session/message output │ ├── format.ts # Markdown rendering for session/message output
│ └── search.ts # LIKE-based full-text search across conversations │ └── search.ts # LIKE-based full-text search across conversations
└── compaction/ └── compaction/
@@ -77,7 +76,7 @@ The `memory` tool dispatches to internal handlers by `tool` name, keeping the ag
| sessions | List recent sessions, optionally filtered by project | limit, projectPath | | sessions | List recent sessions, optionally filtered by project | limit, projectPath |
| messages | Read messages from a specific session | sessionId, limit | | messages | Read messages from a specific session | sessionId, limit |
| search | Text search across all conversations (LIKE-based) | query, limit | | search | Text search across all conversations (LIKE-based) | query, limit |
| compactions | List/read compaction checkpoints for a session | sessionId, read | | compactions | List/read compaction checkpoints for a session | sessionId, read (1-based index) |
| context | Current context window usage (% , tokens, model, status) | — | | context | Current context window usage (% , tokens, model, status) | — |
| plans | List or read saved plan files | read (filename) | | plans | List or read saved plan files | read (filename) |
@@ -116,12 +115,14 @@ When compaction occurs, OpenCode creates:
2. `message.data.summary = {diffs: [...]}` on the compaction message 2. `message.data.summary = {diffs: [...]}` on the compaction message
3. The assistant message immediately after contains the actual summary text in a `text`-type part 3. The assistant message immediately after contains the actual summary text in a `text`-type part
The `memory_compactions` tool queries for `compaction`-type parts and retrieves the adjacent summary text, presenting them as navigable checkpoints. The `compactions` operation queries for `compaction`-type parts and retrieves the adjacent summary text, presenting them as navigable checkpoints.
### Write Operations ### Write Operations
All write operations (compaction triggering) go through the OpenCode client SDK (`ctx.client.session.summarize`). The plugin never writes to the database or any OpenCode files. All write operations (compaction triggering) go through the OpenCode client SDK (`ctx.client.session.summarize`). The plugin never writes to the database or any OpenCode files.
**`memory_compact` must NOT await `ctx.client.session.summarize()`** — it returns immediately and schedules via `setTimeout(() => { ... }, 0)` because compaction cannot start until the tool returns control to the event loop.
## Key Conventions ## Key Conventions
- No comments unless requested - No comments unless requested
@@ -140,25 +141,51 @@ All write operations (compaction triggering) go through the OpenCode client SDK
- Both implement `experimental.session.compacting` — open-memory's version is more detailed - Both implement `experimental.session.compacting` — open-memory's version is more detailed
- Can be used together or independently - Can be used together or independently
## Implementation Phases ## Recommended AGENTS.md Additions for Consumers
### Phase 1: Foundation (current) When using this plugin in an OpenCode project, consider adding these lines to your project's `AGENTS.md` so that agents know about and can effectively use the memory tools:
- Plugin scaffolding, build, basic hooks
- Compaction prompt, context tool, history tools
- `bun:sqlite` read-only queries
### Phase 2: Context Awareness ```markdown
- SSE token tracker (implemented, needs field testing) ## Memory Tools (via @alkdev/open-memory plugin)
- Proactive system prompt injection
- `memory_compact` tool
### Phase 3: History Browser Enhancements You have access to two tools for managing your context and accessing session history:
- FTS5 virtual table support (if available)
- Better search (stemming, ranking) ### memory({tool: "...", args: {...}})
Read-only tool for introspecting your session history and context state. Available operations:
- `memory({tool: "help"})` — full reference with examples
- `memory({tool: "summary"})` — quick counts of projects, sessions, messages, todos
- `memory({tool: "sessions"})` — list recent sessions (useful for finding past work)
- `memory({tool: "messages", args: {sessionId: "..."}})` — read a session's conversation
- `memory({tool: "search", args: {query: "..."}})` — search across all conversations
- `memory({tool: "compactions", args: {sessionId: "..."}})` — view compaction checkpoints
- `memory({tool: "context"})` — check your current context window usage
### memory_compact()
Trigger compaction on the current session. This summarizes the conversation so far to free context space.
**When to use memory_compact:**
- When context is above 80% (check with `memory({tool: "context"})`)
- When you notice you're losing track of earlier conversation details
- At natural breakpoints in multi-step tasks (after completing a subtask, before starting a new one)
- When the system prompt shows a yellow/red/critical context warning
- Proactively, rather than waiting for automatic compaction at 92%
**When NOT to use memory_compact:**
- When context is below 50% (it wastes a compaction cycle)
- In the middle of a complex edit that you need immediate context for
- When the task is nearly complete (just finish the task instead)
Compaction preserves your most important context in a structured summary — you will continue the session with the summary as your starting point.
```
## Roadmap
### Future improvements
- FTS5 virtual table support for better search (stemming, ranking)
- Configurable thresholds via plugin config
- Session comparison tools - Session comparison tools
### Phase 4: Polish
- Configurable thresholds
- Export/import helpers - Export/import helpers
- Integration tests - Integration tests

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@@ -0,0 +1,120 @@
# @alkdev/open-memory
An [OpenCode](https://opencode.ai) plugin that gives agents access to their own session history, context window awareness, and compaction control.
## Why
OpenCode agents have three problems this plugin solves:
1. **Context blindness** — agents don't know how much of their context window is used until they hit the wall at ~92% and automatic compaction fires with no warning
2. **No history access** — agents can't look back at previous sessions, search past conversations, or read compaction checkpoints — the data exists in SQLite but there's no tool interface for it
3. **Disorienting compaction** — the default compaction prompt says "summarize for another agent" when it's the same agent continuing, losing task context at an unpredictable point
Open-memory fixes all three: agents get real-time context awareness injected into their system prompt, read-only tools for browsing session history, and control over *when* compaction happens with a prompt that preserves self-continuity.
## Install
```bash
bun add @alkdev/open-memory
```
Add to your `opencode.json`:
```json
{
"plugin": ["@alkdev/open-memory"]
}
```
## Tools
The plugin exposes exactly 2 tools to keep context bloat minimal:
### `memory`
Read-only router for all introspection operations. Call with `{tool: "<name>", args: {...}}`.
| Operation | Description |
|-----------|-------------|
| `memory({tool: "help"})` | Full reference with examples |
| `memory({tool: "summary"})` | Quick counts: projects, sessions, messages, todos |
| `memory({tool: "sessions"})` | List recent sessions (filterable by project) |
| `memory({tool: "messages", args: {sessionId: "..."}})` | Read a session's conversation |
| `memory({tool: "search", args: {query: "..."}})` | Search across all conversations |
| `memory({tool: "compactions", args: {sessionId: "..."}})` | View compaction checkpoints |
| `memory({tool: "context"})` | Current context window usage |
| `memory({tool: "plans"})` | List or read saved plan files |
### `memory_compact`
Trigger compaction on the current session. Summarizes the conversation to free context space. Use when context is getting high (80%+) to control *when* compaction happens, rather than waiting for automatic compaction at 92%.
The compaction prompt is rewritten to emphasize self-continuity — the agent summarizes for itself, not "for another agent" — using a structured template (Goal, Instructions, Discoveries, Accomplished, Relevant files, Notes).
## Context Awareness
The plugin injects context status into the agent's system prompt:
- **Green** (<70%): Healthy
- **Yellow** (70-85%): Advises considering compaction
- **Red** (85-92%): Strongly recommends compacting at next break
- **Critical** (>92%): Imminent automatic compaction
The agent always knows its context state without having to call a tool.
## Recommended AGENTS.md Additions
For agents to effectively use these tools, add guidance to your project's `AGENTS.md`:
```markdown
## Memory Tools (via @alkdev/open-memory plugin)
You have access to two tools for managing your context and accessing session history:
### memory({tool: "...", args: {...}})
Read-only tool for introspecting your session history and context state. Available operations:
- `memory({tool: "help"})` — full reference with examples
- `memory({tool: "summary"})` — quick counts of projects, sessions, messages, todos
- `memory({tool: "sessions"})` — list recent sessions (useful for finding past work)
- `memory({tool: "messages", args: {sessionId: "..."}})` — read a session's conversation
- `memory({tool: "search", args: {query: "..."}})` — search across all conversations
- `memory({tool: "compactions", args: {sessionId: "..."}})` — view compaction checkpoints
- `memory({tool: "context"})` — check your current context window usage
### memory_compact()
Trigger compaction on the current session. This summarizes the conversation so far to free context space.
**When to use memory_compact:**
- When context is above 80% (check with `memory({tool: "context"})`)
- When you notice you're losing track of earlier conversation details
- At natural breakpoints in multi-step tasks (after completing a subtask, before starting a new one)
- When the system prompt shows a yellow/red/critical context warning
- Proactively, rather than waiting for automatic compaction at 92%
**When NOT to use memory_compact:**
- When context is below 50% (it wastes a compaction cycle)
- In the middle of a complex edit that you need immediate context for
- When the task is nearly complete (just finish the task instead)
Compaction preserves your most important context in a structured summary — you will continue the session with the summary as your starting point.
```
## Development
```bash
bun install
bun run build # bun build + tsc declarations
bun run typecheck # tsc --noEmit
bun run lint # biome check
bun run test # bun test (16 tests)
```
## Architecture
See [`docs/architecture.md`](docs/architecture.md) for detailed design decisions and technical reference.
## License
Apache-2.0

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@@ -31,86 +31,104 @@ The core problem: OpenCode's automatic compaction fires at ~92% context usage wi
## Architecture ## Architecture
### Tool Design: Router Pattern
The plugin exposes exactly 2 tools to the agent:
| Tool | Type | Purpose |
|------|------|---------|
| `memory` | Read-only router | Dispatches to 8 internal operations by `{tool: "name", args: {...}}` |
| `memory_compact` | Mutation | Triggers compaction via `ctx.client.session.summarize()` |
**Why a router?** OpenCode has ~13.5k token baseline context bloat with just "hello world". Each tool definition adds its JSON schema to the system prompt. 8 separate tools = 8 schemas consuming context. By collapsing into a router, the agent sees only 2 tool definitions instead of 8, dramatically reducing context overhead.
This pattern is inspired by toolEnv's `/call` registry approach and is applicable to other plugins that expose many operations.
### Three Pillars ### Three Pillars
#### 1. Context Awareness #### 1. Context Awareness
**SSE-based token tracking** (same pattern as `open-coordinator`'s detection system): **SSE-based token tracking:**
- Subscribe to `ctx.client.global.event()` SSE stream - Subscribe to `message.updated` events via the `event` plugin hook
- Track `tokens.input` from `message.updated` events per session - Track `tokens.input` from assistant messages per session
- The `tokens.input` on the latest assistant message = current context size - The `tokens.input` on the latest assistant message = current context size
- Compare against model's `limit.context` to compute percentage used - Compare against model's `limit.context` to compute percentage used
- Model limits available from `ctx.client.config.get()` or provider info - Model limits available from `ctx.client.config.get()`
**Thresholds:** **Thresholds** (defined in `src/context/thresholds.ts` as the single source of truth):
- **Green** (<70%): Healthy, no action needed - **Green** (<70%): Healthy, no action needed
- **Yellow** (70-85%): Consider compacting at next break point - **Yellow** (70-85%): Consider compacting at next break point
- **Red** (85-92%): Strongly recommend compacting now - **Red** (85-92%): Strongly recommend compacting now
- **Critical** (>92%): Imminent automatic compaction - **Critical** (>92%): Imminent automatic compaction
**Proactive notification:** **Proactive notification:**
- Use `experimental.chat.system.transform` hook to inject context percentage into system prompt - `experimental.chat.system.transform` hook injects context percentage into system prompt
- Agent always knows its context status without calling a tool - Agent always knows its context status without calling a tool
- At yellow/red thresholds, inject an explicit advisory note - At yellow/red thresholds, injects an explicit advisory note
**Tool: `memory_context`**
- Returns current token usage, model context limit, percentage, and status
- Includes trend (growing fast vs. stable)
- Lists model info
#### 2. Compaction Management #### 2. Compaction Management
**`memory_compact` tool:** **`memory_compact` tool:**
- Calls `ctx.client.session.summarize()` to trigger compaction on the current session - Calls `ctx.client.session.summarize()` to trigger compaction on the current session
- Requires `providerID` and `modelID` — obtained from the session's last user message or config - Requires `providerID` and `modelID` — obtained from the session's last user message or context tracker
- **Must NOT await `summarize()`** — returns immediately, schedules via `setTimeout(0)` because compaction can't start until the tool returns control to the event loop
- Refuses to compact if context is below 50% (wastes a compaction cycle)
- This gives the agent explicit control over *when* compaction happens - This gives the agent explicit control over *when* compaction happens
**`experimental.session.compacting` hook:** **`experimental.session.compacting` hook:**
- Replaces the default "summarize for another agent" prompt - Replaces the default "summarize for another agent" prompt
- Better prompt emphasizes self-continuity, preserving task context, decisions, and next steps - Better prompt emphasizes self-continuity, preserving task context, decisions, and next steps
- Uses structured template: Goal, Instructions, Discoveries, Accomplished, Relevant files, Notes
**Default instructions in system prompt:**
- "When context exceeds 85%, use `memory_compact` at your next natural break point"
- "At 90%+, compact immediately if possible"
#### 3. Session History Browser #### 3. Session History Browser
All backed by read-only `bun:sqlite` queries to `${XDG_DATA_HOME:-$HOME/.local/share}/opencode/opencode.db`. All backed by read-only `bun:sqlite` queries to `${XDG_DATA_HOME:-$HOME/.local/share}/opencode/opencode.db`.
**Tools:** **Operations** (all accessed via the `memory` router):
| Tool | Purpose | | Operation | Purpose | Key args |
|------|---------| |-----------|---------|----------|
| `memory_compactions` | List/read compaction checkpoints for a session | | help | Show available operations | tool (optional, for details on one) |
| `memory_summary` | Quick counts: projects, sessions, messages, todos | | summary | Quick counts: projects, sessions, messages, todos | — |
| `memory_sessions` | List recent sessions with metadata, sorted by update time | | sessions | List recent sessions with metadata | limit, projectPath |
| `memory_messages` | Read messages from a specific session as markdown | | messages | Read messages from a session as markdown | sessionId, limit |
| `memory_search` | Full-text search across all conversations (LIKE-based) | | search | Text search across all conversations (LIKE-based) | query, limit |
| `memory_plans` | List and read saved plans | | compactions | List/read compaction checkpoints for a session | sessionId, read (1-based index) |
| context | Current context window usage | — |
| plans | List and read saved plans | read (filename) |
**Rendering:** **Rendering:**
- Markdown tables for session lists - Markdown tables for session lists
- Formatted conversation transcripts for `memory_messages` - Formatted conversation transcripts for `messages`
- Snippet + session reference for search results - Snippet + session reference for search results
- Compaction checkpoints as navigable indices with summary previews
- All queries use `LIMIT` and parameterized `db.prepare().all(params)` - All queries use `LIMIT` and parameterized `db.prepare().all(params)`
### Compaction Data in DB
When compaction occurs, OpenCode creates:
1. A synthetic `user` message with a `compaction`-type part (`part.data = {type: "compaction", auto: true/false, overflow: true/false}`)
2. `message.data.summary = {diffs: [...]}` on the compaction message
3. The assistant message immediately after contains the actual summary text in a `text`-type part
The `compactions` operation queries for `compaction`-type parts and retrieves the adjacent summary text, presenting them as navigable checkpoints. This is a stepping stone toward agents having their own UI with HUD + last N messages + tools for long-term memories.
## Component Design ## Component Design
``` ```
src/ src/
├── index.ts # Plugin entry: hooks + tool registration ├── index.ts # Plugin entry: hooks + tool registration
├── tools.ts # Tool definitions (memory_*) ├── tools.ts # 2 tools: memory router + memory_compact (with setTimeout fix)
├── context/ ├── context/
│ ├── tracker.ts # SSE token tracking (per-session) │ ├── tracker.ts # SSE token tracking (per-session context usage)
│ ├── thresholds.ts # Context percentage thresholds & status │ └── thresholds.ts # Threshold constants + ContextStatus type (single source of truth)
│ └── notify.ts # System prompt injection for warnings
├── history/ ├── history/
│ ├── queries.ts # bun:sqlite read-only query helper │ ├── queries.ts # bun:sqlite read-only query helper (lazy singleton)
│ ├── format.ts # Markdown rendering utilities │ ├── format.ts # Markdown rendering for session/message output
│ └── search.ts # Full-text search logic │ └── search.ts # LIKE-based full-text search across conversations
└── compaction/ └── compaction/
└── prompt.ts # Better compaction prompt template └── prompt.ts # Compaction prompt template (self-continuity, not "for another agent")
``` ```
## Key Technical Details ## Key Technical Details
@@ -119,16 +137,13 @@ src/
From `overflow.ts` in OpenCode source: From `overflow.ts` in OpenCode source:
```typescript ```typescript
// The actual check is: count = tokens.total || (input + output + cache.read + cache.write)
// count >= usable reserved = config.compaction?.reserved ?? min(20000, maxOutputTokens)
// where: usable = model.limit.input ? model.limit.input - reserved
// count = tokens.total || (input + output + cache.read + cache.write) : model.limit.context - maxOutputTokens
// reserved = config.compaction?.reserved ?? min(20000, maxOutputTokens)
// usable = model.limit.input ? model.limit.input - reserved
// : model.limit.context - maxOutputTokens
``` ```
The `tokens.input` field on the last assistant message represents the context size at the time that message was sent. We track this and compare it against the model's context limit (from config/providers). The `tokens.input` field on the last assistant message represents the context size at the time that message was sent. We track this and compare it against the model's context limit (from config/providers), falling back to 200k.
### Session Summarize API ### Session Summarize API
@@ -140,69 +155,57 @@ ctx.client.session.summarize({
}) })
``` ```
This triggers the compaction flow in OpenCode's server. This triggers the compaction flow in OpenCode's server. **Must not be awaited** — see the `memory_compact` deadlock note above.
### Plugin Hook: `experimental.session.compacting` ### Plugin Hooks
**`experimental.session.compacting`:**
```typescript ```typescript
"experimental.session.compacting": async (input, output) => { async (input, output) => {
// output.context: string[] — appended to default prompt output.prompt = getCompactionPrompt(); // replaces default entirely
// output.prompt?: string — replaces default prompt entirely
output.prompt = `You are compacting your own session...`;
} }
``` ```
### Plugin Hook: `experimental.chat.system.transform` **`experimental.chat.system.transform`:**
```typescript ```typescript
"experimental.chat.system.transform": async (input, output) => { async (input, output) => {
// Can append strings to the system prompt const info = contextTracker.getContextInfo(input.sessionID);
const contextInfo = getContextInfo(input.sessionID); if (info) {
if (contextInfo) { output.system.push(`🟢 Context: ${info.percentage}% used (...)`);
output.system.push(`Context: ${contextInfo.percentage}% used (${contextInfo.status})`);
} }
} }
``` ```
**`event`:**
```typescript
async ({ event }) => {
contextTracker.handleEvent(event);
}
```
## Relationship to `open-coordinator` ## Relationship to `open-coordinator`
- **Open-coordinator** handles worktree orchestration, session spawning, bidirectional communication - **Open-coordinator** handles worktree orchestration, session spawning, bidirectional communication
- **Open-memory** handles session introspection, context awareness, history browsing - **Open-memory** handles session introspection, context awareness, history browsing
- Both use SSE event streams but for different purposes - Both use SSE event streams but for different purposes
- Both can be used together — coordinator for multi-session workflows, memory for context management - Both can be used together — coordinator for multi-session workflows, memory for context management
- The `experimental.session.compacting` hook in coordinator has a good prompt already; open-memory will provide an enhanced version that includes task context awareness - Both implement `experimental.session.compacting` — open-memory's version is more detailed
- The router pattern (2 tools instead of many) was first applied here and can be applied to open-coordinator
## References ## Future Work
- OpenCode source: `/workspace/opencode` — especially `packages/opencode/src/session/compaction.ts`, `overflow.ts`, `status.ts` - FTS5 virtual table support for better search (stemming, ranking)
- OpenCode plugin SDK: `/workspace/opencode/packages/plugin/src/index.ts` - Configurable thresholds via plugin config
- OpenCode plugin types: see `Hooks` interface for all available hooks
- Open-code coordinator plugin: `/workspace/@alkimiadev/open-coordinator` — architecture pattern reference
- Original memory browsing skill: `docs/research/opencode-memory/opencode-memory.md`
- OpenCode DB schema: `message`, `part`, `session`, `project`, `todo` tables
- OpenCode config schema: `compaction.auto`, `compaction.prune`, `compaction.reserved` fields
## Implementation Phases
### Phase 1: Foundation (current)
- Plugin scaffolding, build setup, basic hooks
- `experimental.session.compacting` hook with better default prompt
- Basic `memory_context` tool (context percentage calculation)
### Phase 2: History Browser
- `memory_summary`, `memory_sessions`, `memory_messages`
- `memory_search` with full-text search
- `memory_plans` for plan access
- Markdown formatting for all outputs
### Phase 3: Context Awareness
- SSE-based token tracker
- Proactive context warnings via `experimental.chat.system.transform`
- `memory_compact` tool calling `session.summarize`
- Default system instructions on when to compact
### Phase 4: Polish
- Configurable thresholds
- Session comparison tools - Session comparison tools
- Export/import helpers - Export/import helpers
- Integration tests - Integration tests
## References
- OpenCode source: `/workspace/opencode` — especially `packages/opencode/src/session/compaction.ts`, `overflow.ts`
- OpenCode plugin SDK: `/workspace/opencode/packages/plugin/src/index.ts`
- OpenCode plugin types: see `Hooks` interface for all available hooks
- Open-coordinator plugin: `/workspace/@alkimiadev/open-coordinator` — architecture pattern reference
- OpenCode DB schema: `message`, `part`, `session`, `project`, `todo` tables
- OpenCode config schema: `compaction.auto`, `compaction.prune`, `compaction.reserved` fields
- Bun SQLite docs: https://bun.com/docs/runtime/sqlite

26
src/context/notify.ts
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@@ -1,26 +0,0 @@
export const formatAnomalyNotification = (
sessionID: string,
_type: string,
percentage: number,
status: string,
): string => {
const lines: string[] = [];
lines.push(`Context threshold reached [${status}]`);
lines.push("");
lines.push(`Session: ${sessionID}`);
lines.push(`Context: ${percentage}% used`);
if (status === "critical") {
lines.push("");
lines.push("Imminent automatic compaction. Consider triggering memory_compact now.");
} else if (status === "red") {
lines.push("");
lines.push("Context is running low. Use memory_compact at your next natural break point.");
} else if (status === "yellow") {
lines.push("");
lines.push("Context usage is getting high. Consider memory_compact when convenient.");
}
return lines.join("\n");
};

4
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@@ -15,7 +15,9 @@ export const formatSessionList = (rows: Record<string, unknown>[]): string => {
} }
lines.push(""); lines.push("");
lines.push("Use memory_messages with a session ID to read the full conversation."); lines.push(
'Use memory({tool: "messages", args: {sessionId: "..."}}) to read the full conversation.',
);
return lines.join("\n"); return lines.join("\n");
}; };

4
src/history/search.ts
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@@ -51,7 +51,9 @@ export const searchConversations = (searchTerm: string, limit: number): string =
lines.push(""); lines.push("");
} }
lines.push("Use memory_messages with a session ID to read the full conversation."); lines.push(
'Use memory({tool: "messages", args: {sessionId: "..."}}) to read the full conversation.',
);
return lines.join("\n"); return lines.join("\n");
} catch (err) { } catch (err) {
return `Search failed: ${err instanceof Error ? err.message : String(err)}`; return `Search failed: ${err instanceof Error ? err.message : String(err)}`;