docs: add ACP and internal systems implementation guides
- add ACP user and developer docs covering setup, lifecycle, callbacks,
permissions, tool rendering, and runtime behavior
- add developer guides for agent loop, provider runtime resolution,
prompt assembly, context caching/compression, gateway internals,
session storage, tools runtime, trajectories, and cron internals
- refresh architecture, quickstart, installation, CLI reference, and
environments docs to link the new implementation pages and ACP support
2026-03-14 00:29:48 -07:00
---
sidebar_position: 9
title: "Tools Runtime"
description: "Runtime behavior of the tool registry, toolsets, dispatch, and terminal environments"
---
# Tools Runtime
Hermes tools are self-registering functions grouped into toolsets and executed through a central registry/dispatch system.
Primary files:
- `tools/registry.py`
- `model_tools.py`
- `toolsets.py`
- `tools/terminal_tool.py`
- `tools/environments/*`
## Tool registration model
Each tool module calls `registry.register(...)` at import time.
`model_tools.py` is responsible for importing/discovering tool modules and building the schema list used by the model.
docs: deep quality pass — expand 10 thin pages, fix specific issues (#4134)
Developer guide stubs expanded to full documentation:
- trajectory-format.md: 56→233 lines (JSONL format, ShareGPT example,
normalization rules, reasoning markup, replay code)
- session-storage.md: 66→388 lines (SQLite schema, migration table,
FTS5 search syntax, lineage queries, Python API examples)
- context-compression-and-caching.md: 72→321 lines (dual compression
system, config defaults, 4-phase algorithm, before/after example,
prompt caching mechanics, cache-aware patterns)
- tools-runtime.md: 65→246 lines (registry API, dispatch flow,
availability checking, error wrapping, approval flow)
- prompt-assembly.md: 89→246 lines (concrete assembled prompt example,
SOUL.md injection, context file discovery table)
User-facing pages expanded:
- docker.md: 62→224 lines (volumes, env forwarding, docker-compose,
resource limits, troubleshooting)
- updating.md: 79→167 lines (update behavior, version checking,
rollback instructions, Nix users)
- skins.md: 80→206 lines (all color/spinner/branding keys, built-in
skin descriptions, full custom skin YAML template)
Hub pages improved:
- integrations/index.md: 25→82 lines (web search backends table,
TTS/browser providers, quick config example)
- features/overview.md: added Integrations section with 6 missing links
Specific fixes:
- configuration.md: removed duplicate Gateway Streaming section
- mcp.md: removed internal "PR work" language
- plugins.md: added inline minimal plugin example (self-contained)
13 files changed, ~1700 lines added. Docusaurus build verified clean.
2026-03-30 20:30:11 -07:00
### How `registry.register()` works
Every tool file in `tools/` calls `registry.register()` at module level to declare itself. The function signature is:
```python
registry.register(
name="terminal", # Unique tool name (used in API schemas)
toolset="terminal", # Toolset this tool belongs to
schema={...}, # OpenAI function-calling schema (description, parameters)
handler=handle_terminal, # The function that executes when the tool is called
check_fn=check_terminal, # Optional: returns True/False for availability
requires_env=["SOME_VAR"], # Optional: env vars needed (for UI display)
is_async=False, # Whether the handler is an async coroutine
description="Run commands", # Human-readable description
emoji="💻", # Emoji for spinner/progress display
)
```
Each call creates a `ToolEntry` stored in the singleton `ToolRegistry._tools` dict keyed by tool name. If a name collision occurs across toolsets, a warning is logged and the later registration wins.
2026-04-14 21:03:34 -07:00
### Discovery: `discover_builtin_tools()`
docs: deep quality pass — expand 10 thin pages, fix specific issues (#4134)
Developer guide stubs expanded to full documentation:
- trajectory-format.md: 56→233 lines (JSONL format, ShareGPT example,
normalization rules, reasoning markup, replay code)
- session-storage.md: 66→388 lines (SQLite schema, migration table,
FTS5 search syntax, lineage queries, Python API examples)
- context-compression-and-caching.md: 72→321 lines (dual compression
system, config defaults, 4-phase algorithm, before/after example,
prompt caching mechanics, cache-aware patterns)
- tools-runtime.md: 65→246 lines (registry API, dispatch flow,
availability checking, error wrapping, approval flow)
- prompt-assembly.md: 89→246 lines (concrete assembled prompt example,
SOUL.md injection, context file discovery table)
User-facing pages expanded:
- docker.md: 62→224 lines (volumes, env forwarding, docker-compose,
resource limits, troubleshooting)
- updating.md: 79→167 lines (update behavior, version checking,
rollback instructions, Nix users)
- skins.md: 80→206 lines (all color/spinner/branding keys, built-in
skin descriptions, full custom skin YAML template)
Hub pages improved:
- integrations/index.md: 25→82 lines (web search backends table,
TTS/browser providers, quick config example)
- features/overview.md: added Integrations section with 6 missing links
Specific fixes:
- configuration.md: removed duplicate Gateway Streaming section
- mcp.md: removed internal "PR work" language
- plugins.md: added inline minimal plugin example (self-contained)
13 files changed, ~1700 lines added. Docusaurus build verified clean.
2026-03-30 20:30:11 -07:00
2026-04-14 21:03:34 -07:00
When `model_tools.py` is imported, it calls `discover_builtin_tools()` from `tools/registry.py` . This function scans every `tools/*.py` file using AST parsing to find modules that contain top-level `registry.register()` calls, then imports them:
docs: deep quality pass — expand 10 thin pages, fix specific issues (#4134)
Developer guide stubs expanded to full documentation:
- trajectory-format.md: 56→233 lines (JSONL format, ShareGPT example,
normalization rules, reasoning markup, replay code)
- session-storage.md: 66→388 lines (SQLite schema, migration table,
FTS5 search syntax, lineage queries, Python API examples)
- context-compression-and-caching.md: 72→321 lines (dual compression
system, config defaults, 4-phase algorithm, before/after example,
prompt caching mechanics, cache-aware patterns)
- tools-runtime.md: 65→246 lines (registry API, dispatch flow,
availability checking, error wrapping, approval flow)
- prompt-assembly.md: 89→246 lines (concrete assembled prompt example,
SOUL.md injection, context file discovery table)
User-facing pages expanded:
- docker.md: 62→224 lines (volumes, env forwarding, docker-compose,
resource limits, troubleshooting)
- updating.md: 79→167 lines (update behavior, version checking,
rollback instructions, Nix users)
- skins.md: 80→206 lines (all color/spinner/branding keys, built-in
skin descriptions, full custom skin YAML template)
Hub pages improved:
- integrations/index.md: 25→82 lines (web search backends table,
TTS/browser providers, quick config example)
- features/overview.md: added Integrations section with 6 missing links
Specific fixes:
- configuration.md: removed duplicate Gateway Streaming section
- mcp.md: removed internal "PR work" language
- plugins.md: added inline minimal plugin example (self-contained)
13 files changed, ~1700 lines added. Docusaurus build verified clean.
2026-03-30 20:30:11 -07:00
```python
2026-04-14 21:03:34 -07:00
# tools/registry.py (simplified)
def discover_builtin_tools(tools_dir=None):
tools_path = Path(tools_dir) if tools_dir else Path(__file__).parent
for path in sorted(tools_path.glob("*.py")):
if path.name in {"__init__.py", "registry.py", "mcp_tool.py"}:
continue
if _module_registers_tools(path): # AST check for top-level registry.register()
importlib.import_module(f"tools.{path.stem}")
docs: deep quality pass — expand 10 thin pages, fix specific issues (#4134)
Developer guide stubs expanded to full documentation:
- trajectory-format.md: 56→233 lines (JSONL format, ShareGPT example,
normalization rules, reasoning markup, replay code)
- session-storage.md: 66→388 lines (SQLite schema, migration table,
FTS5 search syntax, lineage queries, Python API examples)
- context-compression-and-caching.md: 72→321 lines (dual compression
system, config defaults, 4-phase algorithm, before/after example,
prompt caching mechanics, cache-aware patterns)
- tools-runtime.md: 65→246 lines (registry API, dispatch flow,
availability checking, error wrapping, approval flow)
- prompt-assembly.md: 89→246 lines (concrete assembled prompt example,
SOUL.md injection, context file discovery table)
User-facing pages expanded:
- docker.md: 62→224 lines (volumes, env forwarding, docker-compose,
resource limits, troubleshooting)
- updating.md: 79→167 lines (update behavior, version checking,
rollback instructions, Nix users)
- skins.md: 80→206 lines (all color/spinner/branding keys, built-in
skin descriptions, full custom skin YAML template)
Hub pages improved:
- integrations/index.md: 25→82 lines (web search backends table,
TTS/browser providers, quick config example)
- features/overview.md: added Integrations section with 6 missing links
Specific fixes:
- configuration.md: removed duplicate Gateway Streaming section
- mcp.md: removed internal "PR work" language
- plugins.md: added inline minimal plugin example (self-contained)
13 files changed, ~1700 lines added. Docusaurus build verified clean.
2026-03-30 20:30:11 -07:00
```
2026-04-14 21:03:34 -07:00
This auto-discovery means new tool files are picked up automatically — no manual list to maintain. The AST check only matches top-level `registry.register()` calls (not calls inside functions), so helper modules in `tools/` are not imported.
docs: deep quality pass — expand 10 thin pages, fix specific issues (#4134)
Developer guide stubs expanded to full documentation:
- trajectory-format.md: 56→233 lines (JSONL format, ShareGPT example,
normalization rules, reasoning markup, replay code)
- session-storage.md: 66→388 lines (SQLite schema, migration table,
FTS5 search syntax, lineage queries, Python API examples)
- context-compression-and-caching.md: 72→321 lines (dual compression
system, config defaults, 4-phase algorithm, before/after example,
prompt caching mechanics, cache-aware patterns)
- tools-runtime.md: 65→246 lines (registry API, dispatch flow,
availability checking, error wrapping, approval flow)
- prompt-assembly.md: 89→246 lines (concrete assembled prompt example,
SOUL.md injection, context file discovery table)
User-facing pages expanded:
- docker.md: 62→224 lines (volumes, env forwarding, docker-compose,
resource limits, troubleshooting)
- updating.md: 79→167 lines (update behavior, version checking,
rollback instructions, Nix users)
- skins.md: 80→206 lines (all color/spinner/branding keys, built-in
skin descriptions, full custom skin YAML template)
Hub pages improved:
- integrations/index.md: 25→82 lines (web search backends table,
TTS/browser providers, quick config example)
- features/overview.md: added Integrations section with 6 missing links
Specific fixes:
- configuration.md: removed duplicate Gateway Streaming section
- mcp.md: removed internal "PR work" language
- plugins.md: added inline minimal plugin example (self-contained)
13 files changed, ~1700 lines added. Docusaurus build verified clean.
2026-03-30 20:30:11 -07:00
Each import triggers the module's `registry.register()` calls. Errors in optional tools (e.g., missing `fal_client` for image generation) are caught and logged — they don't prevent other tools from loading.
After core tool discovery, MCP tools and plugin tools are also discovered:
1. **MCP tools ** — `tools.mcp_tool.discover_mcp_tools()` reads MCP server config and registers tools from external servers.
2. **Plugin tools ** — `hermes_cli.plugins.discover_plugins()` loads user/project/pip plugins that may register additional tools.
## Tool availability checking (`check_fn`)
Each tool can optionally provide a `check_fn` — a callable that returns `True` when the tool is available and `False` otherwise. Typical checks include:
- **API key present** — e.g., `lambda: bool(os.environ.get("SERP_API_KEY"))` for web search
- **Service running** — e.g., checking if the Honcho server is configured
- **Binary installed** — e.g., verifying `playwright` is available for browser tools
When `registry.get_definitions()` builds the schema list for the model, it runs each tool's `check_fn()` :
```python
# Simplified from registry.py
if entry.check_fn:
try:
available = bool(entry.check_fn())
except Exception:
available = False # Exceptions = unavailable
if not available:
continue # Skip this tool entirely
```
Key behaviors:
- Check results are **cached per-call ** — if multiple tools share the same `check_fn` , it only runs once.
- Exceptions in `check_fn()` are treated as "unavailable" (fail-safe).
- The `is_toolset_available()` method checks whether a toolset's `check_fn` passes, used for UI display and toolset resolution.
docs: add ACP and internal systems implementation guides
- add ACP user and developer docs covering setup, lifecycle, callbacks,
permissions, tool rendering, and runtime behavior
- add developer guides for agent loop, provider runtime resolution,
prompt assembly, context caching/compression, gateway internals,
session storage, tools runtime, trajectories, and cron internals
- refresh architecture, quickstart, installation, CLI reference, and
environments docs to link the new implementation pages and ACP support
2026-03-14 00:29:48 -07:00
## Toolset resolution
Toolsets are named bundles of tools. Hermes resolves them through:
- explicit enabled/disabled toolset lists
- platform presets (`hermes-cli` , `hermes-telegram` , etc.)
- dynamic MCP toolsets
- curated special-purpose sets like `hermes-acp`
docs: deep quality pass — expand 10 thin pages, fix specific issues (#4134)
Developer guide stubs expanded to full documentation:
- trajectory-format.md: 56→233 lines (JSONL format, ShareGPT example,
normalization rules, reasoning markup, replay code)
- session-storage.md: 66→388 lines (SQLite schema, migration table,
FTS5 search syntax, lineage queries, Python API examples)
- context-compression-and-caching.md: 72→321 lines (dual compression
system, config defaults, 4-phase algorithm, before/after example,
prompt caching mechanics, cache-aware patterns)
- tools-runtime.md: 65→246 lines (registry API, dispatch flow,
availability checking, error wrapping, approval flow)
- prompt-assembly.md: 89→246 lines (concrete assembled prompt example,
SOUL.md injection, context file discovery table)
User-facing pages expanded:
- docker.md: 62→224 lines (volumes, env forwarding, docker-compose,
resource limits, troubleshooting)
- updating.md: 79→167 lines (update behavior, version checking,
rollback instructions, Nix users)
- skins.md: 80→206 lines (all color/spinner/branding keys, built-in
skin descriptions, full custom skin YAML template)
Hub pages improved:
- integrations/index.md: 25→82 lines (web search backends table,
TTS/browser providers, quick config example)
- features/overview.md: added Integrations section with 6 missing links
Specific fixes:
- configuration.md: removed duplicate Gateway Streaming section
- mcp.md: removed internal "PR work" language
- plugins.md: added inline minimal plugin example (self-contained)
13 files changed, ~1700 lines added. Docusaurus build verified clean.
2026-03-30 20:30:11 -07:00
### How `get_tool_definitions()` filters tools
The main entry point is `model_tools.get_tool_definitions(enabled_toolsets, disabled_toolsets, quiet_mode)` :
1. **If `enabled_toolsets` is provided ** — only tools from those toolsets are included. Each toolset name is resolved via `resolve_toolset()` which expands composite toolsets into individual tool names.
2. **If `disabled_toolsets` is provided ** — start with ALL toolsets, then subtract the disabled ones.
3. **If neither ** — include all known toolsets.
4. **Registry filtering ** — the resolved tool name set is passed to `registry.get_definitions()` , which applies `check_fn` filtering and returns OpenAI-format schemas.
5. **Dynamic schema patching ** — after filtering, `execute_code` and `browser_navigate` schemas are dynamically adjusted to only reference tools that actually passed filtering (prevents model hallucination of unavailable tools).
### Legacy toolset names
Old toolset names with `_tools` suffixes (e.g., `web_tools` , `terminal_tools` ) are mapped to their modern tool names via `_LEGACY_TOOLSET_MAP` for backward compatibility.
docs: add ACP and internal systems implementation guides
- add ACP user and developer docs covering setup, lifecycle, callbacks,
permissions, tool rendering, and runtime behavior
- add developer guides for agent loop, provider runtime resolution,
prompt assembly, context caching/compression, gateway internals,
session storage, tools runtime, trajectories, and cron internals
- refresh architecture, quickstart, installation, CLI reference, and
environments docs to link the new implementation pages and ACP support
2026-03-14 00:29:48 -07:00
## Dispatch
At runtime, tools are dispatched through the central registry, with agent-loop exceptions for some agent-level tools such as memory/todo/session-search handling.
docs: deep quality pass — expand 10 thin pages, fix specific issues (#4134)
Developer guide stubs expanded to full documentation:
- trajectory-format.md: 56→233 lines (JSONL format, ShareGPT example,
normalization rules, reasoning markup, replay code)
- session-storage.md: 66→388 lines (SQLite schema, migration table,
FTS5 search syntax, lineage queries, Python API examples)
- context-compression-and-caching.md: 72→321 lines (dual compression
system, config defaults, 4-phase algorithm, before/after example,
prompt caching mechanics, cache-aware patterns)
- tools-runtime.md: 65→246 lines (registry API, dispatch flow,
availability checking, error wrapping, approval flow)
- prompt-assembly.md: 89→246 lines (concrete assembled prompt example,
SOUL.md injection, context file discovery table)
User-facing pages expanded:
- docker.md: 62→224 lines (volumes, env forwarding, docker-compose,
resource limits, troubleshooting)
- updating.md: 79→167 lines (update behavior, version checking,
rollback instructions, Nix users)
- skins.md: 80→206 lines (all color/spinner/branding keys, built-in
skin descriptions, full custom skin YAML template)
Hub pages improved:
- integrations/index.md: 25→82 lines (web search backends table,
TTS/browser providers, quick config example)
- features/overview.md: added Integrations section with 6 missing links
Specific fixes:
- configuration.md: removed duplicate Gateway Streaming section
- mcp.md: removed internal "PR work" language
- plugins.md: added inline minimal plugin example (self-contained)
13 files changed, ~1700 lines added. Docusaurus build verified clean.
2026-03-30 20:30:11 -07:00
### Dispatch flow: model tool_call → handler execution
When the model returns a `tool_call` , the flow is:
```
Model response with tool_call
↓
run_agent.py agent loop
↓
model_tools.handle_function_call(name, args, task_id, user_task)
↓
[Agent-loop tools?] → handled directly by agent loop (todo, memory, session_search, delegate_task)
↓
[Plugin pre-hook] → invoke_hook("pre_tool_call", ...)
↓
registry.dispatch(name, args, **kwargs)
↓
Look up ToolEntry by name
↓
[Async handler?] → bridge via _run_async()
[Sync handler?] → call directly
↓
Return result string (or JSON error)
↓
[Plugin post-hook] → invoke_hook("post_tool_call", ...)
```
### Error wrapping
All tool execution is wrapped in error handling at two levels:
1. * * `registry.dispatch()` ** — catches any exception from the handler and returns `{"error": "Tool execution failed: ExceptionType: message"}` as JSON.
2. * * `handle_function_call()` ** — wraps the entire dispatch in a secondary try/except that returns `{"error": "Error executing tool_name: message"}` .
This ensures the model always receives a well-formed JSON string, never an unhandled exception.
### Agent-loop tools
Four tools are intercepted before registry dispatch because they need agent-level state (TodoStore, MemoryStore, etc.):
- `todo` — planning/task tracking
- `memory` — persistent memory writes
- `session_search` — cross-session recall
- `delegate_task` — spawns subagent sessions
These tools' schemas are still registered in the registry (for `get_tool_definitions` ), but their handlers return a stub error if dispatch somehow reaches them directly.
### Async bridging
When a tool handler is async, `_run_async()` bridges it to the sync dispatch path:
- **CLI path (no running loop)** — uses a persistent event loop to keep cached async clients alive
- **Gateway path (running loop)** — spins up a disposable thread with `asyncio.run()`
- **Worker threads (parallel tools)** — uses per-thread persistent loops stored in thread-local storage
## The DANGEROUS_PATTERNS approval flow
The terminal tool integrates a dangerous-command approval system defined in `tools/approval.py` :
1. **Pattern detection ** — `DANGEROUS_PATTERNS` is a list of `(regex, description)` tuples covering destructive operations:
- Recursive deletes (`rm -rf` )
- Filesystem formatting (`mkfs` , `dd` )
- SQL destructive operations (`DROP TABLE` , `DELETE FROM` without `WHERE` )
- System config overwrites (`> /etc/` )
- Service manipulation (`systemctl stop` )
- Remote code execution (`curl | sh` )
- Fork bombs, process kills, etc.
2. **Detection ** — before executing any terminal command, `detect_dangerous_command(command)` checks against all patterns.
3. **Approval prompt ** — if a match is found:
- **CLI mode** — an interactive prompt asks the user to approve, deny, or allow permanently
- **Gateway mode** — an async approval callback sends the request to the messaging platform
- **Smart approval** — optionally, an auxiliary LLM can auto-approve low-risk commands that match patterns (e.g., `rm -rf node_modules/` is safe but matches "recursive delete")
4. **Session state ** — approvals are tracked per-session. Once you approve "recursive delete" for a session, subsequent `rm -rf` commands don't re-prompt.
5. **Permanent allowlist ** — the "allow permanently" option writes the pattern to `config.yaml` 's `command_allowlist` , persisting across sessions.
docs: add ACP and internal systems implementation guides
- add ACP user and developer docs covering setup, lifecycle, callbacks,
permissions, tool rendering, and runtime behavior
- add developer guides for agent loop, provider runtime resolution,
prompt assembly, context caching/compression, gateway internals,
session storage, tools runtime, trajectories, and cron internals
- refresh architecture, quickstart, installation, CLI reference, and
environments docs to link the new implementation pages and ACP support
2026-03-14 00:29:48 -07:00
## Terminal/runtime environments
The terminal system supports multiple backends:
- local
- docker
- ssh
- singularity
- modal
- daytona
docs: resync reference, user-guide, developer-guide, and messaging pages against code (#17738)
Broad drift audit against origin/main (b52b63396).
Reference pages (most user-visible drift):
- slash-commands: add /busy, /curator, /footer, /indicator, /redraw, /steer
that were missing; drop non-existent /terminal-setup; fix /q footnote
(resolves to /queue, not /quit); extend CLI-only list with all 24
CLI-only commands in the registry
- cli-commands: add dedicated sections for hermes curator / fallback /
hooks (new subcommands not previously documented); remove stale
hermes honcho standalone section (the plugin registers dynamically
via hermes memory); list curator/fallback/hooks in top-level table;
fix completion to include fish
- toolsets-reference: document the real 52-toolset count; split browser
vs browser-cdp; add discord / discord_admin / spotify / yuanbao;
correct hermes-cli tool count from 36 to 38; fix misleading claim
that hermes-homeassistant adds tools (it's identical to hermes-cli)
- tools-reference: bump tool count 55 -> 68; add 7 Spotify, 5 Yuanbao,
2 Discord toolsets; move browser_cdp/browser_dialog to their own
browser-cdp toolset section
- environment-variables: add 40+ user-facing HERMES_* vars that were
undocumented (--yolo, --accept-hooks, --ignore-*, inference model
override, agent/stream/checkpoint timeouts, OAuth trace, per-platform
batch tuning for Telegram/Discord/Matrix/Feishu/WeCom, cron knobs,
gateway restart/connect timeouts); dedupe the Cron Scheduler section;
replace stale QQ_SANDBOX with QQ_PORTAL_HOST
User-guide (top level):
- cli.md: compression preserves last 20 turns, not 4 (protect_last_n: 20)
- configuration.md: display.platforms is the canonical per-platform
override key; tool_progress_overrides is deprecated and auto-migrated
- profiles.md: model.default is the config key, not model.model
- sessions.md: CLI/TUI session IDs use 6-char hex, gateway uses 8
- checkpoints-and-rollback.md: destructive-command list now matches
_DESTRUCTIVE_PATTERNS (adds rmdir, cp, install, dd)
- docker.md: the container runs as non-root hermes (UID 10000) via
gosu; fix install command (uv pip); add missing --insecure on the
dashboard compose example (required for non-loopback bind)
- security.md: systemctl danger pattern also matches 'restart'
- index.md: built-in tool count 47 -> 68
- integrations/index.md: 6 STT providers, 8 memory providers
- integrations/providers.md: drop fictional dashscope/qwen aliases
Features:
- overview.md: 9 image models (not 8), 9 TTS providers (not 5),
8 memory providers (Supermemory was missing)
- tool-gateway.md: 9 image models
- tools.md: extend common-toolsets list with search / messaging /
spotify / discord / debugging / safe
- fallback-providers.md: add 6 real providers from PROVIDER_REGISTRY
(lmstudio, kimi-coding-cn, stepfun, alibaba-coding-plan,
tencent-tokenhub, azure-foundry)
- plugins.md: Available Hooks table now includes on_session_finalize,
on_session_reset, subagent_stop
- built-in-plugins.md: add the 7 bundled plugins the page didn't
mention (spotify, google_meet, three image_gen providers, two
dashboard examples)
- web-dashboard.md: add --insecure and --tui flags
- cron.md: hermes cron create takes positional schedule/prompt, not
flags
Messaging:
- telegram.md: TELEGRAM_WEBHOOK_SECRET is now REQUIRED when
TELEGRAM_WEBHOOK_URL is set (gateway refuses to start without it
per GHSA-3vpc-7q5r-276h). Biggest user-visible drift in the batch.
- discord.md: HERMES_DISCORD_TEXT_BATCH_SPLIT_DELAY_SECONDS default
is 2.0, not 0.1
- dingtalk.md: document DINGTALK_REQUIRE_MENTION /
FREE_RESPONSE_CHATS / MENTION_PATTERNS / HOME_CHANNEL /
ALLOW_ALL_USERS that the adapter supports
- bluebubbles.md: drop fictional BLUEBUBBLES_SEND_READ_RECEIPTS env
var; the setting lives in platforms.bluebubbles.extra only
- qqbot.md: drop dead QQ_SANDBOX; add real QQ_PORTAL_HOST and
QQ_GROUP_ALLOWED_USERS
- wecom-callback.md: replace 'hermes gateway start' (service-only)
with 'hermes gateway' for first-time setup
Developer-guide:
- architecture.md: refresh tool/toolset counts (61/52), terminal
backend count (7), line counts for run_agent.py (~13.7k), cli.py
(~11.5k), main.py (~10.4k), setup.py (~3.5k), gateway/run.py
(~12.2k), mcp_tool.py (~3.1k); add yuanbao adapter, bump platform
adapter count 18 -> 20
- agent-loop.md: run_agent.py line count 10.7k -> 13.7k
- tools-runtime.md: add vercel_sandbox backend
- adding-tools.md: remove stale 'Discovery import added to
model_tools.py' checklist item (registry auto-discovery)
- adding-platform-adapters.md: mark send_typing / get_chat_info as
concrete base methods; only connect/disconnect/send are abstract
- acp-internals.md: ACP sessions now persist to SessionDB
(~/.hermes/state.db); acp.run_agent call uses
use_unstable_protocol=True
- cron-internals.md: gateway runs scheduler in a dedicated background
thread via _start_cron_ticker, not on a maintenance cycle; locking
is cross-process via fcntl.flock (Unix) / msvcrt.locking (Windows)
- gateway-internals.md: gateway/run.py ~12k lines
- provider-runtime.md: cron DOES support fallback (run_job reads
fallback_providers from config)
- session-storage.md: SCHEMA_VERSION = 11 (not 9); add migrations
10 and 11 (trigram FTS, inline-mode FTS5 re-index); add
api_call_count column to Sessions DDL; document messages_fts_trigram
and state_meta in the architecture tree
- context-compression-and-caching.md: remove the obsolete 'context
pressure warnings' section (warnings were removed for causing
models to give up early)
- context-engine-plugin.md: compress() signature now includes
focus_topic param
- extending-the-cli.md: _build_tui_layout_children signature now
includes model_picker_widget; add to default layout
Also fixed three pre-existing broken links/anchors the build warned
about (docker.md -> api-server.md, yuanbao.md -> cron-jobs.md and
tips#background-tasks, nix-setup.md -> #container-aware-cli).
Regenerated per-skill pages via website/scripts/generate-skill-docs.py
so catalog tables and sidebar are consistent with current SKILL.md
frontmatter.
docusaurus build: clean, no broken links or anchors.
2026-04-29 20:55:59 -07:00
- vercel_sandbox
docs: add ACP and internal systems implementation guides
- add ACP user and developer docs covering setup, lifecycle, callbacks,
permissions, tool rendering, and runtime behavior
- add developer guides for agent loop, provider runtime resolution,
prompt assembly, context caching/compression, gateway internals,
session storage, tools runtime, trajectories, and cron internals
- refresh architecture, quickstart, installation, CLI reference, and
environments docs to link the new implementation pages and ACP support
2026-03-14 00:29:48 -07:00
It also supports:
- per-task cwd overrides
- background process management
- PTY mode
- approval callbacks for dangerous commands
## Concurrency
Tool calls may execute sequentially or concurrently depending on the tool mix and interaction requirements.
## Related docs
- [Toolsets Reference ](../reference/toolsets-reference.md )
- [Built-in Tools Reference ](../reference/tools-reference.md )
- [Agent Loop Internals ](./agent-loop.md )
- [ACP Internals ](./acp-internals.md )