|
Download website/docs/developer-guide/memory-provider-plugin.md from SaylorTwift/hermes-agent: direct link, hf CLI and curl.
- Browser
- Download file 17.4 kB
-
https://huggingface.co/SaylorTwift/hermes-agent/resolve/main/website/docs/developer-guide/memory-provider-plugin.md
- Command line
-
hf download hf://SaylorTwift/hermes-agent/website/docs/developer-guide/memory-provider-plugin.md
-
curl -L -o memory-provider-plugin.md https://huggingface.co/SaylorTwift/hermes-agent/resolve/main/website/docs/developer-guide/memory-provider-plugin.md
17.4 kB
| sidebar_position: 8 | |
| title: "Memory Provider Plugins" | |
| description: "How to build a memory provider plugin for Hermes Agent" | |
| # Building a Memory Provider Plugin | |
| Memory provider plugins give Hermes Agent persistent, cross-session knowledge beyond the built-in MEMORY.md and USER.md. This guide covers how to build one. | |
| :::tip | |
| Memory providers are one of two **provider plugin** types. The other is [Context Engine Plugins](/developer-guide/context-engine-plugin), which replace the built-in context compressor. Both follow the same pattern: single-select, config-driven, managed via `hermes plugins`. | |
| ::: | |
| ## Installation Layouts | |
| Hermes discovers memory providers from four sources, in this precedence order: | |
| | Source | Location | Notes | | |
| |---|---|---| | |
| | Bundled | `plugins/memory/<name>/` | Ships with Hermes. Closed to new providers β see [CONTRIBUTING](https://github.com/NousResearch/hermes-agent/blob/main/CONTRIBUTING.md). | | |
| | User | `$HERMES_HOME/plugins/<name>/` | Dropped in by the user, per profile. | | |
| | Project | `./.hermes/plugins/<name>/` | Opt-in via `HERMES_ENABLE_PROJECT_PLUGINS=1`. | | |
| | Package | `hermes_agent.memory_providers` entry point | `pip install`, nothing to copy. | | |
| Earlier sources win on a name collision, so a directory dropped into a working | |
| tree can never shadow a shipped provider. | |
| :::note | |
| This is the reverse of the general plugin system's later-wins order. A memory | |
| provider is activated by *name* (`memory.provider`), so shadowing would | |
| silently redirect the agent's memory rather than merely override a tool. | |
| ::: | |
| Discovery only *enumerates* β it never imports a provider. Nothing runs until | |
| `memory.provider` names it. | |
| ### Directory Provider | |
| A directory provider lives in `plugins/memory/<name>/` when bundled with | |
| Hermes, in `$HERMES_HOME/plugins/<name>/` when installed by a user, or in | |
| `./.hermes/plugins/<name>/` for a project-local one: | |
| ``` | |
| plugins/memory/my-provider/ | |
| βββ __init__.py # MemoryProvider implementation + register() entry point | |
| βββ plugin.yaml # Metadata (name, description, hooks) | |
| βββ README.md # Setup instructions, config reference, tools | |
| ``` | |
| ### Packaged Provider | |
| A pip-installed provider publishes an entry point in the | |
| `hermes_agent.memory_providers` group. The entry-point name is the provider | |
| name users select in `memory.provider`; its value points to the provider's | |
| `register(ctx)` function: | |
| ```toml title="pyproject.toml" | |
| [project.entry-points."hermes_agent.memory_providers"] | |
| my-provider = "my_provider:register" | |
| ``` | |
| Point the entry point at the **package**, or at a `register(ctx)` inside it, and | |
| keep your implementation, skills, and other resources in the normal Python | |
| package layout. No copy under `$HERMES_HOME/plugins/` is required. | |
| A package entry point gets everything a directory install does, including the | |
| two files Hermes reads from disk rather than importing β `config_schema.py` | |
| (the dashboard config panel) and `cli.py` (your `hermes <provider>` | |
| subcommands). Both are found next to your package's `__init__.py`, so point the | |
| entry point at a package rather than a single module if you ship either. | |
| ## The MemoryProvider ABC | |
| Your plugin implements the `MemoryProvider` abstract base class from `agent/memory_provider.py`: | |
| ```python | |
| from agent.memory_provider import MemoryProvider | |
| class MyMemoryProvider(MemoryProvider): | |
| @property | |
| def name(self) -> str: | |
| return "my-provider" | |
| def is_available(self) -> bool: | |
| """Check if this provider can activate. NO network calls.""" | |
| return bool(os.environ.get("MY_API_KEY")) | |
| def initialize(self, session_id: str, **kwargs) -> None: | |
| """Called once at agent startup. | |
| kwargs always includes: | |
| hermes_home (str): Active HERMES_HOME path. Use for storage. | |
| """ | |
| self._api_key = os.environ.get("MY_API_KEY", "") | |
| self._session_id = session_id | |
| # ... implement remaining methods | |
| ``` | |
| ## Required Methods | |
| ### Core Lifecycle | |
| | Method | When Called | Must Implement? | | |
| |--------|-----------|-----------------| | |
| | `name` (property) | Always | **Yes** | | |
| | `is_available()` | Agent init, before activation | **Yes** β no network calls | | |
| | `initialize(session_id, **kwargs)` | Agent startup | **Yes** | | |
| | `get_tool_schemas()` | After init, for tool injection | **Yes** | | |
| | `handle_tool_call(tool_name, args, **kwargs)` | When agent uses your tools | **Yes** (if you have tools) | | |
| ### Config | |
| | Method | Purpose | Must Implement? | | |
| |--------|---------|-----------------| | |
| | `get_config_schema()` | Declare config fields for `hermes memory setup` | **Yes** | | |
| | `save_config(values, hermes_home)` | Write non-secret config to native location | **Yes** (unless env-var-only) | | |
| ### Optional Hooks | |
| | Method | When Called | Use Case | | |
| |--------|-----------|----------| | |
| | `system_prompt_block()` | System prompt assembly | Static provider info | | |
| | `prefetch(query, *, session_id="")` | Before each API call | Return recalled context | | |
| | `queue_prefetch(query, *, session_id="")` | After each turn | Pre-warm for next turn | | |
| | `sync_turn(user, assistant, *, session_id="", messages=None)` | After each completed turn | Persist conversation | | |
| | `on_session_end(messages)` | Conversation ends | Final extraction/flush | | |
| | `on_pre_compress(messages)` | Before context compression | Save insights before discard | | |
| | `on_memory_write(action, target, content)` | Built-in memory writes | Mirror to your backend | | |
| | `shutdown()` | Process exit | Clean up connections | | |
| ### Oversized prefetch results | |
| External `prefetch()` results above the configured spill threshold are written | |
| to a private spill file and replaced with the configured head/tail preview. | |
| The preview includes the path so the agent can read the full result when it is | |
| actually needed. Results at or below the threshold are returned unchanged. | |
| This uses the shared `hooks.output_spill` settings (`10,000` characters by | |
| default); see [Plugins β oversized-context spill](/developer-guide/plugins/#oversized-context-spill). | |
| ## Pre-Compress Checkpoints (fail-closed) | |
| `on_pre_compress()` is best-effort by default: if your provider raises, the | |
| host logs the failure and compression proceeds. That is the right default for | |
| insight extraction β and the wrong one for a provider whose job is to archive | |
| transcript evidence to a durable store *before* the lossy rewrite. For that | |
| case the host offers an opt-in checkpoint contract (API v2): | |
| ```python | |
| from agent.memory_provider import MemoryProvider | |
| class MyArchivingProvider(MemoryProvider): | |
| # Opt in: every successful on_pre_compress() return means the durable | |
| # checkpoint is committed. Raise on any failure β do not return partial | |
| # success. Version 1 (the inherited default) is the implicit historical | |
| # contract: best-effort semantics, raw message list. | |
| pre_compress_checkpoint_api_version = 2 | |
| def on_pre_compress(self, messages, *, require_checkpoint=False): | |
| # require_checkpoint mirrors the operator's checkpoint_required | |
| # setting: True means a raise here blocks the lossy rewrite. | |
| ids = self._archive(messages) # must be durable before returning | |
| return f"checkpoint: {ids}" # forwarded into the summary prompt | |
| ``` | |
| Operators enable enforcement per deployment: | |
| ```yaml | |
| compression: | |
| checkpoint_required: true # default: false | |
| ``` | |
| With the gate on, compression **fails closed** before any lossy rewrite unless | |
| an active provider advertising the API completed its checkpoint: the | |
| uncompressed transcript is preserved, the compaction attempt errors with | |
| `BLOCKED_MISSING_PREREQUISITE`, and it can be retried once your store | |
| recovers. With the gate off (default), nothing changes for existing providers. | |
| The gate binds to every compaction authority, not just the Hermes | |
| summarizer: server-side native compaction (`compression.codex_responses_native`) | |
| is suppressed while the gate is armed, post-turn micro-compaction | |
| (`compression.micro_compact`) is forced off at agent init (it absorbs old | |
| exchanges into a rolling summary with no checkpoint hook in its path), and | |
| the `codex_app_server` API mode is refused at agent init β the codex agent | |
| compacts its own thread with no truthful pre-compaction boundary, so a | |
| required checkpoint cannot be guaranteed there. The checkpoint-aware Hermes | |
| compressor stays the only lossy authority. | |
| What your provider receives depends on its declared API version. Version 1 | |
| providers (the implicit default β every pre-existing provider) keep the | |
| historical contract: the raw message list, exactly as before. Version 2 | |
| checkpoint providers receive normalized direct evidence instead: | |
| user/assistant text rows only β tool results, system messages, the | |
| `tool_calls` payload of assistant messages (their prose is kept), and prior | |
| compaction summaries are filtered host-side. Prior summaries are recognized | |
| via a persistent `_compressed_summary` message marker that survives process | |
| restarts, so a resumed session never feeds derivative summaries back into | |
| your archive. | |
| **Checkpoints must be idempotent.** After a fail-closed block, the next | |
| compaction attempt calls `on_pre_compress()` again with the same transcript β | |
| and a transcript that grew only slightly produces largely overlapping | |
| evidence. Key your archive writes by content (for example a transcript | |
| digest) and upsert, so retries and overlaps deduplicate instead of | |
| accumulating duplicate archives. | |
| Contract tests: `tests/agent/test_pre_compress_checkpoint_contract.py`. | |
| ## Config Schema | |
| `get_config_schema()` returns a list of field descriptors used by `hermes memory setup`: | |
| ```python | |
| def get_config_schema(self): | |
| return [ | |
| { | |
| "key": "api_key", | |
| "description": "My Provider API key", | |
| "secret": True, # β written to .env | |
| "required": True, | |
| "env_var": "MY_API_KEY", # explicit env var name | |
| "url": "https://my-provider.com/keys", # where to get it | |
| }, | |
| { | |
| "key": "region", | |
| "description": "Server region", | |
| "default": "us-east", | |
| "choices": ["us-east", "eu-west", "ap-south"], | |
| }, | |
| { | |
| "key": "project", | |
| "description": "Project identifier", | |
| "default": "hermes", | |
| }, | |
| ] | |
| ``` | |
| Fields with `secret: True` and `env_var` go to `.env`. Non-secret fields are passed to `save_config()`. | |
| :::tip Minimal vs Full Schema | |
| Every field in `get_config_schema()` is prompted during `hermes memory setup`. Providers with many options should keep the schema minimal β only include fields the user **must** configure (API key, required credentials). Document optional settings in a config file reference (e.g. `$HERMES_HOME/myprovider.json`) rather than prompting for them all during setup. This keeps the setup wizard fast while still supporting advanced configuration. See the Supermemory provider for an example β it only prompts for the API key; all other options live in `supermemory.json`. | |
| ::: | |
| ## Save Config | |
| ```python | |
| def save_config(self, values: dict, hermes_home: str) -> None: | |
| """Write non-secret config to your native location.""" | |
| import json | |
| from pathlib import Path | |
| config_path = Path(hermes_home) / "my-provider.json" | |
| config_path.write_text(json.dumps(values, indent=2)) | |
| ``` | |
| For env-var-only providers, leave the default no-op. | |
| ## Plugin Entry Point | |
| ```python | |
| def register(ctx) -> None: | |
| """Called by the memory plugin discovery system.""" | |
| ctx.register_memory_provider(MyMemoryProvider()) | |
| ``` | |
| A provider may also expose read-only skills from the same callback. Skills are | |
| qualified by the entry-point name and are loaded only when that memory provider | |
| is active: | |
| ```python | |
| from pathlib import Path | |
| SKILLS_DIR = Path(__file__).parent / "skills" | |
| def register(ctx) -> None: | |
| ctx.register_memory_provider(MyMemoryProvider()) | |
| ctx.register_skill( | |
| "maintenance", | |
| SKILLS_DIR / "maintenance" / "SKILL.md", | |
| "Maintain the provider's memory store", | |
| ) | |
| ``` | |
| With the `my-provider` entry point active, the skill is available as | |
| `my-provider:maintenance` through `skill_view()`. | |
| ## plugin.yaml | |
| ```yaml | |
| name: my-provider | |
| version: 1.0.0 | |
| description: "Short description of what this provider does." | |
| hooks: | |
| - on_session_end # list hooks you implement | |
| ``` | |
| ## Threading Contract | |
| **`sync_turn()` MUST be non-blocking.** If your backend has latency (API calls, LLM processing), run the work in a daemon thread β spawned with `agent.memory_provider.spawn_context_thread`, never a bare `threading.Thread`. Profile isolation (the active `HERMES_HOME`, the per-turn secret scope) lives in `contextvars`, and a plain thread starts with an empty context: under multiplexed profiles it would silently write into the *default* profile's store, and `get_secret()` fails closed there. | |
| ```python | |
| from agent.memory_provider import spawn_context_thread | |
| def sync_turn(self, user_content, assistant_content, *, session_id="", messages=None): | |
| def _sync(): | |
| try: | |
| self._api.ingest(user_content, assistant_content, session_id=session_id, messages=messages) | |
| except Exception as e: | |
| logger.warning("Sync failed: %s", e) | |
| if self._sync_thread and self._sync_thread.is_alive(): | |
| self._sync_thread.join(timeout=5.0) | |
| self._sync_thread = spawn_context_thread(_sync, name="myprovider-sync") | |
| self._sync_thread.start() | |
| ``` | |
| The same applies to prefetch and writer threads. Small JSON config sidecars (`$HERMES_HOME/<provider>.json`) are read with `utils.read_json_or_empty` and written with `utils.atomic_json_write`; anything under `config.yaml` goes through `hermes_cli.config.save_config(..., merge_existing=True)`. | |
| `messages` is optional OpenAI-style conversation context as of the completed | |
| turn. When present, it includes user/assistant messages, assistant tool calls, | |
| and tool result messages. Providers that do not need raw turn context can omit | |
| the `messages` parameter; Hermes will continue calling them with the legacy | |
| signature. | |
| Cloud providers should document what parts of `messages` are sent off-device. | |
| Tool calls and tool results may contain file paths, command output, or other | |
| workspace data. | |
| ## Profile Isolation | |
| All storage paths **must** use the `hermes_home` kwarg from `initialize()`, not hardcoded `~/.hermes`: | |
| ```python | |
| # CORRECT β profile-scoped | |
| from hermes_constants import get_hermes_home | |
| data_dir = get_hermes_home() / "my-provider" | |
| # WRONG β shared across all profiles | |
| data_dir = Path("~/.hermes/my-provider").expanduser() | |
| ``` | |
| ## Testing | |
| See `tests/agent/test_memory_provider.py` and adjacent memory tests (`tests/agent/test_memory_session_switch.py`, `tests/agent/test_memory_user_id.py`, `tests/agent/test_memory_provider_init.py`) for end-to-end patterns. | |
| ```python | |
| from agent.memory_manager import MemoryManager | |
| mgr = MemoryManager() | |
| mgr.add_provider(my_provider) | |
| mgr.initialize_all(session_id="test-1", platform="cli") | |
| # Test tool routing | |
| result = mgr.handle_tool_call("my_tool", {"action": "add", "content": "test"}) | |
| # Test lifecycle | |
| mgr.sync_all("user msg", "assistant msg") | |
| mgr.on_session_end([]) | |
| mgr.shutdown_all() | |
| ``` | |
| ## Adding CLI Commands | |
| Memory provider plugins can register their own CLI subcommand tree (e.g. `hermes my-provider status`, `hermes my-provider config`). This uses a convention-based discovery system β no changes to core files needed. | |
| ### How it works | |
| 1. Add a `cli.py` file to your plugin directory | |
| 2. Define a `register_cli(subparser)` function that builds the argparse tree | |
| 3. The memory plugin system discovers it at startup via `discover_plugin_cli_commands()` | |
| 4. Your commands appear under `hermes <provider-name> <subcommand>` | |
| **Active-provider gating:** Your CLI commands only appear when your provider is the active `memory.provider` in config. If a user hasn't configured your provider, your commands won't show in `hermes --help`. | |
| ### Example | |
| ```python | |
| # plugins/memory/my-provider/cli.py | |
| def my_command(args): | |
| """Handler dispatched by argparse.""" | |
| sub = getattr(args, "my_command", None) | |
| if sub == "status": | |
| print("Provider is active and connected.") | |
| elif sub == "config": | |
| print("Showing config...") | |
| else: | |
| print("Usage: hermes my-provider <status|config>") | |
| def register_cli(subparser) -> None: | |
| """Build the hermes my-provider argparse tree. | |
| Called by discover_plugin_cli_commands() at argparse setup time. | |
| """ | |
| subs = subparser.add_subparsers(dest="my_command") | |
| subs.add_parser("status", help="Show provider status") | |
| subs.add_parser("config", help="Show provider config") | |
| subparser.set_defaults(func=my_command) | |
| ``` | |
| ### Reference implementation | |
| See `plugins/memory/honcho/cli.py` for a full example with 13 subcommands, cross-profile management (`--target-profile`), and config read/write. | |
| ### Directory structure with CLI | |
| ``` | |
| plugins/memory/my-provider/ | |
| βββ __init__.py # MemoryProvider implementation + register() | |
| βββ plugin.yaml # Metadata | |
| βββ cli.py # register_cli(subparser) β CLI commands | |
| βββ README.md # Setup instructions | |
| ``` | |
| ## Single Provider Rule | |
| Only **one** external memory provider can be active at a time. If a user tries to register a second, the MemoryManager rejects it with a warning. This prevents tool schema bloat and conflicting backends. | |