Execute Bash script on remote server Args: script: Bash script content (can be multi-line) timeout:

Set the call source for the current async context. Returns a reset token.

Set self._active to False

Compute hash of tool description for change detection.

Generate embedding via OpenAI-compatible API (text-embedding-3-small). Delegates credential / base-URL resolution to :func:`openspace

Internal helper to get mcpServers configuration. Tries both 'mcpServers' and 'servers' keys for compatibility. Retur

Get SkillStore — reuses OpenSpace's internal instance when available.

Persist embedding cache to disk.

Deserialize an execution_analyses row + judgments → ExecutionAnalysis.

Generate platform-specific conda activation command prefix Args: conda_env: Conda environment name (e.g., 'myenv') Retu

Return all configured MCP server names from MCPClient config. Returns: List of server names

Record initial conversation context to conversations.jsonl (called once before iterations). Writes a ``type: "setup"`` line containi

Record a single iteration's delta messages to conversations.jsonl. Only the messages produced during this iteration are stored (assi

Set self._active to True

Apply multi-file FULL format to a skill directory. For each file in the parsed output: - If the path exists → overwrite - If the path is

Parse and apply a ``*** Begin Patch`` block to a skill directory. Two-phase: validate all hunks first, then write to disk.

Register bot skill directories into OpenSpace's SkillRegistry + DB. Called automatically by ``execute_task`` on every invocation. Directories

Ensure cache directory exists.

Extract package name from npx arguments. Args: args: npx arguments list, e.g. ["-y", "mcp-excalidraw-server"] or ["bazi-m

Fetch tools from provider. Args: backend: Backend type session_name: - None: fetch

Format all text files in a skill directory for prompt inclusion. Returns a multi-file listing if there are auxiliary files beyond SKI

Load SKILL.md content from disk via registry or direct read.

Record tool scores from ranking results.

Execute operation with retry logic. Args: operation_name: Name of operation for logging operation_fu

Enforce naming rules for skill names (used as directory names). - Lowercase, hyphens only (no underscores or special chars) - Truncate to ``_

Save metadata to metadata.json

Attempt to find *pattern* inside *lines* using *compare*.

Insert or update skill_records + sync related rows. Called within a transaction holding ``self._mu``.

Build litellm kwargs and resolve model for OpenSpace's LLM client. Resolution order (highest → lowest priority): Tier 1 — Explicit ``OPENSPA

Capture a telemetry event

Check *text* against safety rules, return list of triggered flag names. Returns an empty list if no rules match (= safe).

Delete all data (keeps schema).

Configure the logging system. Usually called automatically on first use; pass ``force=True`` to reconfigure explicitly. Args

Create a new MCP session for a specific server. Args: session_config: Must contain 'server' in connection_params

Auto-detect the patch format from LLM output. Detection uses **structural markers** that are unlikely to appear in normal skill prose, checke

End screen recording and optionally save to file.

* Get user transactions from localStorage

Get or create quality record for a tool.

Get global tool cache instance.

Generate unique key for a tool.

Initialize provider, call `create_session` to create all sessions if not exist Subclasses should set `self.is_initialized = True` afte

Invoke this tool using bound runtime information. Requires runtime info to be bound via bind_runtime_info(). If no runtime in

Return True if *flags* contain no blocking flag. ``suspicious.*`` flags are informational (logged / attached to search results) but do NOT bl

Load only active skill records, keyed by ``skill_id``. Convenience wrapper for ``load_all(active_only=True)``.

Load recent analyses. Args: skill_id: True ``skill_id`` (e.g. ``weather__imp_a1b2c3d4``). ``skill_judgments.skill

Public wrapper for one-time runtime .env loading.

Execute Python script on remote server Args: code: Python code string timeout: Execution timeout in