Task Router

Task Router

Intro

task-router is the primary routing entry point for processkit agents. Call route_task(task_description) once at the start of any domain task. It returns — in a single call, without an LLM — the matching skill, the legacy project-specific process override (if any), and the recommended MCP tool. Use it instead of calling find_skill() directly.

Overview

When to use

Call route_task() before any create_*, transition_*, link_*, or record_* MCP tool. The 1% rule applies: if there is even a 1% chance a processkit skill covers this task, route first.

Routing algorithm

Two-phase heuristic, no LLM call required:

1. Phase 1 — domain group match (cheap keyword classifier). Scores the task against 13 domain groups by keyword overlap. Eliminates ~90% of candidates in one pass.

2. Phase 2 — tool ranking (token overlap or local embedding-style cosine scoring within the matched group). Scores the ~3–6 tools in the matched group. Returns the top tool with rationale and two runner-up candidates.

3. Fallback — if no group scores ≥ 0.3, falls back to the skill-finder trigger-phrase table for cross-domain or meta tasks.

Reading the result

When confidence < 0.5

routing_basis will be needs_llm_confirm. Show candidate_tools[] to the user or pass them to an LLM for disambiguation. Do NOT call a create_* tool without confirmation when confidence is low.

Callers may pass allow_llm_escalation=true; the router then returns a llm_escalation status with the configured fast model class hint. The stdio MCP server does not make provider network calls itself, so the caller owns the actual cheap-model confirmation step.

When process_override is present

Read the process override file before the generic skill. It contains project-specific step overrides, gates, and blockers that supersede the skill defaults.

This is a legacy v1 compatibility surface. v2 processkit releases do not ship first-class Process entities or src/context/processes/. Existing projects may still carry live context/processes/*.md files as migration source state; when found, the router returns them with process_override_status: legacy-v1.

Gotchas

• Do not call find_skill() directly in normal flow — route_task() calls it internally as a fallback. Direct find_skill() calls skip the process override lookup and the domain group fast path.
• Low confidence is a signal, not a failure. Confidence < 0.5 means the task straddles multiple domains or uses uncommon vocabulary. Use candidate_tools[] to present options.
• Task description quality matters. Verb-noun phrases score best: "create work item", "record decision", "log event". Single words ("task", "log") are ambiguous — add context.
• Process overrides are compatibility data. Do not create new v2 Process entities for router overrides. Prefer skill configuration, definition Artifacts, or WorkItems that describe process instances.

Full reference

MCP server

See mcp/SERVER.md for tool schema and return-shape details.

Domain groups

The 13 registered groups: workitem, decision, discussion, event, actor, scope, index, skill, gate, model, id, role, binding.

Extending the router

To add a new domain group:

1. Add an entry to DOMAIN_GROUPS in mcp/server.py.
2. Add trigger phrases to the skill-finder trigger table.
3. Run the smoke tests: uv run scripts/smoke-test-servers.py.