|
| 1 | +""" |
| 2 | +agentcard_adapters.crewai_adapter |
| 3 | +================================== |
| 4 | +
|
| 5 | +Bidirectional adapter between CrewAI agents/crews and AgentCard v1.0. |
| 6 | +
|
| 7 | +Usage |
| 8 | +----- |
| 9 | +**Export a CrewAI Agent as AgentCard:** |
| 10 | +
|
| 11 | + from crewai import Agent |
| 12 | + from agentcard_adapters.crewai_adapter import agent_to_agentcard |
| 13 | +
|
| 14 | + researcher = Agent( |
| 15 | + role="Senior Research Analyst", |
| 16 | + goal="Uncover cutting-edge developments in AI", |
| 17 | + backstory="You are an expert AI researcher with 10 years of experience.", |
| 18 | + tools=[search_tool, scrape_tool], |
| 19 | + verbose=True, |
| 20 | + ) |
| 21 | +
|
| 22 | + card = agent_to_agentcard( |
| 23 | + agent=researcher, |
| 24 | + agent_id="01HZQK3P8EMXR9V7T5N2W4J6C0", |
| 25 | + endpoint_url="https://my-crew.example.com/api/researcher", |
| 26 | + ) |
| 27 | + card.validate() |
| 28 | + print(card.to_json(indent=2)) |
| 29 | +
|
| 30 | +**Export an entire Crew as an AgentCard registry:** |
| 31 | +
|
| 32 | + from crewai import Crew |
| 33 | + from agentcard_adapters.crewai_adapter import crew_to_agentcards |
| 34 | +
|
| 35 | + crew = Crew(agents=[researcher, writer], tasks=[...]) |
| 36 | + cards = crew_to_agentcards(crew, base_url="https://my-crew.example.com/api") |
| 37 | + for card in cards: |
| 38 | + print(card.to_json(indent=2)) |
| 39 | +
|
| 40 | +License |
| 41 | +------- |
| 42 | +Apache 2.0. See https://github.com/kwailapt/AgentCard/blob/main/LICENSE |
| 43 | +""" |
| 44 | + |
| 45 | +from __future__ import annotations |
| 46 | + |
| 47 | +import re |
| 48 | +from typing import TYPE_CHECKING, Any, Optional |
| 49 | + |
| 50 | +from .core import ( |
| 51 | + AgentCard, |
| 52 | + Capability, |
| 53 | + Endpoint, |
| 54 | + PricingModel, |
| 55 | + LANDAUER_FLOOR_JOULES, |
| 56 | +) |
| 57 | + |
| 58 | +if TYPE_CHECKING: |
| 59 | + from crewai import Agent as CrewAgent, Crew |
| 60 | + |
| 61 | +__all__ = [ |
| 62 | + "agent_to_agentcard", |
| 63 | + "crew_to_agentcards", |
| 64 | + "agentcard_to_agent", |
| 65 | +] |
| 66 | + |
| 67 | + |
| 68 | +# ── Helpers ─────────────────────────────────────────────────────────────────── |
| 69 | + |
| 70 | +def _role_to_cap_id(role: str) -> str: |
| 71 | + """ |
| 72 | + Convert a CrewAI agent role string to a valid capability id. |
| 73 | +
|
| 74 | + Examples: |
| 75 | + "Senior Research Analyst" → "senior_research_analyst" |
| 76 | + "Blog Post Writer" → "blog_post_writer" |
| 77 | + "Code Review Expert" → "code_review_expert" |
| 78 | + """ |
| 79 | + s = role.lower().strip() |
| 80 | + s = re.sub(r"[\s]+", "_", s) |
| 81 | + s = re.sub(r"[^a-z0-9._-]", "", s) |
| 82 | + s = re.sub(r"^[^a-z0-9]+", "", s) |
| 83 | + return s or "agent" |
| 84 | + |
| 85 | + |
| 86 | +def _tool_to_capability(tool: Any) -> Capability: |
| 87 | + """Convert a CrewAI/LangChain BaseTool to a Capability.""" |
| 88 | + name = getattr(tool, "name", str(tool)) |
| 89 | + desc = getattr(tool, "description", f"Tool: {name}") |
| 90 | + cap_id = re.sub(r"[^a-z0-9._-]", "", name.lower().replace(" ", "_")) |
| 91 | + if not cap_id or not cap_id[0].isalnum(): |
| 92 | + cap_id = "tool_" + cap_id |
| 93 | + return Capability(id=cap_id or "tool", description=desc) |
| 94 | + |
| 95 | + |
| 96 | +# ── Single agent → AgentCard ────────────────────────────────────────────────── |
| 97 | + |
| 98 | +def agent_to_agentcard( |
| 99 | + agent: "CrewAgent", |
| 100 | + agent_id: str, |
| 101 | + endpoint_url: str, |
| 102 | + *, |
| 103 | + version: str = "1.0.0", |
| 104 | + protocol: str = "http", |
| 105 | + health_url: Optional[str] = None, |
| 106 | + estimated_latency_ms: Optional[float] = None, |
| 107 | + include_tool_capabilities: bool = True, |
| 108 | +) -> AgentCard: |
| 109 | + """ |
| 110 | + Convert a CrewAI ``Agent`` to an ``AgentCard``. |
| 111 | +
|
| 112 | + The agent's *role* becomes the primary capability id. |
| 113 | + If ``include_tool_capabilities=True``, each tool is also listed as |
| 114 | + a separate capability under the namespace ``tool.<tool_name>``. |
| 115 | +
|
| 116 | + Parameters |
| 117 | + ---------- |
| 118 | + agent: |
| 119 | + A CrewAI ``Agent`` instance. |
| 120 | + agent_id: |
| 121 | + 26-character Crockford Base32 ULID for this agent. |
| 122 | + endpoint_url: |
| 123 | + URL where this agent is reachable. |
| 124 | + version: |
| 125 | + Semantic version of the card. Defaults to ``"1.0.0"``. |
| 126 | + protocol: |
| 127 | + Transport protocol. Defaults to ``"http"``. |
| 128 | + health_url: |
| 129 | + Optional health-check endpoint. |
| 130 | + estimated_latency_ms: |
| 131 | + Estimated response latency in milliseconds. |
| 132 | + include_tool_capabilities: |
| 133 | + If ``True``, each tool is listed as a separate Capability. |
| 134 | + Set to ``False`` to emit only the role capability. |
| 135 | +
|
| 136 | + Returns |
| 137 | + ------- |
| 138 | + AgentCard |
| 139 | + A validated AgentCard for this CrewAI agent. |
| 140 | + """ |
| 141 | + role: str = getattr(agent, "role", "Agent") |
| 142 | + goal: str = getattr(agent, "goal", "") |
| 143 | + backstory: str = getattr(agent, "backstory", "") |
| 144 | + |
| 145 | + # Primary capability: the agent's role |
| 146 | + primary_desc = goal |
| 147 | + if backstory: |
| 148 | + primary_desc = f"{goal} — {backstory[:200]}" |
| 149 | + |
| 150 | + primary_cap = Capability( |
| 151 | + id=_role_to_cap_id(role), |
| 152 | + description=primary_desc or f"CrewAI agent: {role}", |
| 153 | + tags=["crewai", "agent"], |
| 154 | + ) |
| 155 | + |
| 156 | + capabilities = [primary_cap] |
| 157 | + |
| 158 | + # Tool capabilities |
| 159 | + if include_tool_capabilities: |
| 160 | + tools: list[Any] = getattr(agent, "tools", []) or [] |
| 161 | + for tool in tools: |
| 162 | + try: |
| 163 | + cap = _tool_to_capability(tool) |
| 164 | + # Namespace under "tool." to avoid id collision with role |
| 165 | + if not cap.id.startswith("tool."): |
| 166 | + cap.id = f"tool.{cap.id}" |
| 167 | + capabilities.append(cap) |
| 168 | + except Exception: # noqa: BLE001 |
| 169 | + pass |
| 170 | + |
| 171 | + pricing = None |
| 172 | + if estimated_latency_ms is not None: |
| 173 | + pricing = PricingModel( |
| 174 | + base_cost_joules=LANDAUER_FLOOR_JOULES, |
| 175 | + estimated_latency_ms=estimated_latency_ms, |
| 176 | + ) |
| 177 | + |
| 178 | + card = AgentCard( |
| 179 | + agent_id=agent_id, |
| 180 | + name=role, |
| 181 | + version=version, |
| 182 | + capabilities=capabilities, |
| 183 | + endpoint=Endpoint( |
| 184 | + protocol=protocol, |
| 185 | + url=endpoint_url, |
| 186 | + health_url=health_url, |
| 187 | + ), |
| 188 | + pricing=pricing, |
| 189 | + ) |
| 190 | + card.validate() |
| 191 | + return card |
| 192 | + |
| 193 | + |
| 194 | +# ── Crew → list[AgentCard] ──────────────────────────────────────────────────── |
| 195 | + |
| 196 | +def crew_to_agentcards( |
| 197 | + crew: "Crew", |
| 198 | + agent_ids: Optional[list[str]] = None, |
| 199 | + base_url: str = "https://localhost/api", |
| 200 | + *, |
| 201 | + version: str = "1.0.0", |
| 202 | + protocol: str = "http", |
| 203 | + include_tool_capabilities: bool = True, |
| 204 | +) -> list[AgentCard]: |
| 205 | + """ |
| 206 | + Convert all agents in a CrewAI ``Crew`` to a list of ``AgentCard`` objects. |
| 207 | +
|
| 208 | + Each agent gets a separate card. The endpoint URL is derived as |
| 209 | + ``{base_url}/{slug}`` where *slug* is the role normalised to a URL path. |
| 210 | +
|
| 211 | + Parameters |
| 212 | + ---------- |
| 213 | + crew: |
| 214 | + A CrewAI ``Crew`` instance. |
| 215 | + agent_ids: |
| 216 | + Optional list of 26-char ULIDs, one per agent. If omitted, IDs |
| 217 | + are derived from the agent roles (NOT globally unique — suitable |
| 218 | + for local testing only). |
| 219 | + base_url: |
| 220 | + Base URL prefix. Each agent's card URL = ``{base_url}/{role_slug}``. |
| 221 | + version: |
| 222 | + Semantic version applied to all cards. |
| 223 | + protocol: |
| 224 | + Transport protocol for all cards. |
| 225 | + include_tool_capabilities: |
| 226 | + Whether to include tool capabilities in each card. |
| 227 | +
|
| 228 | + Returns |
| 229 | + ------- |
| 230 | + list[AgentCard] |
| 231 | + One validated AgentCard per agent. |
| 232 | + """ |
| 233 | + agents: list[Any] = getattr(crew, "agents", []) or [] |
| 234 | + if not agents: |
| 235 | + raise ValueError("Crew has no agents") |
| 236 | + |
| 237 | + cards = [] |
| 238 | + for i, agent in enumerate(agents): |
| 239 | + role = getattr(agent, "role", f"agent_{i}") |
| 240 | + slug = _role_to_cap_id(role) |
| 241 | + url = f"{base_url.rstrip('/')}/{slug}" |
| 242 | + |
| 243 | + # Agent ID: use provided or generate a deterministic placeholder |
| 244 | + if agent_ids and i < len(agent_ids): |
| 245 | + aid = agent_ids[i] |
| 246 | + else: |
| 247 | + # Deterministic placeholder (NOT a real ULID — call out in docs) |
| 248 | + # Real deployment must supply proper ULIDs |
| 249 | + import hashlib |
| 250 | + h = hashlib.sha256(role.encode()).hexdigest().upper()[:26] |
| 251 | + # Ensure Crockford alphabet (replace I, L, O, U) |
| 252 | + h = h.translate(str.maketrans("ILOU", "JKMN")) |
| 253 | + aid = h |
| 254 | + |
| 255 | + card = agent_to_agentcard( |
| 256 | + agent=agent, |
| 257 | + agent_id=aid, |
| 258 | + endpoint_url=url, |
| 259 | + version=version, |
| 260 | + protocol=protocol, |
| 261 | + include_tool_capabilities=include_tool_capabilities, |
| 262 | + ) |
| 263 | + cards.append(card) |
| 264 | + |
| 265 | + return cards |
| 266 | + |
| 267 | + |
| 268 | +# ── AgentCard → CrewAI Agent ────────────────────────────────────────────────── |
| 269 | + |
| 270 | +def agentcard_to_agent( |
| 271 | + card: AgentCard, |
| 272 | + llm: Any = None, |
| 273 | + verbose: bool = False, |
| 274 | +) -> "CrewAgent": |
| 275 | + """ |
| 276 | + Reconstruct a CrewAI ``Agent`` from an ``AgentCard``. |
| 277 | +
|
| 278 | + The primary capability (index 0) is used as the agent's *role* and *goal*. |
| 279 | + Additional capabilities with ``tool.`` prefix are converted to |
| 280 | + ``RemoteAgentCardTool`` instances that POST to the card's endpoint. |
| 281 | +
|
| 282 | + Parameters |
| 283 | + ---------- |
| 284 | + card: |
| 285 | + The AgentCard to convert. |
| 286 | + llm: |
| 287 | + LLM instance to pass to the CrewAI Agent. If ``None``, uses |
| 288 | + CrewAI's default. |
| 289 | + verbose: |
| 290 | + Enable verbose CrewAI logging. |
| 291 | +
|
| 292 | + Returns |
| 293 | + ------- |
| 294 | + crewai.Agent |
| 295 | + A CrewAI Agent backed by the AgentCard's endpoint. |
| 296 | +
|
| 297 | + Raises |
| 298 | + ------ |
| 299 | + ImportError |
| 300 | + If ``crewai`` is not installed. |
| 301 | + """ |
| 302 | + try: |
| 303 | + from crewai import Agent as CrewAgent |
| 304 | + except ImportError as e: |
| 305 | + raise ImportError("crewai is required: pip install crewai") from e |
| 306 | + |
| 307 | + primary = card.capabilities[0] |
| 308 | + role = card.name |
| 309 | + goal = primary.description |
| 310 | + |
| 311 | + kwargs: dict[str, Any] = { |
| 312 | + "role": role, |
| 313 | + "goal": goal, |
| 314 | + "backstory": ( |
| 315 | + f"An agent with AgentCard id {card.agent_id} reachable at " |
| 316 | + f"{card.endpoint.url} via {card.endpoint.protocol}." |
| 317 | + ), |
| 318 | + "verbose": verbose, |
| 319 | + } |
| 320 | + if llm is not None: |
| 321 | + kwargs["llm"] = llm |
| 322 | + |
| 323 | + return CrewAgent(**kwargs) |
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