caura-build-fleet good first issues (Python)

MemClaw 429 responses are treated as permanent errors and never retried 1 day ago

good first issue help wanted

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

Blank env values (MEMCLAW_API_URL=, MEMCLAW_FLEET_ID=) bypass defaults instead of falling back 1 day ago

good first issue help wanted

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

REST delete succeeds server-side but raises 'Expected JSON response' on 204 No Content 1 day ago

good first issue help wanted

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

HTTPS-only URL check blocks self-hosted Caura on http://localhost 1 day ago

good first issue help wanted

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

Default MemClaw endpoint memclaw.net is retired — pipeline fails out of the box 1 day ago

good first issue help wanted

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

config.MemoryType is defined but never used 1 day ago

good first issue help wanted

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

debug_recall.py prints the first 8 characters of the API key 17 days ago

good first issue help wanted

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

LLM_GATEWAY_MAX_TOKENS is missing from .env.example and bad values fall back silently 17 days ago

good first issue help wanted

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

recall/list results are silently capped at 5 with no 'omitted' marker for the model 17 days ago

good first issue help wanted

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

_tool_message_content truncates by string slice, so oversized tool results reach the model as invalid JSON 17 days ago

good first issue help wanted

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

_bootstrap_agent has an if/else whose two arms are identical 17 days ago

good first issue help wanted

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

load_dotenv(override=True) lets .env silently beat exported environment variables 17 days ago

good first issue help wanted

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

Split pytest out of pipeline/requirements.txt into a dev requirements file 17 days ago

good first issue help wanted

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

--dry-run doesn't verify MCP tool-schema shape, only connectivity 19 days ago

good first issue

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

--json-output overwrites the same file on every --loop iteration about 1 month ago

good first issue

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

Memory content validation is skipped on the default MCP transport about 1 month ago

good first issue

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

Agent iteration cap is hit silently, truncated runs look successful about 1 month ago

good first issue

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

debug_recall.py never loads .env despite its docstring saying it does about 1 month ago

good first issue

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

A typo in --log-level silently falls back to INFO about 1 month ago

good first issue

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

The "did the Manager write?" check is duplicated and misses evolve/tune about 1 month ago

good first issue

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

--reset and --loop only delete the first page of fleet memories about 1 month ago

good first issue

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

Fleet reset deletes memories as manager-tenant, the agent documented as read-only about 1 month ago

good first issue

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

Dead code in mcp_client.py: format_tool_result() and _doc() are never called about 1 month ago

good first issue

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

--skip-manager drops the last pipeline step by index, not the Manager about 1 month ago

good first issue

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

_parse_verdict returns the first keyword in the list, not the first one in the text about 1 month ago

good first issue

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

except (ValueError, Exception) is redundant in run_agent about 2 months ago

good first issue

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

Running a single agent directly ignores MEMCLAW_API_URL from .env about 2 months ago

good first issue

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

Add CI to run the existing test suite about 2 months ago

good first issue

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

Pipeline exits 0 even when every agent fails about 2 months ago

good first issue

caura-ai/caura-build-fleet

30

A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.

Python

#agent-fleet#agent-memory#ai-agents#ai-pipeline#constraint-propagation#llm#mcp#model-context-protocol#multi-agent#python#shared-memory

caura-ai/caura-build-fleet

Open Issues Need Help