An MCP server that provides an AI LLM orchestrator supporting multiple providers (LM Studio, Ollama, OpenAI, generic) plus SQLite-backed memory, kanban, and todo databases for persistent task and knowledge management.
Caution. Specific findings reduced this grade. They are listed on the page. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.
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Mimimifu
Source: Glama
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ORCHESTRATOR_PROVIDERos.getenv("ORCHESTRATOR_PROVIDER", "lmstudio")LM_STUDIO_URL"url": os.getenv("", "http://localhost:1234/v1"),LM_STUDIO_MODEL"model": os.getenv("", "local-model"),LM_STUDIO_TIMEOUT"timeout": int(os.getenv("", "60")),LM_STUDIO_TEMPERATURE"temperature": float(os.getenv("", "0.7")),LM_STUDIO_MAX_TOKENS"max_tokens": int(os.getenv("", "2048")),OLLAMA_URL"url": os.getenv("", "http://localhost:11434"),OLLAMA_MODEL"model": os.getenv("", "qwen3.5:9b"),OLLAMA_TIMEOUT"timeout": int(os.getenv("", "60")),OLLAMA_TEMPERATURE"temperature": float(os.getenv("", "0.7")),OLLAMA_MAX_TOKENS"max_tokens": int(os.getenv("", "2048")),OPENAI_URL"url": os.getenv("", "https://api.openai.com/v1"),OPENAI_MODEL"model": os.getenv("", "gpt-4"),OPENAI_TIMEOUT"timeout": int(os.getenv("", "60")),OPENAI_TEMPERATURE"temperature": float(os.getenv("", "0.7")),OPENAI_MAX_TOKENS"max_tokens": int(os.getenv("", "4096")),OPENAI_API_KEY"api_key": os.getenv("", ""),GENERIC_URL"url": os.getenv("", "http://localhost:8080/v1"),GENERIC_MODEL"model": os.getenv("", "model"),GENERIC_TIMEOUT"timeout": int(os.getenv("", "60")),GENERIC_TEMPERATURE"temperature": float(os.getenv("", "0.7")),GENERIC_MAX_TOKENS"max_tokens": int(os.getenv("", "2048")),Tool annotations
No tools have read-only/destructive annotations
Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.
All four hints declared on every tool
25/25 tools missing one or more hints — orchestrator_query (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); orchestrator_list_providers (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); orchestrator_set_provider (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +22 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.
For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.
Destructive tools are labelled
1 tool perform destructive updates without destructiveHint — file_tool deletes at line 719 (os.remove(path))
Add destructiveHint:true to any tool whose handler calls .delete(), .upsert(), .update(), unlink, rm, DELETE, DROP, REPLACE INTO, or any operation that overwrites existing data.
Tool inputs are validated
20/25 tool handlers declare input schemas (80%)
Declare an inputSchema with zod/joi/yup on every tool definition.
Tool handlers catch errors
Only 8/25 tool handlers wrap calls in try/catch (32%)
Wrap each tool handler body in try/catch and return a structured error response.
License file
No license file
Add a LICENSE file (MIT, Apache-2.0, etc.).
Tests exist
No test files found
Add tests that exercise each declared tool.
Shell command execution
1 child_process call — runs shell commands
Prefer library functions over shell-outs. If you must shell out, ensure all inputs are properly escaped.
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