Lore Agent
A self-improving knowledge agent that provides local retrieval, web research, and structured answer synthesis for Claude Code and VS Code Copilot via MCP. It enables AI tools to manage a project-specific knowledge lifecycle through automated research and indexing.
Limited view. Automated analysis covers part of this stack. Findings reflect what we verified. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.
Limited view: static analysis for Python is partially covered.
How we verified
Verified is a snapshot. Live keeps it current, and builds your track record.
⚡ Connect GitHub → continuous verification on every pushwhy connect →Who stands behind it
zfy465914233
Source: Glama
Claim it to get a verified publisher badge, a free copy of our full audit findings, and direct contact for any high-priority issues we find. Or connect your repo for our deepest verification, Live Monitored: read-only, revoke anytime. What we access →
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M8ven verifies MCPs across every public registry — install directly from whichever one you prefer.
SCHOLAR_ACADEMICAcademic tools (set =1): search_papers · search_conf_papers · download_paper · analyze_paper · extract_paper_images · paper_to_card · daily_recommend · link_paper_keywordsSCHOLAR_PORTSCHOLAR_HOMEProject-Local =./scholar scholar-agent init my-project/scholar/ my-project/scholar/ Current project onlySCHOLAR_PROFILESCHOLAR_TOOLSETPYTHONUTF8SCHOLAR_CACHE_DIRSCHOLAR_CACHE_MAX_ENTRIESSCHOLAR_ROUTER_API_KEYLLM_API_KEYNo LLM API key for advanced synthesis pipelineOPENAI_API_KEYGITHUB_TOKENSCHOLAR_ROUTER_API_URLLLM_API_URLOPENAI_BASE_URLSCHOLAR_ROUTER_MODELLLM_MODELEMBEDDING_BACKENDEMBEDDING_MODELEMBEDDING_TIMEOUTSCHOLAR_FILLER_API_FORMATSCHOLAR_FILLER_API_URLSCHOLAR_FILLER_API_KEYANTHROPIC_AUTH_TOKENANTHROPIC_API_KEYSCHOLAR_FILLER_MODELANTHROPIC_MODELANTHROPIC_BASE_URLLLM_TIMEOUTS2_API_KEYNo Semantic Scholar API key ([get one free](https://api.semanticscholar.org/))ARXIV_CATEGORIESTool 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
20/20 tools missing one or more hints — query_knowledge (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); save_research (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); fetch_url (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +17 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.
Tool inputs are validated
18/20 tool handlers declare input schemas (90%)
Declare an inputSchema with zod/joi/yup on every tool definition.
Tool handlers catch errors
13/20 tool handlers wrap calls in try/catch (65%)
Wrap each tool handler body in try/catch and return a structured error response.
Tests exist
No test files found
Add tests that exercise each declared tool.
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[](https://m8ven.ai/mcp/zfy465914233/scholar-agent)?variant=verified to the badge URL.Vetting this one by hand? Tool Check is an MCP that scores other MCPs. Add it once and ask Claude, ChatGPT, or any MCP client to grade a server, surface CVEs, check the publisher, and suggest safer alternatives — before you install.
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