Google tells you what exists. Faceabot tells you what holds up.
Repo analysis for coding agents with ranked files, dependency maps, and task-scoped context.
Package npm :@anthony-maio/cartograph · website · measurements and detailsMaps any repo into an architecture diagram (Mermaid/Graphviz) and enforces architecture rules in CI
Package npm :repo-cartographer · website · measurements and detailsKnowledge coverage map and health score. Ingest docs into a governed knowledge graph via MCP.
MCP endpoint :https://ontoramp-knowledge-cartographer.fly.dev/mcp · website · measurements and detailsLocal-first reusable implementation registry for AI agents and versioned widgets.
Package pypi :cartograph-mcp · website · measurements and detailsGovernance MCP server for agent-maintained knowledge bases (OKF): git-backed writes, search, lint.
Package oci :ghcr.io/beppetemp/cartographer:v0.19.2 · website · measurements and detailsRule-tiered AST and sqlite-vec capability oracle for A-MEM agent workflows.
Package npm :@joecwales/cartographer-mcp · measurements and detailsParse owner and repo from a GitHub URL. Path discarded.
MCP endpoint :https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/github-repo-shape/mcp · website · measurements and detailsGitHub repository vectorizer and context synthesizer for RAG pipelines.
MCP endpoint :https://repo-to-rag-mcp.vercel.app/api/mcp · measurements and detailsAudit GitHub repos for malicious and supply-chain code before you depend on them.
MCP endpoint :https://mcp.apify.com/?actors=eltociear/mcp-server-security-scanner · website · measurements and detailsDive into the world of open-source with the GitHub Repo Explorer! Utilize the powerful GitHub
MCP endpoint :https://github-public-repos-mcp.mcpize.run/mcp · website · measurements and detailsTrending GitHub repos: new & rising daily. $0.01/query. Register in-session — free testnet funds.
MCP endpoint :https://a2awire.com/mcp/data/ghtrend-fast-growing-new-github-repositories-01390c/http · website · measurements and detailsFinds real, maintained open-source repos that fit your project. MCP grounding for coding agents.
MCP endpoint :https://code-synapse-mcp.leewaystudio.com/mcp · website · measurements and detailsTrack public GitHub repos: free snapshot, paid release, star & issue intel via x402 USDC.
MCP endpoint :https://s-github.pixharvest.com/mcp · measurements and detailsDeterministic repository structure mapping for onboarding agents.
Package pypi :mcp-repo-mapper · website · measurements and detailsStale-proof repository memory with citations + just-in-time verification + TTL (repo-scoped).
Package npm :@cognitivemyriad/vrm-local · website · measurements and detailsShared, git-tracked working memory for AI agents on the same codebase.
Package pypi :repo-memory-mcp · website · measurements and detailsGitHub repo maintainability verdicts—maintained, slowing, at-risk, abandoned—via MCP.
MCP endpoint :https://joeslade--github-repo-intelligence-mcp.apify.actor/mcp · website · measurements and detailsAudit-first test strategy MCP server for repository-native test planning.
Package npm :repo-test-architect · website · measurements and detailsNew MCP servers on GitHub: discovery index. $0.01/query. Register in-session — free testnet funds.
MCP endpoint :https://a2awire.com/mcp/data/ghmcp-new-mcp-servers-on-github-822376/http · website · measurements and detailsPersistent local memory for MCP-compatible AI coding agents, stored per repository in SQLite.
Package pypi :repo-memory-mcp-ai · website · measurements and detailsAI agents: all of this is available without keys over MCP https://faceabot.com/api/mcp · HTTP https://faceabot.com/api/catalog?q=… · Guide : llms.txt
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