{
  "project_id": "ctxr-dev/llm-wiki-memory",
  "repo": "ctxr-dev/llm-wiki-memory",
  "name": "llm-wiki-memory",
  "github_url": "https://github.com/ctxr-dev/llm-wiki-memory",
  "homepage_url": null,
  "language": "JavaScript",
  "license": "MIT",
  "project_kind": "project",
  "category": [
    "mcp_server"
  ],
  "tags": [
    "agent-memory",
    "andrej-karpathy",
    "andrej-karpathy-llm-wiki",
    "andrej-karpathy-skills",
    "claude-code",
    "embeddings",
    "llm-wiki",
    "memory",
    "rag",
    "semantic-search"
  ],
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  "alternatives": [
    {
      "repo": "headroomlabs-ai/headroom",
      "reason": "Same mcp server intent with rag, coding_agent, mcp overlap."
    },
    {
      "repo": "affaan-m/ECC",
      "reason": "Same mcp server intent with agent_memory, mcp overlap."
    },
    {
      "repo": "ruvnet/ruflo",
      "reason": "Same mcp server intent with agent_memory, rag, coding_agent overlap."
    }
  ],
  "related": [
    {
      "repo": "labring/FastGPT",
      "reason": "Related to ctxr-dev/llm-wiki-memory through mcp server category and docker deployment."
    },
    {
      "repo": "deepset-ai/haystack",
      "reason": "Related to ctxr-dev/llm-wiki-memory through mcp server category and docker deployment."
    },
    {
      "repo": "Sibyl-Labs/Sibyl-Memory",
      "reason": "Related to ctxr-dev/llm-wiki-memory through mcp server category and docker deployment."
    },
    {
      "repo": "ModelEngine-Group/nexent",
      "reason": "Related to ctxr-dev/llm-wiki-memory through mcp server category and docker deployment."
    },
    {
      "repo": "trpc-group/trpc-agent-go",
      "reason": "Related to ctxr-dev/llm-wiki-memory through mcp server category and docker deployment."
    },
    {
      "repo": "shibing624/agentica",
      "reason": "Related to ctxr-dev/llm-wiki-memory through mcp server category and docker deployment."
    },
    {
      "repo": "the-open-agent/openagent",
      "reason": "Related to ctxr-dev/llm-wiki-memory through mcp server category and docker deployment."
    },
    {
      "repo": "rush-db/rushdb",
      "reason": "Related to ctxr-dev/llm-wiki-memory through mcp server category and docker deployment."
    }
  ],
  "dependencies": [
    "MCP",
    "Vector database",
    "LLM provider"
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  "deployments": [
    "docker",
    "local",
    "cloud"
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    "connect agents to tools",
    "expose APIs through MCP",
    "bootstrap MCP integrations"
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    "edge-only Cloudflare Workers deployment without adaptation"
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      "confidence": "high",
      "evidence": [
        "Matched \"mcp server\" in metadata.",
        "Matched \"mcp\" in metadata."
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    "deployment": {
      "confidence": "medium",
      "evidence": [
        "Local usage is assumed for open source repositories unless contradicted."
      ]
    },
    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "Repository has under 10k stars, so complexity is treated conservatively."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Runtime blocker: python.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
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  "quality_signals": {
    "stars": 130,
    "recent_commits": 19,
    "contributors": 3,
    "issue_response_time_hours": null,
    "release_frequency_180d": 4
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  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 36,
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 12,
  "agent_score": 57,
  "score": 73,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 25,
    "deployment": 80,
    "popularity": 42,
    "community": 48
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  "git_top_score": 73,
  "git_top_score_breakdown": {
    "community": 72,
    "maintenance": 40,
    "documentation": 84,
    "stability": 100,
    "adoption": 50,
    "agent_readability": 100
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    "schema_version": "git-top.verification.v1",
    "overall_status": "partial",
    "observed_at": "2026-09-05T17:30:42.057Z",
    "signals": {
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        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.pushed_at",
          "metrics.recent_push_days"
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      "license": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.license"
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      "documentation": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.description"
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      "runtime": {
        "status": "inferred",
        "source": "git_top_heuristic",
        "evidence": [
          "agent_card.deployment",
          "agent_card.cloudflare_ready"
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      "install": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "installation/build probe is not enabled"
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      "security": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "dependency/security scan is not enabled"
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      },
      "mcp": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "MCP liveness and tool-call probe is not enabled"
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      "observed": 3,
      "inferred": 1,
      "not_run": 3,
      "unknown": 0
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    "next_steps": [
      "Run an installation/build probe before production adoption.",
      "Run a dependency and security scan before treating the score as a trust claim.",
      "Run MCP initialize, tools/list, first-call, and error probes before relying on this server."
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  },
  "summary": {
    "tl_dr": "Use ctxr-dev/llm-wiki-memory when the user needs a mcp server project with docker, local, cloud deployment options.",
    "purpose": "Use ctxr-dev/llm-wiki-memory when the user needs a mcp server project with docker, local, cloud deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "tool definitions",
      "resource config",
      "transport settings"
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      "MCP tools",
      "JSON-RPC responses",
      "server capabilities"
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      "connect agents to tools",
      "expose APIs through MCP",
      "bootstrap MCP integrations",
      "agent tool exposure",
      "MCP integrations",
      "tool servers"
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      "edge-only Cloudflare Workers deployment without adaptation",
      "front-end apps",
      "non-tooling backends"
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      "docker",
      "local",
      "cloud"
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    "alternatives": [
      {
        "repo": "headroomlabs-ai/headroom",
        "reason": "Same mcp server intent with rag, coding_agent, mcp overlap."
      },
      {
        "repo": "affaan-m/ECC",
        "reason": "Same mcp server intent with agent_memory, mcp overlap."
      },
      {
        "repo": "ruvnet/ruflo",
        "reason": "Same mcp server intent with agent_memory, rag, coding_agent overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"mcp server\" in metadata.",
          "Matched \"mcp\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "medium",
        "evidence": [
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Repository has under 10k stars, so complexity is treated conservatively."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Runtime blocker: python.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 36,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
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      "observed_at": "2026-09-05T17:30:42.057Z",
      "signals": {
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          "status": "observed",
          "source": "github_metadata",
          "evidence": [
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            "metrics.recent_push_days"
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        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
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        "runtime": {
          "status": "inferred",
          "source": "git_top_heuristic",
          "evidence": [
            "agent_card.deployment",
            "agent_card.cloudflare_ready"
          ]
        },
        "install": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "installation/build probe is not enabled"
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        },
        "security": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "dependency/security scan is not enabled"
          ]
        },
        "mcp": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "MCP liveness and tool-call probe is not enabled"
          ]
        }
      },
      "coverage": {
        "observed": 3,
        "inferred": 1,
        "not_run": 3,
        "unknown": 0
      },
      "next_steps": [
        "Run an installation/build probe before production adoption.",
        "Run a dependency and security scan before treating the score as a trust claim.",
        "Run MCP initialize, tools/list, first-call, and error probes before relying on this server."
      ]
    },
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      "project.topics",
      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics",
      "verification.signals"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-09-05T17:30:42.057Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
  "source_fields": [
    "project.description",
    "project.topics",
    "project.language",
    "project.license",
    "agent_card.summary_for_agent",
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    "agent_card.classification",
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  "knowledge": {
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      "id": "ctxr-dev/llm-wiki-memory",
      "owner": "ctxr-dev",
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      "description": "Local, git-versioned memory for AI coding agents. No RAG, no Docker, no external service. Capture, compile, recall over a local LLM wiki with on-device embeddings and an MCP server.",
      "language": "JavaScript",
      "topics": [
        "agent-memory",
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        "andrej-karpathy-skills",
        "claude-code",
        "embeddings",
        "llm-wiki",
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        "rag",
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      "forks": 2,
      "open_issues": 1,
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      "use_cases": [
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          "project_id": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with rag, coding_agent, mcp overlap."
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          "project_id": "affaan-m/ECC",
          "reason": "Same mcp server intent with agent_memory, mcp overlap."
        },
        {
          "project_id": "ruvnet/ruflo",
          "reason": "Same mcp server intent with agent_memory, rag, coding_agent overlap."
        }
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      "summary_for_agent": "Use ctxr-dev/llm-wiki-memory when the user needs a mcp server project with docker, local, cloud deployment options.",
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"mcp server\" in metadata.",
            "Matched \"mcp\" in metadata."
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        "deployment": {
          "confidence": "medium",
          "evidence": [
            "Local usage is assumed for open source repositories unless contradicted."
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        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
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        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
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        }
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      "schema_version": "v1",
      "generated_at": "2026-09-05T17:30:42.057Z"
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        "commits_30d": "complete",
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