{
  "project_id": "dcostenco/prism-coder",
  "repo": "dcostenco/prism-coder",
  "name": "prism-coder",
  "github_url": "https://github.com/dcostenco/prism-coder",
  "homepage_url": "https://synalux.ai/prism-mcp",
  "language": "TypeScript",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
    "mcp_server"
  ],
  "tags": [
    "agent-memory",
    "ai-agent",
    "anti-sycophancy",
    "cognitive-architecture",
    "hebbian-learning",
    "hipaa",
    "local-first",
    "local-llm",
    "mcp",
    "mcp-server",
    "mind-palace",
    "model-context-protocol",
    "ollama",
    "prism-coder",
    "semantic-search",
    "spreading-activation",
    "sqlite",
    "supabase",
    "typescript",
    "vector-search"
  ],
  "description": "Persistent memory + local AI for coding agents. 2B–27B open-weight LLM fleet, cross-session Mind Palace, cognitive routing, L3 grounding verifier, multi-agent Hivemind. Works with Claude Code, Cursor, VS Code. Offline-first, HIPAA-ready. Free tier included.",
  "overview": "Use dcostenco/prism-coder when the user needs a mcp server project with docker, library-only, local deployment options.",
  "alternatives": [
    {
      "repo": "SigNoz/signoz",
      "reason": "Same mcp server intent with mcp overlap."
    },
    {
      "repo": "can1357/oh-my-pi",
      "reason": "Same mcp server intent with coding_agent, mcp overlap."
    },
    {
      "repo": "affaan-m/ECC",
      "reason": "Same mcp server intent with agent_memory, mcp overlap."
    }
  ],
  "related": [
    {
      "repo": "AstrBotDevs/AstrBot",
      "reason": "Related to dcostenco/prism-coder through mcp server category and docker deployment."
    },
    {
      "repo": "googleapis/mcp-toolbox",
      "reason": "Related to dcostenco/prism-coder through mcp server category and docker deployment."
    },
    {
      "repo": "ohad6k/emulo",
      "reason": "Related to dcostenco/prism-coder through mcp server category and docker deployment."
    },
    {
      "repo": "Peiiii/nextclaw",
      "reason": "Related to dcostenco/prism-coder through mcp server category and docker deployment."
    },
    {
      "repo": "bgauryy/octocode",
      "reason": "Related to dcostenco/prism-coder through mcp server category and docker deployment."
    },
    {
      "repo": "ThreatRecall/zettelforge",
      "reason": "Related to dcostenco/prism-coder through mcp server category and docker deployment."
    },
    {
      "repo": "ImFeH2/flowent",
      "reason": "Related to dcostenco/prism-coder through mcp server category and docker deployment."
    },
    {
      "repo": "freddy-schuetz/n8n-claw",
      "reason": "Related to dcostenco/prism-coder through mcp server category and docker deployment."
    }
  ],
  "dependencies": [
    "MCP",
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "connect agents to tools",
    "expose APIs through MCP",
    "bootstrap MCP integrations"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
  ],
  "classification": {
    "category": {
      "confidence": "medium",
      "evidence": [
        "Matched \"mcp\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Found Docker configuration file.",
        "Matched \"pip install\" in repository content.",
        "Matched \"npm install\" in repository content.",
        "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_signals": {
    "stars": 157,
    "recent_commits": 100,
    "contributors": 3,
    "issue_response_time_hours": null,
    "release_frequency_180d": 34
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "estimated",
    "commits_30d": "partial",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 30,
  "agent_score": 67,
  "score": 81,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 57,
    "deployment": 90,
    "popularity": 44,
    "community": 48
  },
  "git_top_score": 81,
  "git_top_score_breakdown": {
    "community": 73,
    "maintenance": 71,
    "documentation": 84,
    "stability": 100,
    "adoption": 62,
    "agent_readability": 100
  },
  "summary": {
    "tl_dr": "Use dcostenco/prism-coder when the user needs a mcp server project with docker, library-only, local deployment options.",
    "purpose": "Use dcostenco/prism-coder when the user needs a mcp server project with docker, library-only, local deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "tool definitions",
      "resource config",
      "transport settings"
    ],
    "outputs": [
      "MCP tools",
      "JSON-RPC responses",
      "server capabilities"
    ],
    "good_for": [
      "connect agents to tools",
      "expose APIs through MCP",
      "bootstrap MCP integrations",
      "agent tool exposure",
      "MCP integrations",
      "tool servers"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "front-end apps",
      "non-tooling backends"
    ],
    "deployment": [
      "docker",
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "SigNoz/signoz",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "can1357/oh-my-pi",
        "reason": "Same mcp server intent with coding_agent, mcp overlap."
      },
      {
        "repo": "affaan-m/ECC",
        "reason": "Same mcp server intent with agent_memory, mcp overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"mcp\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Found Docker configuration file.",
          "Matched \"pip install\" in repository content.",
          "Matched \"npm install\" in repository content.",
          "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": "estimated",
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "source_fields": [
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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"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: stars30dDelta, commits30d."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-07-20T21:01:05.885Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: stars30dDelta, commits30d."
  ],
  "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",
    "agent_card.use_cases",
    "agent_card.deployment",
    "agent_card.classification",
    "metrics"
  ],
  "last_verified_at": "2026-07-20T21:01:05.885Z",
  "knowledge": {
    "project": {
      "id": "dcostenco/prism-coder",
      "owner": "dcostenco",
      "name": "prism-coder",
      "full_name": "dcostenco/prism-coder",
      "github_url": "https://github.com/dcostenco/prism-coder",
      "homepage_url": "https://synalux.ai/prism-mcp",
      "description": "Persistent memory + local AI for coding agents. 2B–27B open-weight LLM fleet, cross-session Mind Palace, cognitive routing, L3 grounding verifier, multi-agent Hivemind. Works with Claude Code, Cursor, VS Code. Offline-first, HIPAA-ready. Free tier included.",
      "language": "TypeScript",
      "topics": [
        "agent-memory",
        "ai-agent",
        "anti-sycophancy",
        "cognitive-architecture",
        "hebbian-learning",
        "hipaa",
        "local-first",
        "local-llm",
        "mcp",
        "mcp-server",
        "mind-palace",
        "model-context-protocol",
        "ollama",
        "prism-coder",
        "semantic-search",
        "spreading-activation",
        "sqlite",
        "supabase",
        "typescript",
        "vector-search"
      ],
      "license": "Apache-2.0",
      "stars": 157,
      "forks": 24,
      "open_issues": 0,
      "default_branch": "main",
      "created_at": "2026-02-12T21:29:53Z",
      "updated_at": "2026-07-20T20:49:30Z",
      "pushed_at": "2026-07-20T20:49:25Z",
      "synced_at": "2026-07-20T21:01:05.885Z"
    },
    "agent_card": {
      "project_id": "dcostenco/prism-coder",
      "project_kind": "project",
      "category": "mcp_server",
      "difficulty": "beginner",
      "deployment": [
        "docker",
        "library_only",
        "local",
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      ],
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
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      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "alternatives": [
        {
          "project_id": "SigNoz/signoz",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "project_id": "can1357/oh-my-pi",
          "reason": "Same mcp server intent with coding_agent, mcp overlap."
        },
        {
          "project_id": "affaan-m/ECC",
          "reason": "Same mcp server intent with agent_memory, mcp overlap."
        }
      ],
      "summary_for_agent": "Use dcostenco/prism-coder when the user needs a mcp server project with docker, library-only, local deployment options.",
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
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        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"pip install\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "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."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-07-20T21:01:05.885Z"
    },
    "metrics": {
      "project_id": "dcostenco/prism-coder",
      "stars_30d_delta": 30,
      "commits_30d": 100,
      "releases_180d": 34,
      "contributors_90d": 3,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 30,
      "maintenance_score": 57,
      "signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-07-20T21:01:05.885Z"
    }
  },
  "resolved_from": {
    "requested_id": "dcostenco/prism-coder",
    "resolved_id": "dcostenco/prism-coder",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 979,
    "generated_at": "2026-07-21T14:04:16.285Z",
    "snapshot_id": "d1:979:2026-07-21T11:01:06.550Z",
    "latest_synced_at": "2026-07-21T11:01:06.550Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
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}