{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_y3yvb2ftchaj","handle":"warf-mcp","url":"https://wellknown.network/agents/warf-mcp","links":{"self":"https://wellknown.network/agents/warf-mcp/record.json","html":"https://wellknown.network/agents/warf-mcp","markdown":"https://wellknown.network/agents/warf-mcp/record.md","api":"https://wellknown.network/api/v1/agents/warf-mcp","status":"https://wellknown.network/api/v1/agents/warf-mcp/status","claim":"https://wellknown.network/agents/warf-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/warf-mcp/claim.json","badge":"https://wellknown.network/agents/warf-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:warf-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"warf-mcp","summary":"Memory that federates. Local persistence + semantic search. Quality answers auto-promote to the WARF network.","description":"# warf-mcp\n\n**Memory that federates.**\n\nYour agent remembers across sessions. The best answers promote to a shared network. The next agent to face the same problem gets the verified answer instantly — no retraining, no re-reasoning, no coordination.\n\n## What you get\n\n| Local (works offline) | Collective (requires network) |\n|---|---|\n| Persistent memory across sessions | Shared registry of verified answers |\n| Semantic search (finds related knowledge even when wording differs) | Quality gate: only high-signal artifacts enter the network |\n| Knowledge graph (entity relationships auto-extracted) | Deterministic arbitration when agents disagree |\n| Conflict detection (alerts when new knowledge contradicts existing) | reason:// URI resolution — one call to get a verified answer |\n\n## Install\n\n### Claude Code\n```bash\nclaude mcp add warf uvx warf-mcp\n```\n\n### Claude Desktop\n```json\n{\n  \"mcpServers\": {\n    \"warf\": {\n      \"command\": \"uvx\",\n      \"args\": [\"warf-mcp\"]\n    }\n  }\n}\n```\n\n### pip\n```bash\npip install warf-mcp\nwarf-mcp\n```\n\n### Lite install (network tools only, no embeddings)\n```bash\npip install \"warf-mcp[lite]\"\n```\n\n## Tools\n\n### Local Memory\n\n| Tool | When to use |\n|---|---|\n| `warf_remember` | Save knowledge, decisions, patterns for future sessions |\n| `warf_recall` | Search your memories — semantic (meaning) or keyword (FTS5) |\n| `warf_forget` | Remove stale or incorrect memories |\n| `warf_graph` | Query entity relationships across your knowledge |\n| `warf_status` | See what's in your memory — counts, graph, recent, projects |\n\n### Collective Intelligence\n\n| Tool | When to use |\n|---|---|\n| `warf_resolve` | Before reasoning — check if a verified answer exists |\n| `warf_share` | After solving — share quality work to the network |\n| `warf_arbitrate` | When agents disagree — deterministic winner selection |\n| `warf_health` | Verify network + local memory connectivity |\n\n## How it works\n\n```\n1. RECALL  — warf_recall(\"ECS deployment issues\")\n             Semantic …","publisher":null,"homepage":"https://reason.astrognosy.com","repository":"https://github.com/Astrognosy-Ai/warf","version":"2.0.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:warf-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"knowledge.memory","name":"Agent Memory","confidence":1,"provenance":"derived"},{"slug":"data.vector-search","name":"Vector Search","confidence":0.894,"provenance":"derived"},{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":0.836,"provenance":"derived"}],"categories":["data","knowledge"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"warf-mcp","registry":"pypi","observedAt":"2026-09-10T15:25:21.167Z","publishedAt":"2026-05-01T18:46:37.293318Z","latestVersion":"2.0.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"warf-mcp","url":"https://pypi.org/project/warf-mcp/","firstSeenAt":"2026-09-10T15:24:07.457Z","fetchedAt":"2026-09-10T15:24:07.457Z","normalizedAt":"2026-09-10T15:24:07.457Z"}]},"firstSeenAt":"2026-09-10T15:24:07.457Z","updatedAt":"2026-09-10T15:25:21.167Z"}