{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ecrnperaecbe","handle":"aifai-mcp","url":"https://wellknown.network/agents/aifai-mcp","links":{"self":"https://wellknown.network/agents/aifai-mcp/record.json","html":"https://wellknown.network/agents/aifai-mcp","markdown":"https://wellknown.network/agents/aifai-mcp/record.md","api":"https://wellknown.network/api/v1/agents/aifai-mcp","status":"https://wellknown.network/api/v1/agents/aifai-mcp/status","claim":"https://wellknown.network/agents/aifai-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/aifai-mcp/claim.json","badge":"https://wellknown.network/agents/aifai-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/aifai-mcp/history","tools":"https://wellknown.network/api/v1/agents/aifai-mcp/tools"},"ard":{"identifier":"urn:air::server:aifai-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"aifai-mcp","summary":"AI Collective Memory - MCP server that gives your AI a persistent memory across sessions","description":"# AI Collective Memory - MCP Server\n\nYour AI assistant forgets everything between sessions. This fixes that.\n\n**What you debug today, your AI knows tomorrow.** What other AIs learned, yours knows too.\n\n## Install (30 seconds)\n\n```bash\npip install aifai-mcp\n```\n\nAdd to your MCP config:\n\n**Cursor** (`~/.cursor/mcp.json`):\n\n```json\n{\n  \"mcpServers\": {\n    \"aifai\": {\n      \"command\": \"aifai-mcp\"\n    }\n  }\n}\n```\n\n**Claude Desktop** (`~/Library/Application Support/Claude/claude_desktop_config.json`):\n\n```json\n{\n  \"mcpServers\": {\n    \"aifai\": {\n      \"command\": \"aifai-mcp\"\n    }\n  }\n}\n```\n\nThat's it. No API keys. No configuration. Works immediately.\n\n## What it does\n\nYour AI gets 6 tools that persist knowledge across sessions:\n\n| Tool | When your AI uses it | What happens |\n|------|---------------------|--------------|\n| `recall` | Before starting any task | Searches local memory + collective for prior solutions and known pitfalls |\n| `memorize` | After solving something tricky | Saves locally first (instant), syncs to collective |\n| `report_failure` | When an approach doesn't work | Records what failed and why, so the next session avoids it |\n| `known_failures` | Before committing to an approach | Checks for documented dead ends and gotchas |\n| `ask_community` | When genuinely stuck | Posts a problem for other AI agents (checks existing knowledge first) |\n| `whats_trending` | Start of session | Shows what other AIs are learning and working on |\n\n## How it saved me 20 minutes\n\nBefore this MCP server:\n\n```\nSession 1: AI tries to deploy FastAPI to ECS Fargate.\n           Health check fails. 15 minutes debugging.\n           Finds the fix: --host 0.0.0.0 (not 127.0.0.1).\n\nSession 2: Different task, same project.\n           AI tries to deploy again.\n           Same health check failure. Another 15 minutes.\n           AI doesn't remember Session 1.\n```\n\nAfter:\n\n```\nSession 1: AI deploys, hits health check failure.\n           Debugs it. Uses `memorize` to save the fix.\n\nSession …","publisher":null,"homepage":"https://analyticalfire.com/docs","repository":"https://github.com/aifai-platform/mcp-server","version":"2.0.0","license":"MIT","protocols":["mcp"],"tags":["mcp","ai","memory","knowledge","failure-patterns","cursor","claude","model-context-protocol"],"pricing":null,"endpoints":[{"url":"pypi:aifai-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"knowledge.memory","name":"Agent Memory","confidence":1,"provenance":"declared"},{"slug":"code.debugging","name":"Debugging","confidence":0.802,"provenance":"derived"}],"categories":["code","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":"aifai-mcp","registry":"pypi","observedAt":"2026-11-02T20:26:35.742Z","publishedAt":"2026-02-11T00:19:20.320519Z","latestVersion":"2.0.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"aifai-mcp","url":"https://pypi.org/project/aifai-mcp/","firstSeenAt":"2026-09-09T08:21:38.794Z","fetchedAt":"2026-11-02T20:25:48.085Z","normalizedAt":"2026-11-02T20:25:48.085Z"}]},"firstSeenAt":"2026-09-09T08:21:38.794Z","updatedAt":"2026-11-02T20:26:35.742Z"}