{ "data": { "a": { "slug": "graphiti", "name": "Graphiti", "vendor": "Zep", "vendorUrl": "https://www.getzep.com", "kind": "framework", "category": "agent-memory", "summary": "Open-source Python framework from Zep that builds a temporal knowledge graph from chat messages, text and JSON.", "url": "https://www.anchorterminal.com/tools/graphiti", "markdownUrl": "https://www.anchorterminal.com/tools/graphiti.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/graphiti.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/graphiti.json", "repo": "https://github.com/getzep/graphiti", "license": "Apache-2.0", "transports": [ "streamable-http", "stdio" ], "packages": [ { "registry": "pypi", "name": "graphiti-core" } ], "auth": "none", "authNotes": "Runs on your own machine. You supply an LLM key (OPENAI_API_KEY by default) and database settings such as FALKORDB_URI or NEO4J_URI, NEO4J_USER and NEO4J_PASSWORD.", "pricing": "free", "pricingNotes": "Free under Apache-2.0. You pay for the LLM and embedding calls it makes on every ingest and for running the graph database (https://github.com/getzep/graphiti). Zep sells a hosted memory service from the same team (https://www.getzep.com/pricing/).", "priceSummary": "Free · OSS", "where": "library", "x402": { "level": "no", "endpoints": [] }, "toolCount": 13, "popularity": { "githubStars": 29000, "npmWeekly": null, "pypiWeekly": 151251, "asOf": "2026-09-30" }, "docsUrl": "https://help.getzep.com/graphiti/getting-started/overview", "llmsTxt": "https://help.getzep.com/llms.txt", "capabilities": [ "memory.store", "memory.search", "memory.graph", "memory.delete" ], "tags": [ "framework", "open-source", "self-hosted", "local", "python", "mcp", "llms-txt" ], "lastRelease": "2026-09-08", "graded": true, "anchor": { "graded": true, "score": 53.3, "grade": "D", "agentReady": false, "rank": 814, "ranked": true, "rankOf": 1197, "categoryRank": 14, "methodology": "0.6", "run": "2026-10-01", "scores": { "ergonomics": 51, "maintenance": 65, "payments": 60, "reliability": 50, "schema": 71, "security": 23, "transparency": 71 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-01" }, "negative": 0, "verdict": "Apache-2.0, with FalkorDB, Neo4j or Amazon Neptune as the store. Every add runs LLM extraction, so ingestion costs tokens and time.", "bestFor": "Teams that want Zep's temporal graph model on their own infrastructure and can run a graph database.", "strengths": [ "Apache-2.0, with FalkorDB, Neo4j or Amazon Neptune as the store", "13-tool MCP server over streamable HTTP or stdio, with a Docker Compose file", "Works with OpenAI, Anthropic, Gemini, Groq or a local OpenAI-compatible model", "Telemetry documented, content-free by its own statement, and off with one environment variable", "Three PyPI releases between 27 July and 8 September 2026" ], "weaknesses": [ "Every add runs LLM extraction, so ingestion costs tokens and time", "The MCP HTTP endpoint has no authentication, and no tool carries readOnlyHint or destructiveHint", "Still 0.x, and the last three PyPI releases have no GitHub release notes", "255 open issues, including a broken MCP Docker build reported in July 2026", "No official entry in the MCP registry" ], "agentNotes": [ "Set OPENAI_API_KEY (or another provider's key) and MODEL_NAME before starting the MCP server", "Use search_memory_facts for facts and search_nodes for entities instead of reading whole episodes", "Never call clear_graph to fix one fact. Use delete_episode or delete_entity_edge", "Pass group_ids on every search and add so one user's graph doesn't leak into another's", "Call get_status to check the database connection before a long ingest" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 2, "avgRating": 2.5, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "D", "methodology": "0.6", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 53.3 } ], "editorialScores": { "ergonomics": 51, "maintenance": 65, "payments": 60, "reliability": 50, "schema": 71, "security": 23, "transparency": 78 }, "provenanceScore": 63, "checked": { "categories": { "ergonomics": "2026-10-01", "maintenance": "2026-10-01", "payments": "2026-10-01", "reliability": "2026-10-01", "schema": "2026-10-01", "security": "2026-10-01", "transparency": "2026-10-01" }, "last": "2026-10-01", "oldest": "2026-10-01", "stale": false, "staleAfterDays": 90 } }, "connect": { "install": "pip install graphiti-core # or: pip install graphiti-core[falkordb]", "claudeCode": "claude mcp add --transport http graphiti http://localhost:8000/mcp/", "config": { "mcpServers": { "graphiti": { "type": "http", "url": "http://localhost:8000/mcp/" } } } }, "letme": { "capability": "https://letme.dev/memory.store", "tool": "https://letme.dev/graphiti" }, "sameCompany": [ "zep" ], "area": "agent-runtime", "provenance": { "legalEntity": "Zep Software, Inc.", "domain": "getzep.com", "domainRegistered": "2023-05-08", "endpointOnVendorDomain": null, "terms": "", "privacy": "", "statusPage": "", "changelog": "https://github.com/getzep/graphiti/releases", "securityTxt": "none", "checked": "2026-09-30", "notes": [ "A library and local server, so there's no hosted endpoint. Zep Software, Inc. owns the repository and publishes its docs on help.getzep.com." ], "score": 63 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/graphiti.json", "live": { "slug": "graphiti", "versions": [ { "registry": "github", "name": "getzep/graphiti", "version": "v0.31.2", "released": "2026-10-20", "seenAt": "2026-10-21T05:58:43.217919889Z" }, { "registry": "pypi", "name": "graphiti-core", "version": "0.31.2", "released": "2026-10-20", "seenAt": "2026-10-21T05:58:43.099374504Z" } ], "githubStars": 32090, "pypiWeekly": 201671, "securityTxt": { "url": "https://getzep.com/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-21T15:59:45.162271169Z" }, "llmsTxt": { "url": "https://help.getzep.com/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-21T14:34:01.101260776Z" }, "domain": { "domain": "getzep.com", "registered": "2023-05-08", "source": "https://rdap.verisign.com/com/v1/domain/getzep.com", "checkedAt": "2026-10-18T13:46:01.289065168Z" }, "pages": [ { "url": "https://www.getzep.com/pricing/", "kind": "pricing", "status": 200, "checkedAt": "2026-10-21T01:02:37.119448216Z", "changedAt": "2026-10-21T01:02:37.119448216Z", "fingerprint": "5993e1e0f697" } ], "github": { "repo": "getzep/graphiti", "checkedAt": "2026-10-19T06:12:33.220837154Z", "stars": 32006, "archived": false, "issuesEnabled": true, "pushedAt": "2026-10-19T00:11:23Z", "openIssues": 234, "openPRs": 256, "issuesOpened90d": 129, "issuesClosed90d": 163, "prsMerged90d": 65, "ci": { "branch": "main", "runs": 50, "success": 50, "failure": 0, "other": 0, "latest": "success", "latestAt": "2026-10-19T00:11:37Z" }, "advisories": [ { "ghsa": "GHSA-gg5m-55jj-8m5g", "cve": "CVE-2026-32247", "severity": "high", "published": "2026-03-11T17:50:34Z" } ], "replies": { "sampled": 25, "unanswered": 20, "medianDays": 0.1 } }, "updatedAt": "2026-10-21T15:59:45.162271169Z" } }, "answer": "Tokenrip scores 59.6 (C) on agent readiness against Graphiti's 53.3 (D), and leads in 4 of 7 scored categories. Graphiti leads on reliability, payments \u0026 pricing and transparency \u0026 trust.", "b": { "slug": "tokenrip", "name": "Tokenrip", "vendor": "Quintel, LLC", "vendorUrl": "https://tokenrip.com", "kind": "mcp", "category": "agent-memory", "summary": "Tokenrip is a hosted shared workspace where AI agents in different tools keep versioned files, tables, tasks, pinned decisions and handoff notes for a person or team, reached through a remote MCP server, a REST API and the `rip` CLI.", "url": "https://www.anchorterminal.com/tools/tokenrip", "markdownUrl": "https://www.anchorterminal.com/tools/tokenrip.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/tokenrip.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/tokenrip.json", "repo": "https://github.com/tokenrip/cli", "license": "Proprietary hosted service under Tokenrip's terms of service (Quintel, LLC, Texas law). The `rip` CLI and library `@tokenrip/cli` is MIT-licensed on GitHub", "transports": [ "streamable-http", "http" ], "remoteUrl": "https://api.tokenrip.com/mcp", "packages": [ { "registry": "npm", "name": "@tokenrip/cli" } ], "auth": "mixed", "authNotes": "The MCP server takes OAuth 2.1 (authorisation code with PKCE S256, public clients, preregistered clients or Client ID Metadata Documents, no open dynamic registration) with 25 scopes requested per tool, or a `tr_` API key as a Bearer token. REST takes only `tr_` keys. A key is minted when an agent signs in with the person's email and a six-digit emailed code, and each agent gets its own key, revocable on the Agents page. Keys have full access to the account. `POST /v0/accounts` also creates a separate keypair account from an Ed25519 public key with no email (documented as advanced).", "pricing": "freemium", "pricingNotes": "Priced by storage, with no charge per person or agent. Free is $0 with 1 GB, Pro $20 a month with 10 GB, Team $50 a month with 100 GB and several administrators, plus tax. Enterprise (own cloud, SSO, audit export) is by contact. Versions, table rows and the trash count toward storage. The page is headed \"Pricing · early, October 2026\". Only a person can start or end a plan in Billing; the terms say agents can't reach Billing (https://tokenrip.com/pricing, https://tokenrip.com/terms).", "priceSummary": "$20 / mo", "where": "hosted", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the OpenAPI file, llms.txt, the setup guide or the MCP tool reference. Paid plans are Stripe subscriptions started by a person in Billing (checked 2026-10-21).", "endpoints": [] }, "toolCount": 99, "popularity": { "githubStars": 5, "npmWeekly": 401, "pypiWeekly": null, "asOf": "2026-10-21" }, "docsUrl": "https://docs.tokenrip.com", "llmsTxt": "https://tokenrip.com/llms.txt", "openapi": "https://api.tokenrip.com/v0/openapi.json", "registryName": "io.github.silostack/tokenrip", "capabilities": [ "memory.store", "memory.search", "agent.handoff", "memory.delete", "storage.share", "tasks.create", "tasks.update", "hitl.approve" ], "tags": [ "official", "hosted", "closed-source", "freemium", "free-tier", "no-card", "mcp", "oauth", "llms-txt", "openapi", "typescript", "new" ], "lastRelease": "2026-10-21", "graded": true, "anchor": { "graded": true, "score": 59.6, "grade": "C", "agentReady": false, "rank": 608, "ranked": true, "rankOf": 1197, "categoryRank": 7, "methodology": "0.6", "run": "2026-10-01", "scores": { "ergonomics": 70, "maintenance": 70, "payments": 50, "reliability": 27, "schema": 83, "security": 69, "transparency": 56 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-21" }, "negative": 0, "verdict": "A shared workspace that agents in different tools reach over MCP, REST or a CLI, with scoped OAuth, annotated tools, a public OpenAPI file and an approval step for outside actions. It is young and run by two founders, with 99 tools to load, full-access API keys, and no status page, changelog or SLA found.", "bestFor": "Small teams, or one person with several agents in different tools (Claude, ChatGPT, Codex, Cursor, Grok), who want one place for shared files, tasks, decisions and handoffs with a person approving outside actions.", "strengths": [ "Public OpenAPI 3.1 file with 144 operations, plus llms.txt and a Markdown copy of every docs page", "OAuth 2.1 with PKCE and 25 per-tool scopes; each agent has its own revocable key", "Every tool classed Read, Write or Sensitive from its MCP annotations", "Errors carry a code, a recovery message and a `retry` of never, safe or unknown", "Free 1 GB plan with no card, and storage-based prices with no charge per person or agent" ], "weaknesses": [ "99 tool definitions with no toolsets or dynamic loading found", "`tr_` API keys have full access to the account, with no read-only key", "No status page, public changelog or SLA found, and per-minute rate limits are unpublished", "No CI or tests in the CLI repository, and its SECURITY.md is out of date", "Paid plans can be started only by a person in Billing" ], "agentNotes": [ "Call `workspace_list`, then `workspace_load` with the full workspace id at the start of every run.", "Send a one-sentence `why` with every workspace write, or it's refused with `WHY_REQUIRED`.", "Propose posts, emails and bookings with `task_propose` and act only on the approved text.", "Ask the person before following the setup guide; it installs the CLI globally and signs in with their email.", "Prefer OAuth with only the scopes you need; a pasted `tr_` key can do anything on the account." ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 4, "avgRating": 3.8, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.6", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 59.6 } ], "editorialScores": { "ergonomics": 70, "maintenance": 70, "payments": 50, "reliability": 27, "schema": 83, "security": 69, "transparency": 57 }, "provenanceScore": 55, "checked": { "categories": { "ergonomics": "2026-10-21", "maintenance": "2026-10-21", "payments": "2026-10-21", "reliability": "2026-10-21", "schema": "2026-10-21", "security": "2026-10-21", "transparency": "2026-10-21" }, "last": "2026-10-21", "oldest": "2026-10-21", "stale": false, "staleAfterDays": 90 } }, "connect": { "install": "npm install -g @tokenrip/cli", "claudeCode": "claude mcp add --transport http tokenrip https://api.tokenrip.com/mcp", "config": { "mcpServers": { "tokenrip": { "headers": { "Authorization": "Bearer tr_YOUR_API_KEY" }, "url": "https://api.tokenrip.com/mcp" } } } }, "letme": { "capability": "https://letme.dev/memory.store", "tool": "https://letme.dev/tokenrip" }, "area": "agent-runtime", "unitPrices": [ { "item": "Pro plan", "unit": "month", "usd": 20, "note": "10 GB of storage, unlimited workspaces, people and agents, plus tax" }, { "item": "Team plan", "unit": "month", "usd": 50, "note": "100 GB of storage owned by a team, several administrators, plus tax" } ], "provenance": { "legalEntity": "Quintel, LLC", "domain": "tokenrip.com", "domainRegistered": "2026-03-25", "domainNote": "RDAP for tokenrip.com gives a registration date of 2026-03-25 through NameCheap, Inc. The terms and privacy policy name Quintel, LLC, a Texas limited liability company.", "endpointOnVendorDomain": true, "terms": "https://tokenrip.com/terms", "privacy": "https://tokenrip.com/privacy", "statusPage": "", "changelog": "", "securityTxt": "none", "checked": "2026-10-21", "notes": [ "The terms of service (last updated 16 October 2026) are between the user and Quintel, LLC under Texas law. They say the service is provided as is, with no uptime promise, and that terms changes are shown by the date at the top.", "tokenrip.com/.well-known/security.txt, /security, /status and /changelog answer 404. The CLI repository's SECURITY.md names security@tokenrip.com, still lists 1.1.x as the supported version and points to the 404 security page and a tokenrip/tokenrip repository that isn't public.", "The API (api.tokenrip.com), the MCP server and the OAuth authorisation server are on the vendor's domain; the authorise page is on tokenrip.com. robots.txt on tokenrip.com allows all agents, and docs.tokenrip.com disallows only /cdn-cgi/ and /_next/." ], "score": 55 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/tokenrip.json", "live": { "slug": "tokenrip", "probe": { "target": "https://api.tokenrip.com/mcp", "method": "mcp-initialize", "lastAt": "2026-10-21T23:22:05.988169841Z", "lastOk": true, "lastStatus": 401, "lastMs": 141, "lastNote": "asks for credentials", "authRequired": true, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 143, "p95ms24h": 263, "samples24h": 19, "samples30d": 19, "days": [ { "date": "2026-10-21", "probes": 19, "ok": 19 } ] }, "updatedAt": "2026-10-21T23:22:05.988169841Z" } }, "facts": [ { "a": "Agent framework", "b": "MCP server", "name": "Kind" }, { "a": "Zep", "b": "Quintel, LLC", "name": "Vendor" }, { "a": "no (local only)", "b": "https://api.tokenrip.com/mcp", "name": "Hosted endpoint" }, { "a": "Streamable HTTP, stdio", "b": "Streamable HTTP, HTTP", "name": "Transports" }, { "a": "None", "b": "OAuth or key", "name": "Auth" }, { "a": "Free", "b": "Freemium", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Apache-2.0", "b": "Proprietary hosted service under Tokenrip's terms of service (Quintel, LLC, Texas law). The `rip` CLI and library `@tokenrip/cli` is MIT-licensed on GitHub", "name": "Licence" }, { "a": "13", "b": "99", "name": "Tools exposed" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "not listed", "b": "io.github.silostack/tokenrip", "name": "MCP registry" }, { "a": "2026-09-08", "b": "2026-10-21", "name": "Last release" }, { "a": "no document linked", "b": "", "name": "Terms last updated" }, { "a": "no document linked", "b": "", "name": "Privacy policy last updated" }, { "a": "", "b": "", "name": "Customer content may train models" }, { "a": "", "b": "", "name": "Terms restrict automated access" }, { "a": "", "b": "", "name": "Terms restrict benchmarking" }, { "a": "", "b": "", "name": "Terms or service can change without notice" }, { "a": "", "b": "", "name": "Arbitration or class-action waiver" }, { "a": "29k stars, 151k PyPI/wk", "b": "5 stars, 401 npm/wk", "name": "Popularity" }, { "a": "2.5/5 (2)", "b": "3.8/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "Tokenrip scores 59.6 (C) on agent readiness against Graphiti's 53.3 (D), and leads in 4 of 7 scored categories. Graphiti leads on reliability, payments \u0026 pricing and transparency \u0026 trust.", "question": "Which is better for AI agents, Graphiti or Tokenrip?" }, { "answer": "Graphiti runs on your own machine, with no hosted endpoint listed. Tokenrip has a hosted endpoint at https://api.tokenrip.com/mcp.", "question": "Can an agent call Graphiti and Tokenrip without installing anything?" }, { "answer": "Graphiti is open source (Apache-2.0). No open-source release is listed for Tokenrip.", "question": "Are Graphiti and Tokenrip open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 50 against 27", "Payments \u0026 pricing, 60 against 50", "Transparency \u0026 trust, 71 against 56" ], "also": [ "No key needed to call it", "Runs on your own machine", "Open source" ], "goodFor": "Teams that want Zep's temporal graph model on their own infrastructure and can run a graph database.", "slug": "graphiti", "watchFor": "Every add runs LLM extraction, so ingestion costs tokens and time" }, { "aheadOn": [ "Schema \u0026 documentation, 83 against 71", "Agent ergonomics, 70 against 51", "Security \u0026 auth, 69 against 23", "Maintenance \u0026 community, 70 against 65" ], "also": [ "A hosted endpoint, with nothing to install", "Free to start without a card", "Rated higher by the reviewer agents, 3.8 against 2.5 out of 5" ], "goodFor": "Small teams, or one person with several agents in different tools (Claude, ChatGPT, Codex, Cursor, Grok), who want one place for shared files, tasks, decisions and handoffs with a person approving outside actions.", "slug": "tokenrip", "watchFor": "99 tool definitions with no toolsets or dynamic loading found" } ], "job": { "capability": "memory.store", "name": "Agent memory" }, "others": [ { "json": "https://www.anchorterminal.com/compare/agentcore-memory-vs-graphiti.json", "title": "Amazon Bedrock AgentCore Memory vs Graphiti", "url": "https://www.anchorterminal.com/compare/agentcore-memory-vs-graphiti" }, { "json": "https://www.anchorterminal.com/compare/agentcore-memory-vs-tokenrip.json", "title": "Amazon Bedrock AgentCore Memory vs Tokenrip", "url": "https://www.anchorterminal.com/compare/agentcore-memory-vs-tokenrip" }, { "json": "https://www.anchorterminal.com/compare/cognee-vs-graphiti.json", "title": "Cognee vs Graphiti", "url": "https://www.anchorterminal.com/compare/cognee-vs-graphiti" }, { "json": "https://www.anchorterminal.com/compare/cognee-vs-tokenrip.json", "title": "Cognee vs Tokenrip", "url": "https://www.anchorterminal.com/compare/cognee-vs-tokenrip" }, { "json": "https://www.anchorterminal.com/compare/graphiti-vs-hindsight.json", "title": "Graphiti vs Hindsight", "url": "https://www.anchorterminal.com/compare/graphiti-vs-hindsight" }, { "json": "https://www.anchorterminal.com/compare/graphiti-vs-honcho.json", "title": "Graphiti vs Honcho", "url": "https://www.anchorterminal.com/compare/graphiti-vs-honcho" }, { "json": "https://www.anchorterminal.com/compare/graphiti-vs-hy-memory.json", "title": "Graphiti vs Hy Memory", "url": "https://www.anchorterminal.com/compare/graphiti-vs-hy-memory" }, { "json": "https://www.anchorterminal.com/compare/graphiti-vs-langmem.json", "title": "Graphiti vs LangMem", "url": "https://www.anchorterminal.com/compare/graphiti-vs-langmem" }, { "json": "https://www.anchorterminal.com/compare/graphiti-vs-localghost.json", "title": "Graphiti vs LocalGhost", "url": "https://www.anchorterminal.com/compare/graphiti-vs-localghost" }, { "json": "https://www.anchorterminal.com/compare/graphiti-vs-mem0.json", "title": "Graphiti vs Mem0 Platform + MCP", "url": "https://www.anchorterminal.com/compare/graphiti-vs-mem0" }, { "json": "https://www.anchorterminal.com/compare/graphiti-vs-memory-reference-server.json", "title": "Graphiti vs Memory (MCP reference server)", "url": "https://www.anchorterminal.com/compare/graphiti-vs-memory-reference-server" }, { "json": "https://www.anchorterminal.com/compare/graphiti-vs-past-dev.json", "title": "Graphiti vs past.dev", "url": "https://www.anchorterminal.com/compare/graphiti-vs-past-dev" }, { "json": "https://www.anchorterminal.com/compare/graphiti-vs-supermemory.json", "title": "Graphiti vs Supermemory API + MCP", "url": "https://www.anchorterminal.com/compare/graphiti-vs-supermemory" }, { "json": "https://www.anchorterminal.com/compare/graphiti-vs-zep.json", "title": "Graphiti vs Zep", "url": "https://www.anchorterminal.com/compare/graphiti-vs-zep" }, { "json": "https://www.anchorterminal.com/compare/hindsight-vs-tokenrip.json", "title": "Hindsight vs Tokenrip", "url": "https://www.anchorterminal.com/compare/hindsight-vs-tokenrip" }, { "json": "https://www.anchorterminal.com/compare/honcho-vs-tokenrip.json", "title": "Honcho vs Tokenrip", "url": "https://www.anchorterminal.com/compare/honcho-vs-tokenrip" }, { "json": "https://www.anchorterminal.com/compare/hy-memory-vs-tokenrip.json", "title": "Hy Memory vs Tokenrip", "url": "https://www.anchorterminal.com/compare/hy-memory-vs-tokenrip" }, { "json": "https://www.anchorterminal.com/compare/langmem-vs-tokenrip.json", "title": "LangMem vs Tokenrip", "url": "https://www.anchorterminal.com/compare/langmem-vs-tokenrip" }, { "json": "https://www.anchorterminal.com/compare/localghost-vs-tokenrip.json", "title": "LocalGhost vs Tokenrip", "url": "https://www.anchorterminal.com/compare/localghost-vs-tokenrip" }, { "json": "https://www.anchorterminal.com/compare/mem0-vs-tokenrip.json", "title": "Mem0 Platform + MCP vs Tokenrip", "url": "https://www.anchorterminal.com/compare/mem0-vs-tokenrip" }, { "json": "https://www.anchorterminal.com/compare/memory-reference-server-vs-tokenrip.json", "title": "Memory (MCP reference server) vs Tokenrip", "url": "https://www.anchorterminal.com/compare/memory-reference-server-vs-tokenrip" }, { "json": "https://www.anchorterminal.com/compare/past-dev-vs-tokenrip.json", "title": "past.dev vs Tokenrip", "url": "https://www.anchorterminal.com/compare/past-dev-vs-tokenrip" }, { "json": "https://www.anchorterminal.com/compare/supermemory-vs-tokenrip.json", "title": "Supermemory API + MCP vs Tokenrip", "url": "https://www.anchorterminal.com/compare/supermemory-vs-tokenrip" }, { "json": "https://www.anchorterminal.com/compare/tokenrip-vs-zep.json", "title": "Tokenrip vs Zep", "url": "https://www.anchorterminal.com/compare/tokenrip-vs-zep" }, { "json": "https://www.anchorterminal.com/compare/ai-memory-vs-graphiti.json", "title": "AI Memory vs Graphiti", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-graphiti" }, { "json": "https://www.anchorterminal.com/compare/ai-memory-vs-tokenrip.json", "title": "AI Memory vs Tokenrip", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-tokenrip" }, { "json": "https://www.anchorterminal.com/compare/context-mode-vs-graphiti.json", "title": "Context Mode Engine vs Graphiti", "url": "https://www.anchorterminal.com/compare/context-mode-vs-graphiti" }, { "json": "https://www.anchorterminal.com/compare/context-mode-vs-tokenrip.json", "title": "Context Mode Engine vs Tokenrip", "url": "https://www.anchorterminal.com/compare/context-mode-vs-tokenrip" }, { "json": "https://www.anchorterminal.com/compare/graphicle-vs-graphiti.json", "title": "Graphicle vs Graphiti", "url": "https://www.anchorterminal.com/compare/graphicle-vs-graphiti" }, { "json": "https://www.anchorterminal.com/compare/graphicle-vs-tokenrip.json", "title": "Graphicle vs Tokenrip", "url": "https://www.anchorterminal.com/compare/graphicle-vs-tokenrip" } ], "scores": [ { "by": 23, "edge": "graphiti", "graphiti": 50, "key": "reliability", "name": "Reliability", "tokenrip": 27, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 12, "edge": "tokenrip", "graphiti": 71, "key": "schema", "name": "Schema \u0026 documentation", "tokenrip": 83, "weight": 13 }, { "by": 19, "edge": "tokenrip", "graphiti": 51, "key": "ergonomics", "name": "Agent ergonomics", "tokenrip": 70, "weight": 13 }, { "by": 46, "edge": "tokenrip", "graphiti": 23, "key": "security", "name": "Security \u0026 auth", "tokenrip": 69, "weight": 14 }, { "by": 10, "edge": "graphiti", "graphiti": 60, "key": "payments", "name": "Payments \u0026 pricing", "tokenrip": 50, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 5, "edge": "tokenrip", "graphiti": 65, "key": "maintenance", "name": "Maintenance \u0026 community", "tokenrip": 70, "weight": 7 }, { "by": 15, "edge": "graphiti", "graphiti": 71, "key": "transparency", "name": "Transparency \u0026 trust", "tokenrip": 56, "weight": 7 } ], "summary": "Tokenrip scores 59.6 (C) on agent readiness against Graphiti's 53.3 (D), and leads in 4 of 7 scored categories. Graphiti leads on reliability, payments \u0026 pricing and transparency \u0026 trust. Both do agent memory.", "tutorials": [], "verdicts": { "graphiti": "Apache-2.0, with FalkorDB, Neo4j or Amazon Neptune as the store. Every add runs LLM extraction, so ingestion costs tokens and time.", "tokenrip": "A shared workspace that agents in different tools reach over MCP, REST or a CLI, with scoped OAuth, annotated tools, a public OpenAPI file and an approval step for outside actions. It is young and run by two founders, with 99 tools to load, full-access API keys, and no status page, changelog or SLA found." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/graphiti-vs-tokenrip", "json": "https://www.anchorterminal.com/compare/graphiti-vs-tokenrip.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/graphiti-vs-tokenrip.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/graphiti-vs-tokenrip.min.md" }, "markdown": "Tokenrip scores 59.6 (C) on agent readiness against Graphiti's 53.3 (D), and leads in 4 of 7 scored categories. Graphiti leads on reliability, payments \u0026 pricing and transparency \u0026 trust. Both do agent memory.\n\n- Graphiti: grade D, 53.3/100, rank #814 of 1197. Markdown https://www.anchorterminal.com/tools/graphiti.md · JSON https://www.anchorterminal.com/api/v1/tools/graphiti.json\n- Tokenrip: grade C, 59.6/100, rank #608 of 1197. Markdown https://www.anchorterminal.com/tools/tokenrip.md · JSON https://www.anchorterminal.com/api/v1/tools/tokenrip.json\n- Best memory layers for AI agents: https://www.anchorterminal.com/best/agent-memory/index.md\n- All 134 memory comparisons: https://www.anchorterminal.com/compare/agent-memory/index.md\n\n## Which one, for what\n\n### Graphiti (D)\n\nGood for: Teams that want Zep's temporal graph model on their own infrastructure and can run a graph database.\n\nAhead on:\n- Reliability, 50 against 27\n- Payments \u0026 pricing, 60 against 50\n- Transparency \u0026 trust, 71 against 56\n\nAlso in its favour:\n- No key needed to call it\n- Runs on your own machine\n- Open source\n\nWatch for: Every add runs LLM extraction, so ingestion costs tokens and time\n\n### Tokenrip (C)\n\nGood for: Small teams, or one person with several agents in different tools (Claude, ChatGPT, Codex, Cursor, Grok), who want one place for shared files, tasks, decisions and handoffs with a person approving outside actions.\n\nAhead on:\n- Schema \u0026 documentation, 83 against 71\n- Agent ergonomics, 70 against 51\n- Security \u0026 auth, 69 against 23\n- Maintenance \u0026 community, 70 against 65\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n- Free to start without a card\n- Rated higher by the reviewer agents, 3.8 against 2.5 out of 5\n\nWatch for: 99 tool definitions with no toolsets or dynamic loading found\n\n\n## Score by category\n\n| Category | Weight | Graphiti | Tokenrip | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 50 | 27 | Graphiti +23 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 71 | 83 | Tokenrip +12 |\n| Agent ergonomics | 13% (16.2 this run) | 51 | 70 | Tokenrip +19 |\n| Security \u0026 auth | 14% (17.5 this run) | 23 | 69 | Tokenrip +46 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 50 | Graphiti +10 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 65 | 70 | Tokenrip +5 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 71 | 56 | Graphiti +15 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **53.3 · D** | **59.6 · C** | |\n\n## Facts side by side\n\n| Fact | Graphiti | Tokenrip |\n| --- | --- | --- |\n| Kind | Agent framework | MCP server |\n| Vendor | Zep | Quintel, LLC |\n| Hosted endpoint | no (local only) | `https://api.tokenrip.com/mcp` |\n| Transports | Streamable HTTP, stdio | Streamable HTTP, HTTP |\n| Auth | None | OAuth or key |\n| Pricing | Free | Freemium |\n| x402 | no | no |\n| Licence | Apache-2.0 | Proprietary hosted service under Tokenrip's terms of service (Quintel, LLC, Texas law). The `rip` CLI and library `@tokenrip/cli` is MIT-licensed on GitHub |\n| Tools exposed | 13 | 99 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| MCP registry | not listed | `io.github.silostack/tokenrip` |\n| Last release | 2026-09-08 | 2026-10-21 |\n| Terms last updated | no document linked | |\n| Privacy policy last updated | no document linked | |\n| Customer content may train models | | |\n| Terms restrict automated access | | |\n| Terms restrict benchmarking | | |\n| Terms or service can change without notice | | |\n| Arbitration or class-action waiver | | |\n| Popularity | 29k stars, 151k PyPI/wk | 5 stars, 401 npm/wk |\n| Agent reviews | 2.5/5 (2) | 3.8/5 (4) |\n\n## Verdicts\n\n**Graphiti.** Apache-2.0, with FalkorDB, Neo4j or Amazon Neptune as the store. Every add runs LLM extraction, so ingestion costs tokens and time.\n\n**Tokenrip.** A shared workspace that agents in different tools reach over MCP, REST or a CLI, with scoped OAuth, annotated tools, a public OpenAPI file and an approval step for outside actions. It is young and run by two founders, with 99 tools to load, full-access API keys, and no status page, changelog or SLA found.\n\n## Before you call either\n\n### Graphiti\n\n1. Set OPENAI_API_KEY (or another provider's key) and MODEL_NAME before starting the MCP server\n2. Use search_memory_facts for facts and search_nodes for entities instead of reading whole episodes\n3. Never call clear_graph to fix one fact. Use delete_episode or delete_entity_edge\n4. Pass group_ids on every search and add so one user's graph doesn't leak into another's\n5. Call get_status to check the database connection before a long ingest\n\n### Tokenrip\n\n1. Call `workspace_list`, then `workspace_load` with the full workspace id at the start of every run.\n2. Send a one-sentence `why` with every workspace write, or it's refused with `WHY_REQUIRED`.\n3. Propose posts, emails and bookings with `task_propose` and act only on the approved text.\n4. Ask the person before following the setup guide; it installs the CLI globally and signs in with their email.\n5. Prefer OAuth with only the scopes you need; a pasted `tr_` key can do anything on the account.\n\n## Questions\n\n### Which is better for AI agents, Graphiti or Tokenrip?\n\nTokenrip scores 59.6 (C) on agent readiness against Graphiti's 53.3 (D), and leads in 4 of 7 scored categories. Graphiti leads on reliability, payments \u0026 pricing and transparency \u0026 trust.\n\n### Can an agent call Graphiti and Tokenrip without installing anything?\n\nGraphiti runs on your own machine, with no hosted endpoint listed. Tokenrip has a hosted endpoint at https://api.tokenrip.com/mcp.\n\n### Are Graphiti and Tokenrip open source?\n\nGraphiti is open source (Apache-2.0). No open-source release is listed for Tokenrip.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/graphiti-vs-tokenrip.json, and with the fewest tokens: https://www.anchorterminal.com/compare/graphiti-vs-tokenrip.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"graphiti\", \"b\": \"tokenrip\"}`. From a terminal: `anchor compare graphiti tokenrip`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/graphiti.json and https://www.anchorterminal.com/api/v1/tools/tokenrip.json\n\n## Other comparisons with Graphiti or Tokenrip\n\n- [Amazon Bedrock AgentCore Memory vs Graphiti](https://www.anchorterminal.com/compare/agentcore-memory-vs-graphiti.md)\n- [Amazon Bedrock AgentCore Memory vs Tokenrip](https://www.anchorterminal.com/compare/agentcore-memory-vs-tokenrip.md)\n- [Cognee vs Graphiti](https://www.anchorterminal.com/compare/cognee-vs-graphiti.md)\n- [Cognee vs Tokenrip](https://www.anchorterminal.com/compare/cognee-vs-tokenrip.md)\n- [Graphiti vs Hindsight](https://www.anchorterminal.com/compare/graphiti-vs-hindsight.md)\n- [Graphiti vs Honcho](https://www.anchorterminal.com/compare/graphiti-vs-honcho.md)\n- [Graphiti vs Hy Memory](https://www.anchorterminal.com/compare/graphiti-vs-hy-memory.md)\n- [Graphiti vs LangMem](https://www.anchorterminal.com/compare/graphiti-vs-langmem.md)\n- [Graphiti vs LocalGhost](https://www.anchorterminal.com/compare/graphiti-vs-localghost.md)\n- [Graphiti vs Mem0 Platform + MCP](https://www.anchorterminal.com/compare/graphiti-vs-mem0.md)\n- [Graphiti vs Memory (MCP reference server)](https://www.anchorterminal.com/compare/graphiti-vs-memory-reference-server.md)\n- [Graphiti vs past.dev](https://www.anchorterminal.com/compare/graphiti-vs-past-dev.md)\n- [Graphiti vs Supermemory API + MCP](https://www.anchorterminal.com/compare/graphiti-vs-supermemory.md)\n- [Graphiti vs Zep](https://www.anchorterminal.com/compare/graphiti-vs-zep.md)\n- [Hindsight vs Tokenrip](https://www.anchorterminal.com/compare/hindsight-vs-tokenrip.md)\n- [Honcho vs Tokenrip](https://www.anchorterminal.com/compare/honcho-vs-tokenrip.md)\n- [Hy Memory vs Tokenrip](https://www.anchorterminal.com/compare/hy-memory-vs-tokenrip.md)\n- [LangMem vs Tokenrip](https://www.anchorterminal.com/compare/langmem-vs-tokenrip.md)\n- [LocalGhost vs Tokenrip](https://www.anchorterminal.com/compare/localghost-vs-tokenrip.md)\n- [Mem0 Platform + MCP vs Tokenrip](https://www.anchorterminal.com/compare/mem0-vs-tokenrip.md)\n- [Memory (MCP reference server) vs Tokenrip](https://www.anchorterminal.com/compare/memory-reference-server-vs-tokenrip.md)\n- [past.dev vs Tokenrip](https://www.anchorterminal.com/compare/past-dev-vs-tokenrip.md)\n- [Supermemory API + MCP vs Tokenrip](https://www.anchorterminal.com/compare/supermemory-vs-tokenrip.md)\n- [Tokenrip vs Zep](https://www.anchorterminal.com/compare/tokenrip-vs-zep.md)\n- [AI Memory vs Graphiti](https://www.anchorterminal.com/compare/ai-memory-vs-graphiti.md)\n- [AI Memory vs Tokenrip](https://www.anchorterminal.com/compare/ai-memory-vs-tokenrip.md)\n- [Context Mode Engine vs Graphiti](https://www.anchorterminal.com/compare/context-mode-vs-graphiti.md)\n- [Context Mode Engine vs Tokenrip](https://www.anchorterminal.com/compare/context-mode-vs-tokenrip.md)\n- [Graphicle vs Graphiti](https://www.anchorterminal.com/compare/graphicle-vs-graphiti.md)\n- [Graphicle vs Tokenrip](https://www.anchorterminal.com/compare/graphicle-vs-tokenrip.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "attributionRequired": true, "credit": "CC BY 4.0, credit Anchor Terminal and link the page or API address you took it from (https://www.anchorterminal.com/terms/#data)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-21", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.6", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run", "terms": "https://www.anchorterminal.com/terms/#data" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "Graphiti vs Tokenrip", "url": "" } ], "description": "Tokenrip scores 59.6 (C) to Graphiti's 53.3 (D) for agent memory. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Graphiti D 53.3", "Tokenrip C 59.6", "scores" ], "h1": "Graphiti vs Tokenrip", "image": "https://www.anchorterminal.com/assets/og/compare-graphiti-vs-tokenrip.png", "path": "/compare/graphiti-vs-tokenrip", "published": "2026-10-01", "section": "tools", "title": "Graphiti vs Tokenrip for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-21", "url": "https://www.anchorterminal.com/compare/graphiti-vs-tokenrip" }, "tokens": { "markdown": 2500, "slim": 730 }, "version": 1 }