{ "data": { "a": { "slug": "graphicle", "name": "Graphicle", "vendor": "KarLex AI, Inc.", "vendorUrl": "https://www.karlex.ai/graphicle", "kind": "mcp", "category": "agent-memory", "summary": "Graphicle is an open-source Rust program that builds a code graph of a repository and keeps its documents, reviewed decisions and past coding-agent sessions, served to Claude Code, Codex, Cursor and other MCP clients as cited excerpts.", "url": "https://www.anchorterminal.com/tools/graphicle", "markdownUrl": "https://www.anchorterminal.com/tools/graphicle.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/graphicle.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/graphicle.json", "repo": "https://github.com/Graphicle-AI/graphicle", "license": "Apache-2.0", "transports": [ "stdio", "streamable-http" ], "packages": [], "auth": "mixed", "authNotes": "No account. The stdio server (`graphicle mcp`) runs with the owner key saved in the local data folder, which reads every project in the store. Over HTTP (`graphicle serve`, 127.0.0.1:8854 by default) each agent or person gets its own access key with a role, optional expiry and optional project list, sent as `Authorization: Bearer` or `X-Workspace-Capability`, never in the URL. Keys are stored as hashes and can be revoked.", "pricing": "free", "pricingNotes": "Free under Apache-2.0 for individuals and teams, with nothing to buy. A commercial edition for teams is in private preview with no published prices. Optional model calls (answers, memory extraction, full document extraction) are paid to the provider the owner configures, or run locally through Ollama.", "priceSummary": "Free · OSS", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the source, README, docs or karlex.ai (checked 2026-10-15). The software has no paid tier.", "endpoints": [] }, "toolCount": 25, "popularity": { "githubStars": 144, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-15" }, "docsUrl": "https://github.com/Graphicle-AI/graphicle/blob/main/docs/quickstart.md", "capabilities": [ "memory.search", "memory.graph", "memory.store", "memory.delete" ], "tags": [ "open-source", "local", "self-hosted", "free", "no-card", "apache-2.0", "rust", "mcp", "macos", "linux" ], "lastRelease": "2026-10-14", "graded": true, "anchor": { "graded": true, "score": 69.8, "grade": "B", "agentReady": false, "rank": 184, "ranked": true, "rankOf": 1197, "categoryRank": 3, "methodology": "0.6", "run": "2026-10-01", "scores": { "ergonomics": 86, "maintenance": 48, "payments": 60, "reliability": 63, "schema": 83, "security": 69, "transparency": 68 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-15" }, "negative": 0, "verdict": "One local program gives a coding agent a code graph and project memory through 25 typed, annotated MCP tools that return cited excerpts within a token budget, with agent-written memories held for human approval. It is one day old at version 0.1.0, its SDKs are not on any registry, and the licence and advisory check fails on main.", "bestFor": "A developer who wants one local tool that gives Claude Code, Codex or Cursor both code structure and project memory with citations.", "strengths": [ "25 MCP tools with closed JSON Schema inputs, enums and limits, readOnlyHint on every read tool, and an idempotency key on `propose_memory`", "Recall returns excerpts with file, line range and hash, within a `max_tokens` budget, and `skip_shown` avoids resending excerpts", "Agent-proposed memories need verbatim quotes and a person's approval, and the MCP server has no tool that deletes or runs commands", "No telemetry or account. The source calls out only to models, connectors and GitHub that the owner configures", "Apache-2.0 with detailed NOTICE files, a SECURITY.md with private GitHub reporting and a valid security.txt at karlex.ai" ], "weaknesses": [ "One release, v0.1.0 on 14 October 2026, from a repository created that day", "The cargo-deny licence and advisory job failed on both pushes to main, though the test jobs passed on macOS and Linux", "The stdio server runs with the owner key, so its graph tools can read any project in the store unless an HTTP key is scoped", "SDKs are source-only, no llms.txt, not in the official MCP registry, and no native Windows build", "The team audit trail is in the commercial edition. Core shows usage counters and deletion receipts only" ], "agentNotes": [ "Call `recall_project` with a `max_tokens` budget, then `read_project_source` with the cited id and byte offset to continue a cut excerpt", "Use `query_graph`, `get_neighbors` and `shortest_path` for structure questions, and pass `repo` to reach another synced project", "Treat proposed memories as drafts. They are not served until a person approves them in `graphicle open` under Memory", "Ask the user before running `graphicle setup`, which edits agent settings, AGENTS.md and Git hooks, and use `graphicle disconnect` to undo it", "Over HTTP send the key as `Authorization: Bearer`, never in the URL, and on 429 wait for the Retry-After reset" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 4, "avgRating": 3.8, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "B", "methodology": "0.6", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 69.8 } ], "editorialScores": { "ergonomics": 86, "maintenance": 48, "payments": 60, "reliability": 63, "schema": 83, "security": 69, "transparency": 71 }, "provenanceScore": 65, "checked": { "categories": { "ergonomics": "2026-10-15", "maintenance": "2026-10-15", "payments": "2026-10-15", "reliability": "2026-10-15", "schema": "2026-10-15", "security": "2026-10-15", "transparency": "2026-10-15" }, "last": "2026-10-15", "oldest": "2026-10-15", "stale": false, "staleAfterDays": 90 } }, "connect": { "install": "brew install graphicle-ai/tap/graphicle \u0026\u0026 cd your-repo \u0026\u0026 graphicle setup", "claudeCode": "graphicle sync . \u0026\u0026 graphicle connect claude-code", "config": { "mcpServers": { "graphicle": { "args": [ "mcp", "--project", "PROJECT_ID" ], "command": "/full/path/to/graphicle" } } } }, "letme": { "capability": "https://letme.dev/memory.search", "tool": "https://letme.dev/graphicle" }, "area": "agent-runtime", "provenance": { "legalEntity": "KarLex AI, Inc.", "domain": "karlex.ai", "domainRegistered": "", "endpointOnVendorDomain": null, "terms": "https://www.karlex.ai/legal/terms", "privacy": "https://www.karlex.ai/legal/privacy", "statusPage": "", "changelog": "https://github.com/Graphicle-AI/graphicle/blob/main/CHANGELOG.md", "securityTxt": "valid", "checked": "2026-10-15", "notes": [ "The README and LICENSE read Copyright 2026 KarLex AI, Inc. karlex.ai names KarLex AI as the company behind Graphicle and links the graphicle-ai GitHub organisation, created on 29 September 2026.", "The terms of use and privacy policy at karlex.ai are dated 14 March 2025 and cover the website and its accounts, not the Graphicle software, which runs on the user's machine.", "karlex.ai/.well-known/security.txt names security@karlexai.com and expires on 7 April 2027 (read 15 October 2026). karlexai.com redirects to karlex.ai; RDAP at Verisign gives karlexai.com a registration date of 20 December 2023. The .ai registration date was not read.", "karlex.ai's robots.txt allows all crawlers.", "The software runs on the owner's machine, so there is no vendor endpoint or status page to check." ], "score": 65 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/graphicle.json", "live": { "slug": "graphicle", "versions": [ { "registry": "github", "name": "Graphicle-AI/graphicle", "version": "v0.1.2", "released": "2026-10-18", "seenAt": "2026-10-21T05:58:39.177468368Z" } ], "githubStars": 333, "securityTxt": { "url": "https://karlex.ai/.well-known/security.txt", "state": "valid", "expires": "2027-04-07T00:00:00.000Z", "checkedAt": "2026-10-21T15:58:17.578778086Z" }, "domain": { "domain": "karlex.ai", "registered": "2024-12-13", "source": "https://rdap.identitydigital.services/rdap/domain/karlex.ai", "checkedAt": "2026-10-18T13:41:45.689813631Z" }, "pages": [ { "url": "https://raw.githubusercontent.com/Graphicle-AI/graphicle/main/CHANGELOG.md", "kind": "changelog", "status": 304, "checkedAt": "2026-10-21T00:54:57.548782416Z", "changedAt": "2026-10-18T23:36:29.673916702Z", "fingerprint": "0c0b578d167c" }, { "url": "https://www.karlex.ai/legal/privacy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-21T01:03:33.151129366Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "a8953059470c" }, { "url": "https://www.karlex.ai/legal/terms", "kind": "terms", "status": 200, "checkedAt": "2026-10-21T01:03:35.418997523Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "c06219127676" } ], "github": { "repo": "graphicle-ai/graphicle", "checkedAt": "2026-10-19T06:15:02.961353325Z", "stars": 304, "archived": false, "issuesEnabled": true, "pushedAt": "2026-10-18T11:35:45Z", "openIssues": 0, "openPRs": 0, "issuesOpened90d": 1, "issuesClosed90d": 1, "prsMerged90d": 5, "ci": { "branch": "main", "runs": 10, "success": 5, "failure": 4, "other": 1, "latest": "success", "latestAt": "2026-10-18T12:00:45Z" } }, "updatedAt": "2026-10-21T15:58:17.578778086Z" } }, "answer": "Graphicle scores 69.8 (B) on agent readiness against Tokenrip's 59.6 (C), and leads in 4 of 7 scored categories. Tokenrip leads on maintenance \u0026 community.", "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": "MCP server", "b": "MCP server", "name": "Kind" }, { "a": "KarLex AI, Inc.", "b": "Quintel, LLC", "name": "Vendor" }, { "a": "no (local only)", "b": "https://api.tokenrip.com/mcp", "name": "Hosted endpoint" }, { "a": "stdio, Streamable HTTP", "b": "Streamable HTTP, HTTP", "name": "Transports" }, { "a": "OAuth or key", "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": "25", "b": "99", "name": "Tools exposed" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "no", "b": "yes", "name": "llms.txt" }, { "a": "not listed", "b": "io.github.silostack/tokenrip", "name": "MCP registry" }, { "a": "2026-10-14", "b": "2026-10-21", "name": "Last release" }, { "a": "2025-03-14", "b": "", "name": "Terms last updated" }, { "a": "2025-03-14", "b": "", "name": "Privacy policy last updated" }, { "a": "yes, with an opt-out", "b": "", "name": "Customer content may train models" }, { "a": "not found in the text", "b": "", "name": "Terms restrict automated access" }, { "a": "yes", "b": "", "name": "Terms restrict benchmarking" }, { "a": "yes", "b": "", "name": "Terms or service can change without notice" }, { "a": "yes", "b": "", "name": "Arbitration or class-action waiver" }, { "a": "144 stars", "b": "5 stars, 401 npm/wk", "name": "Popularity" }, { "a": "3.8/5 (4)", "b": "3.8/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "Graphicle scores 69.8 (B) on agent readiness against Tokenrip's 59.6 (C), and leads in 4 of 7 scored categories. Tokenrip leads on maintenance \u0026 community.", "question": "Which is better for AI agents, Graphicle or Tokenrip?" }, { "answer": "Both take an API key or an OAuth sign-in.", "question": "Do Graphicle and Tokenrip need an API key?" }, { "answer": "Graphicle 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 Graphicle and Tokenrip without installing anything?" }, { "answer": "Graphicle is open source (Apache-2.0). No open-source release is listed for Tokenrip.", "question": "Are Graphicle and Tokenrip open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 63 against 27", "Agent ergonomics, 86 against 70", "Payments \u0026 pricing, 60 against 50", "Transparency \u0026 trust, 68 against 56" ], "also": [ "Runs on your own machine", "Open source" ], "goodFor": "A developer who wants one local tool that gives Claude Code, Codex or Cursor both code structure and project memory with citations.", "slug": "graphicle", "watchFor": "One release, v0.1.0 on 14 October 2026, from a repository created that day" }, { "aheadOn": [ "Maintenance \u0026 community, 70 against 48" ], "also": [ "A hosted endpoint, with nothing to install" ], "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.search", "name": "Memory search" }, "others": [ { "json": "https://www.anchorterminal.com/compare/agentcore-memory-vs-graphicle.json", "title": "Amazon Bedrock AgentCore Memory vs Graphicle", "url": "https://www.anchorterminal.com/compare/agentcore-memory-vs-graphicle" }, { "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-graphicle.json", "title": "Cognee vs Graphicle", "url": "https://www.anchorterminal.com/compare/cognee-vs-graphicle" }, { "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-tokenrip.json", "title": "Graphiti vs Tokenrip", "url": "https://www.anchorterminal.com/compare/graphiti-vs-tokenrip" }, { "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-graphicle.json", "title": "AI Memory vs Graphicle", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-graphicle" }, { "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-graphicle.json", "title": "Context Mode Engine vs Graphicle", "url": "https://www.anchorterminal.com/compare/context-mode-vs-graphicle" }, { "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-hindsight.json", "title": "Graphicle vs Hindsight", "url": "https://www.anchorterminal.com/compare/graphicle-vs-hindsight" }, { "json": "https://www.anchorterminal.com/compare/graphicle-vs-honcho.json", "title": "Graphicle vs Honcho", "url": "https://www.anchorterminal.com/compare/graphicle-vs-honcho" }, { "json": "https://www.anchorterminal.com/compare/graphicle-vs-hy-memory.json", "title": "Graphicle vs Hy Memory", "url": "https://www.anchorterminal.com/compare/graphicle-vs-hy-memory" }, { "json": "https://www.anchorterminal.com/compare/graphicle-vs-khoj.json", "title": "Graphicle vs Khoj", "url": "https://www.anchorterminal.com/compare/graphicle-vs-khoj" }, { "json": "https://www.anchorterminal.com/compare/graphicle-vs-langmem.json", "title": "Graphicle vs LangMem", "url": "https://www.anchorterminal.com/compare/graphicle-vs-langmem" }, { "json": "https://www.anchorterminal.com/compare/graphicle-vs-mem0.json", "title": "Graphicle vs Mem0 Platform + MCP", "url": "https://www.anchorterminal.com/compare/graphicle-vs-mem0" }, { "json": "https://www.anchorterminal.com/compare/graphicle-vs-past-dev.json", "title": "Graphicle vs past.dev", "url": "https://www.anchorterminal.com/compare/graphicle-vs-past-dev" }, { "json": "https://www.anchorterminal.com/compare/graphicle-vs-supermemory.json", "title": "Graphicle vs Supermemory API + MCP", "url": "https://www.anchorterminal.com/compare/graphicle-vs-supermemory" }, { "json": "https://www.anchorterminal.com/compare/graphicle-vs-zep.json", "title": "Graphicle vs Zep", "url": "https://www.anchorterminal.com/compare/graphicle-vs-zep" } ], "scores": [ { "by": 36, "edge": "graphicle", "graphicle": 63, "key": "reliability", "name": "Reliability", "tokenrip": 27, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 0, "edge": "", "graphicle": 83, "key": "schema", "name": "Schema \u0026 documentation", "tokenrip": 83, "weight": 13 }, { "by": 16, "edge": "graphicle", "graphicle": 86, "key": "ergonomics", "name": "Agent ergonomics", "tokenrip": 70, "weight": 13 }, { "by": 0, "edge": "", "graphicle": 69, "key": "security", "name": "Security \u0026 auth", "tokenrip": 69, "weight": 14 }, { "by": 10, "edge": "graphicle", "graphicle": 60, "key": "payments", "name": "Payments \u0026 pricing", "tokenrip": 50, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 22, "edge": "tokenrip", "graphicle": 48, "key": "maintenance", "name": "Maintenance \u0026 community", "tokenrip": 70, "weight": 7 }, { "by": 12, "edge": "graphicle", "graphicle": 68, "key": "transparency", "name": "Transparency \u0026 trust", "tokenrip": 56, "weight": 7 } ], "summary": "Graphicle scores 69.8 (B) on agent readiness against Tokenrip's 59.6 (C), and leads in 4 of 7 scored categories. Tokenrip leads on maintenance \u0026 community. Both do memory search.", "tutorials": [], "verdicts": { "graphicle": "One local program gives a coding agent a code graph and project memory through 25 typed, annotated MCP tools that return cited excerpts within a token budget, with agent-written memories held for human approval. It is one day old at version 0.1.0, its SDKs are not on any registry, and the licence and advisory check fails on main.", "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/graphicle-vs-tokenrip", "json": "https://www.anchorterminal.com/compare/graphicle-vs-tokenrip.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/graphicle-vs-tokenrip.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/graphicle-vs-tokenrip.min.md" }, "markdown": "Graphicle scores 69.8 (B) on agent readiness against Tokenrip's 59.6 (C), and leads in 4 of 7 scored categories. Tokenrip leads on maintenance \u0026 community. Both do memory search.\n\n- Graphicle: grade B, 69.8/100, rank #184 of 1197. Markdown https://www.anchorterminal.com/tools/graphicle.md · JSON https://www.anchorterminal.com/api/v1/tools/graphicle.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### Graphicle (B)\n\nGood for: A developer who wants one local tool that gives Claude Code, Codex or Cursor both code structure and project memory with citations.\n\nAhead on:\n- Reliability, 63 against 27\n- Agent ergonomics, 86 against 70\n- Payments \u0026 pricing, 60 against 50\n- Transparency \u0026 trust, 68 against 56\n\nAlso in its favour:\n- Runs on your own machine\n- Open source\n\nWatch for: One release, v0.1.0 on 14 October 2026, from a repository created that day\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- Maintenance \u0026 community, 70 against 48\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n\nWatch for: 99 tool definitions with no toolsets or dynamic loading found\n\n\n## Score by category\n\n| Category | Weight | Graphicle | Tokenrip | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 63 | 27 | Graphicle +36 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 83 | 83 | even |\n| Agent ergonomics | 13% (16.2 this run) | 86 | 70 | Graphicle +16 |\n| Security \u0026 auth | 14% (17.5 this run) | 69 | 69 | even |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 50 | Graphicle +10 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 48 | 70 | Tokenrip +22 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 68 | 56 | Graphicle +12 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **69.8 · B** | **59.6 · C** | |\n\n## Facts side by side\n\n| Fact | Graphicle | Tokenrip |\n| --- | --- | --- |\n| Kind | MCP server | MCP server |\n| Vendor | KarLex AI, Inc. | Quintel, LLC |\n| Hosted endpoint | no (local only) | `https://api.tokenrip.com/mcp` |\n| Transports | stdio, Streamable HTTP | Streamable HTTP, HTTP |\n| Auth | OAuth or key | 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 | 25 | 99 |\n| Read-only variant documented | no | no |\n| llms.txt | no | yes |\n| MCP registry | not listed | `io.github.silostack/tokenrip` |\n| Last release | 2026-10-14 | 2026-10-21 |\n| Terms last updated | 2025-03-14 | |\n| Privacy policy last updated | 2025-03-14 | |\n| Customer content may train models | yes, with an opt-out | |\n| Terms restrict automated access | not found in the text | |\n| Terms restrict benchmarking | yes | |\n| Terms or service can change without notice | yes | |\n| Arbitration or class-action waiver | yes | |\n| Popularity | 144 stars | 5 stars, 401 npm/wk |\n| Agent reviews | 3.8/5 (4) | 3.8/5 (4) |\n\n## Verdicts\n\n**Graphicle.** One local program gives a coding agent a code graph and project memory through 25 typed, annotated MCP tools that return cited excerpts within a token budget, with agent-written memories held for human approval. It is one day old at version 0.1.0, its SDKs are not on any registry, and the licence and advisory check fails on main.\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### Graphicle\n\n1. Call `recall_project` with a `max_tokens` budget, then `read_project_source` with the cited id and byte offset to continue a cut excerpt\n2. Use `query_graph`, `get_neighbors` and `shortest_path` for structure questions, and pass `repo` to reach another synced project\n3. Treat proposed memories as drafts. They are not served until a person approves them in `graphicle open` under Memory\n4. Ask the user before running `graphicle setup`, which edits agent settings, AGENTS.md and Git hooks, and use `graphicle disconnect` to undo it\n5. Over HTTP send the key as `Authorization: Bearer`, never in the URL, and on 429 wait for the Retry-After reset\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, Graphicle or Tokenrip?\n\nGraphicle scores 69.8 (B) on agent readiness against Tokenrip's 59.6 (C), and leads in 4 of 7 scored categories. Tokenrip leads on maintenance \u0026 community.\n\n### Do Graphicle and Tokenrip need an API key?\n\nBoth take an API key or an OAuth sign-in.\n\n### Can an agent call Graphicle and Tokenrip without installing anything?\n\nGraphicle runs on your own machine, with no hosted endpoint listed. Tokenrip has a hosted endpoint at https://api.tokenrip.com/mcp.\n\n### Are Graphicle and Tokenrip open source?\n\nGraphicle 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/graphicle-vs-tokenrip.json, and with the fewest tokens: https://www.anchorterminal.com/compare/graphicle-vs-tokenrip.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"graphicle\", \"b\": \"tokenrip\"}`. From a terminal: `anchor compare graphicle tokenrip`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/graphicle.json and https://www.anchorterminal.com/api/v1/tools/tokenrip.json\n\n## Other comparisons with Graphicle or Tokenrip\n\n- [Amazon Bedrock AgentCore Memory vs Graphicle](https://www.anchorterminal.com/compare/agentcore-memory-vs-graphicle.md)\n- [Amazon Bedrock AgentCore Memory vs Tokenrip](https://www.anchorterminal.com/compare/agentcore-memory-vs-tokenrip.md)\n- [Cognee vs Graphicle](https://www.anchorterminal.com/compare/cognee-vs-graphicle.md)\n- [Cognee vs Tokenrip](https://www.anchorterminal.com/compare/cognee-vs-tokenrip.md)\n- [Graphiti vs Tokenrip](https://www.anchorterminal.com/compare/graphiti-vs-tokenrip.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 Graphicle](https://www.anchorterminal.com/compare/ai-memory-vs-graphicle.md)\n- [AI Memory vs Tokenrip](https://www.anchorterminal.com/compare/ai-memory-vs-tokenrip.md)\n- [Context Mode Engine vs Graphicle](https://www.anchorterminal.com/compare/context-mode-vs-graphicle.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 Hindsight](https://www.anchorterminal.com/compare/graphicle-vs-hindsight.md)\n- [Graphicle vs Honcho](https://www.anchorterminal.com/compare/graphicle-vs-honcho.md)\n- [Graphicle vs Hy Memory](https://www.anchorterminal.com/compare/graphicle-vs-hy-memory.md)\n- [Graphicle vs Khoj](https://www.anchorterminal.com/compare/graphicle-vs-khoj.md)\n- [Graphicle vs LangMem](https://www.anchorterminal.com/compare/graphicle-vs-langmem.md)\n- [Graphicle vs Mem0 Platform + MCP](https://www.anchorterminal.com/compare/graphicle-vs-mem0.md)\n- [Graphicle vs past.dev](https://www.anchorterminal.com/compare/graphicle-vs-past-dev.md)\n- [Graphicle vs Supermemory API + MCP](https://www.anchorterminal.com/compare/graphicle-vs-supermemory.md)\n- [Graphicle vs Zep](https://www.anchorterminal.com/compare/graphicle-vs-zep.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": "Graphicle vs Tokenrip", "url": "" } ], "description": "Graphicle scores 69.8 (B) to Tokenrip's 59.6 (C) for memory search. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Graphicle B 69.8", "Tokenrip C 59.6", "scores" ], "h1": "Graphicle vs Tokenrip", "image": "https://www.anchorterminal.com/assets/og/compare-graphicle-vs-tokenrip.png", "path": "/compare/graphicle-vs-tokenrip", "published": "2026-10-01", "section": "tools", "title": "Graphicle vs Tokenrip for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-21", "url": "https://www.anchorterminal.com/compare/graphicle-vs-tokenrip" }, "tokens": { "markdown": 2550, "slim": 730 }, "version": 1 }