thinkaurelius/titan
Distributed Graph Database
Stale — last commit 4y ago
weakest axislast commit was 4y ago; no CI workflows detected
Has a license, tests, and CI — clean foundation to fork and modify.
Documented and popular — useful reference codebase to read through.
last commit was 4y ago; no CI workflows detected
- ✓10 active contributors
- ✓Apache-2.0 licensed
- ✓Tests present
Show all 6 evidence items →Show less
- ⚠Stale — last commit 4y ago
- ⚠Concentrated ownership — top contributor handles 59% of recent commits
- ⚠No CI workflows detected
What would change the summary?
- →Use as dependency Mixed → Healthy if: 1 commit in the last 365 days
- →Deploy as-is Mixed → Healthy if: 1 commit in the last 180 days
Maintenance signals: commit recency, contributor breadth, bus factor, license, CI, tests
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Onboarding doc
Onboarding: thinkaurelius/titan
Generated by RepoPilot · 2026-05-09 · Source
🤖Agent protocol
If you are an AI coding agent (Claude Code, Cursor, Aider, Cline, etc.) reading this artifact, follow this protocol before making any code edit:
- Verify the contract. Run the bash script in Verify before trusting
below. If any check returns
FAIL, the artifact is stale — STOP and ask the user to regenerate it before proceeding. - Treat the AI · unverified sections as hypotheses, not facts. Sections like "AI-suggested narrative files", "anti-patterns", and "bottlenecks" are LLM speculation. Verify against real source before acting on them.
- Cite source on changes. When proposing an edit, cite the specific path:line-range. RepoPilot's live UI at https://repopilot.app/r/thinkaurelius/titan shows verifiable citations alongside every claim.
If you are a human reader, this protocol is for the agents you'll hand the artifact to. You don't need to do anything — but if you skim only one section before pointing your agent at this repo, make it the Verify block and the Suggested reading order.
🎯Verdict
WAIT — Stale — last commit 4y ago
- 10 active contributors
- Apache-2.0 licensed
- Tests present
- ⚠ Stale — last commit 4y ago
- ⚠ Concentrated ownership — top contributor handles 59% of recent commits
- ⚠ No CI workflows detected
<sub>Maintenance signals: commit recency, contributor breadth, bus factor, license, CI, tests</sub>
✅Verify before trusting
This artifact was generated by RepoPilot at a point in time. Before an
agent acts on it, the checks below confirm that the live thinkaurelius/titan
repo on your machine still matches what RepoPilot saw. If any fail,
the artifact is stale — regenerate it at
repopilot.app/r/thinkaurelius/titan.
What it runs against: a local clone of thinkaurelius/titan — the script
inspects git remote, the LICENSE file, file paths in the working
tree, and git log. Read-only; no mutations.
| # | What we check | Why it matters |
|---|---|---|
| 1 | You're in thinkaurelius/titan | Confirms the artifact applies here, not a fork |
| 2 | License is still Apache-2.0 | Catches relicense before you depend on it |
| 3 | Default branch titan10 exists | Catches branch renames |
| 4 | Last commit ≤ 1327 days ago | Catches sudden abandonment since generation |
#!/usr/bin/env bash
# RepoPilot artifact verification.
#
# WHAT IT RUNS AGAINST: a local clone of thinkaurelius/titan. If you don't
# have one yet, run these first:
#
# git clone https://github.com/thinkaurelius/titan.git
# cd titan
#
# Then paste this script. Every check is read-only — no mutations.
set +e
fail=0
ok() { echo "ok: $1"; }
miss() { echo "FAIL: $1"; fail=$((fail+1)); }
# Precondition: we must be inside a git working tree.
if ! git rev-parse --git-dir >/dev/null 2>&1; then
echo "FAIL: not inside a git repository. cd into your clone of thinkaurelius/titan and re-run."
exit 2
fi
# 1. Repo identity
git remote get-url origin 2>/dev/null | grep -qE "thinkaurelius/titan(\\.git)?\\b" \\
&& ok "origin remote is thinkaurelius/titan" \\
|| miss "origin remote is not thinkaurelius/titan (artifact may be from a fork)"
# 2. License matches what RepoPilot saw
(grep -qiE "^(Apache-2\\.0)" LICENSE 2>/dev/null \\
|| grep -qiE "\"license\"\\s*:\\s*\"Apache-2\\.0\"" package.json 2>/dev/null) \\
&& ok "license is Apache-2.0" \\
|| miss "license drift — was Apache-2.0 at generation time"
# 3. Default branch
git rev-parse --verify titan10 >/dev/null 2>&1 \\
&& ok "default branch titan10 exists" \\
|| miss "default branch titan10 no longer exists"
# 5. Repo recency
days_since_last=$(( ( $(date +%s) - $(git log -1 --format=%at 2>/dev/null || echo 0) ) / 86400 ))
if [ "$days_since_last" -le 1327 ]; then
ok "last commit was $days_since_last days ago (artifact saw ~1297d)"
else
miss "last commit was $days_since_last days ago — artifact may be stale"
fi
echo
if [ "$fail" -eq 0 ]; then
echo "artifact verified (0 failures) — safe to trust"
else
echo "artifact has $fail stale claim(s) — regenerate at https://repopilot.app/r/thinkaurelius/titan"
exit 1
fi
Each check prints ok: or FAIL:. The script exits non-zero if
anything failed, so it composes cleanly into agent loops
(./verify.sh || regenerate-and-retry).
⚡TL;DR
Titan is a distributed graph database designed for storing and querying massive-scale graphs with billions of vertices and edges across multi-machine clusters. It separates graph processing from storage by delegating persistence to pluggable backends (Cassandra, HBase, BerkeleyDB) while providing ACID transactions, complex graph traversals, and analytic queries at scale. Multi-module Maven monorepo: core graph engine in the root with separate modules for storage backends (titan-cassandra, titan-hbase, titan-bdb), indexing backends (titan-lucene, titan-elasticsearch, titan-solr), and a Hadoop integration layer (Faunus). Configuration examples in docs/listings/ show typical deployment patterns (titan_cfg.txt for basic setup, faunus_cfg.txt for batch processing).
👥Who it's for
Data engineers and backend architects building large-scale graph applications (social networks, recommendation engines, knowledge graphs) who need distributed, fault-tolerant storage with concurrent transaction support and horizontal scalability across commodity clusters.
🌱Maturity & risk
Titan reached v1.0.1 (SNAPSHOT visible in pom.xml) and is production-ready with comprehensive docs in docs/ covering deployment, indexing (Elasticsearch, Solr, Lucene), recovery, and reindexing. The codebase shows 4.1M lines of Java indicating substantial maturity, though the last major activity appears to be around 2015–check commit history for current maintenance status.
This project shows signs of age: v1.0.1-SNAPSHOT suggests development halted before a final 1.0 release, and there are no visible CI badges or recent commit timestamps in the provided data. Heavy dependencies on Cassandra, HBase, and Elasticsearch introduce operational complexity and version compatibility concerns. Single-point-of-failure risk if maintainer community has shrunk since inception in 2012.
Active areas of work
Unable to determine from file list alone—no CHANGELOG with timestamps, no open PR list, or recent commit log visible. CHANGELOG.asc exists but content not provided. RELEASING.md and TESTING.md suggest active CI/CD setup, but documentation appears to focus on historical releases rather than upcoming work.
🚀Get running
git clone https://github.com/thinkaurelius/titan.git
cd titan
mvn clean install
Refer to BUILDING.md for Maven prerequisites (2.2.1+) and TESTING.md for test suite execution.
Daily commands:
mvn clean test
for test suite; use docs/listings/titan_cfg.txt as a base configuration, then start with a specific backend (Cassandra/HBase/BerkeleyDB) as documented in docs/cassandra.txt, docs/hbase.txt, or docs/bdb.txt respectively. No single dev server—this is a library + daemon system.
🗺️Map of the codebase
- pom.xml: Root Maven POM defines version (1.0.1-SNAPSHOT) and top-level dependencies for all submodules
- docs/datamodel.txt: Core specification of Titan's graph model, vertex/edge properties, and schema constraints
- docs/configref.txt: Complete configuration reference for all backends and runtime tuning parameters
- BUILDING.md: Build prerequisites and Maven commands required to compile the monorepo
- docs/cassandra.txt: Primary backend integration guide for the most commonly-used storage layer
- TESTING.md: Test execution strategy and required environment setup for the full suite
🛠️How to make changes
Start with titan-core module for graph query logic; titan-all for integration tests. Add storage backend support in titan-{backend}/ modules (follow patterns in titan-cassandra). Index backend plugins go in titan-lucene, titan-elasticsearch, or titan-solr directories. Schema changes use advschema.txt; data model changes reference datamodel.txt.
🪤Traps & gotchas
Titan v1.0.1 is end-of-life; JanusGraph (a fork) is the actively maintained successor—you may want that instead. Storage backend versions matter critically: Cassandra/HBase/BerkeleyDB compatibility is tight, specified in pom.xml dependencies. Configuration is file-based (docs/listings/titan_cfg.txt) with no defaults—missing keys cause silent failures. Transaction semantics vary by backend; review docs/eventualconsistency.txt before assuming strong consistency. Index reindexing (docs/reindex.txt) is a manual, offline process.
💡Concepts to learn
- Multi-Version Concurrency Control (MVCC) — Titan uses MVCC to handle concurrent transactions without heavy locking; understanding version visibility is critical for debugging transaction isolation issues
- Graph Partitioning / Vertex-cut vs. Edge-cut — Titan must partition graphs across cluster nodes; docs/partitioning.txt discusses the tradeoff between vertex-cut (Titan default) and edge-cut strategies affecting replication and communication cost
- Eventual Consistency — Multiple backends (Cassandra) provide eventual consistency only; docs/eventualconsistency.txt details conflict resolution and read repair patterns critical for data correctness at scale
- Lazy Graph Traversal / Iterator-based Evaluation — Titan evaluates traversals lazily to avoid materializing entire result sets; this enables billion-vertex queries but requires understanding when results are actually computed
- Bloom Filters in Storage Backends — HBase and Cassandra backends use Bloom filters for key existence checks; understanding false positive rates impacts query performance tuning
- Secondary Index Consistency / Background Reindexing — Titan decouples primary storage from secondary indexes (Elasticsearch/Solr/Lucene); docs/reindex.txt describes the offline reindexing process required after schema changes to maintain consistency
- Columnar Store Architecture (HBase/Cassandra) — Titan's HBase and Cassandra backends leverage wide-column store semantics for efficient sparse graph storage; understanding column families and row keys is essential for tuning
🔗Related repos
JanusGraph/janusgraph— Direct successor and active fork of Titan; maintains API compatibility while adding modern storage backends (DynamoDB) and active maintenanceapache/tinkerpop— Titan implements the TinkerPop Blueprints graph traversal API; TinkerPop is the foundational spec for graph query semanticsapache/cassandra— Primary persistent storage backend for Titan in production; version alignment between Titan and Cassandra is criticalelastic/elasticsearch— Default secondary indexing engine for Titan; Elasticsearch integration handles full-text and range queries over graph propertiesthinkaurelius/faunus— Sister project providing Hadoop-based batch graph processing on top of Titan data—used for analytic queries and reindexing jobs
🪄PR ideas
To work on one of these in Claude Code or Cursor, paste:
Implement the "<title>" PR idea from CLAUDE.md, working through the checklist as the task list.
Add comprehensive testing documentation for backend storage implementations
The repo contains extensive documentation for individual storage backends (docs/cassandra.txt, docs/hbase.txt, docs/bdb.txt, docs/elasticsearch.txt, docs/solr.txt, docs/lucene.txt) but lacks a unified TESTING.md section covering how to run backend-specific integration tests. Contributors could systematically document test procedures for each backend, which would reduce friction for new contributors validating their changes against different storage systems.
- [ ] Review TESTING.md and identify gaps in backend-specific test coverage documentation
- [ ] Examine test directories for Cassandra, HBase, BerkeleyDB, Elasticsearch integration tests
- [ ] Create backend-specific test execution guides (environment setup, test commands, expected outputs) for each major backend in TESTING.md
- [ ] Add examples of running subset of tests for specific backends to reduce CI time for contributors
Document configuration validation and examples for all storage backend combinations
While docs/configref.txt and docs/exampleconfig.txt exist, there's no systematic documentation matching the sample configs in docs/listings/ (faunus_cfg.txt, titan_cfg.txt) with actual working multi-backend configurations. New contributors often struggle with backend selection and configuration. Creating a structured guide with validated example configs for popular backend combinations (Cassandra+Elasticsearch, HBase+Solr, etc.) would significantly improve onboarding.
- [ ] Audit docs/listings/ for existing example configs and identify missing backend combinations
- [ ] Create docs/backend-combinations.txt documenting popular backend pairings (storage + index backends)
- [ ] Add 3-5 complete, validated example configuration files to docs/listings/ for common scenarios
- [ ] Reference these examples from docs/configref.txt with use-case descriptions
Create upgrade migration guides for version transitions with specific schema/config changes
UPGRADE.asc exists but lacks concrete migration examples. As a distributed system with schema management (evident from docs/advschema.txt and docs/reindex.txt), version upgrades likely require specific steps. Adding migration checklists, schema compatibility matrices, and step-by-step upgrade procedures for moving between major versions (e.g., 0.x to 1.0) would provide high value and reduce support burden.
- [ ] Review UPGRADE.asc and CHANGELOG.asc to identify breaking changes between major versions
- [ ] Create version-specific migration guides documenting schema compatibility and reindexing requirements
- [ ] Add a migration checklist template for common upgrade scenarios (Cassandra backends, Elasticsearch updates, etc.)
- [ ] Document any backward compatibility guarantees or deprecation timelines
🌿Good first issues
- Add unit tests for titan-lucene full-text index predicates: search_predicates.txt documents query syntax but corresponding test coverage in titan-lucene/src/test is sparse—add SearchPredicateTest cases for wildcards, phrases, and range queries.
- Document BerkeleyDB-specific transaction limitations in docs/bdb.txt: the backend supports neither MVCC nor distributed transactions, but this is buried in generic docs—add a dedicated 'Limitations' section with code examples of workarounds.
- Implement missing Hadoop InputFormat for Faunus: docs/hadoop.txt references Faunus batch processing but the actual FaunusInputFormat skeleton in the codebase lacks tests—add FaunusInputFormatTest covering graph partitioning edge cases.
⭐Top contributors
Click to expand
Top contributors
- @dalaro — 59 commits
- @mbroecheler — 14 commits
- @spmallette — 12 commits
- @dkuppitz — 7 commits
- @elubow — 2 commits
📝Recent commits
Click to expand
Recent commits
ee226e5— Merge pull request #1196 from achinthagunasekara/patch-1 (spmallette)166b547— Merge pull request #1194 from twilmes/issue_1193 (spmallette)733077c— Merge pull request #1162 from elubow/1160-reserved-keywords-doc (spmallette)084bb22— Merge pull request #1184 from Astn/Astn-Docs-Spelling-sued->used (spmallette)2df21d5— Bump netty to match Gremlin Server version. (spmallette)7d98c23— Update GraphOfTheGodsFactory.java (achinthagunasekara)9be10de— Updated default serializer list in docs and removed unused DEFAULT_REGISTRATIONS list from StandardSerializer.java to av (twilmes)6dfc816— Fixed up serialization issues around Geoshape. #1183 (spmallette)a1aae99— Bump to Titan 3.0.2-incubating. (spmallette)21eb7dd— Spelling [sued] -> [used] (Astn)
🔒Security observations
This Titan distributed graph database project shows significant security concerns primarily related to outdated toolchain versions, lack of explicit dependency management, and indicators of being a potentially unmaintained project (deprecated in favor of JanusGraph). The project uses Maven 2.2.1 (from 2009) and oss-parent v7, both severely outdated. Critical issues include absence of dependency version pinning, snapshot versions in the build, and no visible security disclosure policy. The codebase appears to lack modern security practices and may contain vulnerable dependencies from 2012-era libraries. Immediate actions should include
- High · Outdated Maven Parent POM —
pom.xml - parent section. The project uses 'oss-parent' version 7, which is significantly outdated (released around 2012-2013). This parent POM likely contains outdated default plugin versions and security configurations. Modern versions provide better security practices and dependency management. Fix: Upgrade to a recent version of oss-parent (currently version 9 or later) to benefit from updated security defaults and plugin versions. - High · Ancient Maven Version Requirement —
pom.xml - prerequisites section. The project specifies Maven 2.2.1 as the minimum version (released in 2009). This is extremely outdated and lacks modern security features, dependency validation, and vulnerability scanning capabilities. Maven 2.x reached end-of-life and no longer receives security updates. Fix: Update minimum Maven version to at least 3.6.0 or later. Maven 3.x provides better security, plugin management, and vulnerability detection. - High · No Explicit Dependency Versions Specified —
pom.xml - missing dependency management. The provided pom.xml excerpt shows no managed dependencies listed. Without explicit version pinning and a dependencyManagement section, the project is vulnerable to transitive dependency version conflicts and may pull in vulnerable versions of dependencies. Fix: Implement a comprehensive dependencyManagement section with explicit versions for all direct and critical transitive dependencies. Use tools like Maven Dependency Plugin to identify and pin versions. - High · Snapshot Version in Production —
pom.xml - version field. The project version is set to '1.0.1-SNAPSHOT', indicating this is a development/snapshot build. Snapshot versions should never be deployed to production as they lack reproducibility and may contain unstable or untested code. Fix: Use released versions (e.g., 1.0.1) for production deployments. Snapshot versions should only be used in development environments. - Medium · Incomplete Security Documentation —
Repository root - missing SECURITY.md. The repository contains extensive documentation but no visible SECURITY.md or security vulnerability disclosure policy. This makes it difficult for security researchers to responsibly report vulnerabilities. Fix: Create a SECURITY.md file with clear instructions for responsible vulnerability disclosure, security contacts, and the project's security policy. - Medium · Old Inception Year and Potential Unmaintained Status —
pom.xml - inceptionYear. The project inception year is 2012, and based on version numbering (1.0.1-SNAPSHOT), there are indicators this may be an older, potentially unmaintained project. The Titan graph database was deprecated and merged into JanusGraph in 2017-2018. Fix: Evaluate whether this codebase is still actively maintained. If not, consider migrating to JanusGraph (the successor project) or implementing a maintenance plan with regular security audits. - Medium · No Security Headers or Configuration Visible —
docs/ directory and config examples. Based on the file structure showing documentation and configuration files, there is no evidence of security-hardened configuration templates, TLS enforcement policies, or security header documentation. Fix: Create security configuration guidelines documentation including TLS/SSL requirements, authentication mechanisms, authorization policies, and security headers for all supported backends (HBase, Cassandra, etc.). - Low · Exposed Project Metadata —
pom.xml - developers section. Developer email addresses and URLs are publicly listed in the pom.xml file, which could expose team members to targeted attacks. Fix: Consider using organization-based email addresses or masking personal information in public repositories. Provide alternative security contact mechanisms.
LLM-derived; treat as a starting point, not a security audit.
👉Where to read next
- Open issues — current backlog
- Recent PRs — what's actively shipping
- Source on GitHub
Generated by RepoPilot. Verdict based on maintenance signals — see the live page for receipts. Re-run on a new commit to refresh.