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One portable memory layer for every AI agent: local-first, Markdown-native, user-owned, and self-evolving across apps, tools, and workflows.
Roarpeng/GraphFlow
GraphFlow is a tool for DeepSeek Harness. Local-first code knowledge graph and context harness for coding agents. MCP + DeepSeek Harness (dsh) plugin.

REVIEW SCORECARD
✓ No risk detected · Automated scan results are for reference only, not an official endorsement
AI DEEP REVIEW
Well-documented, actively maintained local-first context harness with reproducible benchmarks and offline operation; wor
README cites a 132-query golden retrieval set running in CI, commit-anchored benchmark JSON dumps, and a one-command offline reproduction script (`npm run proof:flywheel`), indicating real test and CI infrastructure.
Runs fully offline with no API key required and the README documents memory-poisoning protections (provenance markers, canary validation, isolated anti-patterns), though the NOASSERTION license and lack of visible permission details keep this from a higher score.
Addresses a genuine pain point for long-running coding agents by combining a 12-language AST code graph, token-budgeted context compression, and cross-session learning, exposed portably over MCP to 15+ agents.
Last updated 2026-08-23 with an active npm release (1.18.1), a published ROADMAP, and an open invitation for independent benchmark reproduction, indicating ongoing development.
README provides a clear install command, quick-start CLI examples, MCP config JSON, benchmark methodology links, and a Chinese translation, though the excerpt is truncated mid-table.
Generated by AI after reading the project README — a decision aid, not an endorsement. Neutral scores are given when information is limited.
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Open repositoryINSTALL REFERENCE
dsh plugin --profile web add @roarpeng/graphflowThis command passed the install-plan safety checks and can be executed by the DSH host. Validation is not a security audit or official endorsement.
PROJECT TOPICS
VALIDATION LADDER
FAQ
Local-first code knowledge graph and context harness for coding agents. MCP + DeepSeek Harness (dsh) plugin.
GraphFlow has 14 stars and 1 forks on GitHub, last updated 2026-09-29.
GraphFlow is distributed under the Apache-2.0 license.
GraphFlow is listed in the DSH Universe directory as a tool for DeepSeek Harness. This plugin is listed in the DSH Universe directory and covered by its validation pipeline.
CLASSIFICATION EVIDENCE
The system checks GitHub Topics against the site taxonomy and keyword rules. Current matches:context-engine、mcp、multi-agent。